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Glama

Karakoram

Karakoram is a multi-platform, self-hosted control plane for database and stateful-service orchestration inside your infrastructure, without Kubernetes or a hosted coordinator. A Go control plane provides a REST API, karactl CLI and web UI; providers supply infrastructure, while you operate the installation, credentials, data and recovery procedures. Zerops is the reference provider; Karakoram's maintainer works at Zerops (see Acknowledgements). Dokploy and Nomad are also available; see Providers for their status.

Status: pre-1.0. The current release is v0.4.3; read its known issues and the limitations before you rely on it. Dokploy and Nomad are experimental for every engine, and several engines are experimental on every provider (engine availability). The main branch, and the documentation on it, can describe changes that are not released yet.

Engines

Versions below are catalog defaults; each engine section lists supported versions and upgrade paths.

Release status and provider-specific availability are centralized in engine availability.

Engine

Distribution/version

Topologies

Backups

Section

MongoDB

Percona Server for MongoDB 8.0.32-14; Percona Backup for MongoDB (PBM) 2.16.0-1

Replica sets; sharded clusters

Logical/physical; point-in-time recovery (PITR)

MongoDB

RabbitMQ

RabbitMQ 4.3.6

1/3/5/7 brokers

Definitions only; no messages or PITR

RabbitMQ

Elasticsearch

Elasticsearch 9.5.5; optional same-version Kibana, Logstash and APM Server

Combined nodes; dedicated masters

Native S3 snapshots

Elasticsearch

Weaviate

Official Weaviate 1.40.1; mixed-license binary, community features only

Single; 3–9 data members with three fixed Raft voters

Native S3 full; no PITR

Weaviate

PostgreSQL

Percona PostgreSQL 17.11.1 default; majors 16/17/18; extension profiles

Single; Patroni/etcd HA (3/5); Citus distributed; ProxySQL client service

pgBackRest full/diff/incr and PITR

PostgreSQL

Supabase

PostgreSQL 17 plus release-locked native services

Same database topologies; modular services

PostgreSQL data only; separate S3 object protection required

Supabase

Keycloak

Official Keycloak 26.8.1; OpenJDK 21

One native runtime with a PostgreSQL binding

Through the source PostgreSQL cluster

Keycloak

OpenBao

OpenBao 2.7.1

1/3/5 members; integrated Raft or bound PostgreSQL storage

Raft snapshots to S3; PostgreSQL storage uses source recovery; no PITR for Raft

OpenBao

Temporal

Temporal 1.32.1 (also 1.31.4); ui-server 2.56.0

Combined server; split stateless roles on bound PostgreSQL; Dokploy/Nomad only, not Zerops

Source PostgreSQL backup plus cluster-state manifest; requires binding service

Temporal

MySQL

Percona Server for MySQL 8.4.11-11 default; majors 8.4/8.0

Single; Group Replication single-primary (3/5); ProxySQL

XtraBackup full/incremental and GTID-based PITR

MySQL

Percona XtraDB Cluster

PXC 8.4.11-11.1 default; majors 8.4/8.0; separate pxc engine driver

Galera cluster (3/5); one ProxySQL-routed writer

Separate PXC backup provenance; full/incremental and PITR

PXC

Neo4j Community

Neo4j 2026.09.0 / 2026.10.0 (default); Temurin Java 21

Single member only

Offline system + graph dumps; full outage; no PITR

Neo4j

Related MCP server: coolify-mcp

Providers

Karakoram is multi-platform; a namespace selects the infrastructure provider that provisions its members.

Provider

Role / runtime

Infrastructure and guide

Zerops

Reference provider

Managed Ubuntu runtimes, Local Storage and public routing in existing projects; guide.

Dokploy

Docker Swarm

Applications and node-local volumes on your Dokploy-managed Docker Swarm; guide.

Nomad

Native jobs

Native jobs and dynamic host volumes on your operator-managed Nomad cluster; guide.

See Providers for capability differences and Operating costs for infrastructure costs.

Across engines

Warning: Review critical limits before production use: replica count does not guarantee independent hosts, Local Storage is single-host, and the control plane has one replica.

Quick start

Choose a provider in Providers. For Zerops, use the dashboard-only Quick start, or the installation reference for local deployments, custom names and CLI setup. Dokploy and Nomad installation paths are linked there.

Build from source

Requires Go 1.26+, Node 22.6+, npm and Make:

make build-all             # web UI and both Go executables
make test                  # Go unit/handler tests
# Integration-tagged tests (some require Docker; PostgreSQL/Supabase use native LXC):
go test -tags integration -count=1 -timeout 30m ./...

A Go-only make build without UI assets serves a “UI not built” page. See UI development, Contributing and the end-to-end suite; deployment tests create billable Zerops resources.

Coding agents: read AGENTS.md for repository boundaries and contribution commands.

Documentation index

Keep docs/ beside the repository's api/, ui/ and root README so relative source/reference links resolve.

Acknowledgements

Thank you to Zerops for providing free-of-charge infrastructure for developing and testing Karakoram. Disclosure: Samyazz, who maintains Karakoram, is employed by Zerops as a system architect. Karakoram is not a Zerops product, and Zerops does not endorse it.

Karakoram installs Percona Server for MongoDB and Percona Backup for MongoDB from Percona's official repositories. It independently implements orchestration; no OpenEverest code or UI is copied into this repository.

License and trademarks

Karakoram uses the Apache License 2.0; see NOTICE. Dependencies retain their licenses and notices. Percona Server for MongoDB and Percona Backup for MongoDB are Percona products and trademarks. OpenEverest, MongoDB and Zerops names and marks belong to their respective owners. Karakoram is independent of OpenEverest and MongoDB and is not affiliated with or endorsed by them. Zerops does not endorse Karakoram either; its connection to Zerops is described under Acknowledgements.

Available Tools

93 tools
account_getRead a local accountC
Read-onlyIdempotent

Read a local account

NameRequiredDescriptionDefault
accountYes

TDQS

C2.1/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, idempotentHint=true, destructiveHint=false and openWorldHint=false, so safety is fully covered elsewhere. The description adds nothing beyond that: no error behavior when the account does not exist, no note on sensitivity of the returned data, no return shape. With the annotations doing all the work, the description is pure repetition.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

Is the description appropriately sized, front-loaded, and free of redundancy?

There is zero wasted wording and the phrase is front-loaded, but that is because there is essentially no content. It is under-specified rather than efficiently concise.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

The tool is simple and the annotations are rich, but the one thing an agent must know to call it correctly, the identifier format for "account," is absent from both schema and description. There is no output schema, so the description also leaves the return value entirely undefined.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% for the single required parameter "account," which is constrained only by a string length. The description never clarifies whether "account" is a username, an ID, a path, or a qualified name. With one undocumented parameter, the description needs to compensate and does not.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

No when-to-use guidance and no mention of the obvious alternative, accounts_list, or of any prerequisite. An agent must infer from the name alone that this fetches one account rather than enumerating them.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

accounts_listList local accountsC
Read-onlyIdempotent

List local accounts

NameRequiredDescriptionDefault
limitNo
cursorNo

TDQS

C2.1/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, idempotentHint=true, destructiveHint=false, and openWorldHint=false, so the safety profile is fully covered structurally. The description adds nothing beyond that — no mention of pagination behavior (despite a cursor parameter), result ordering, or whether the list is bounded by limit defaults.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

Is the description appropriately sized, front-loaded, and free of redundancy?

It is maximally short and front-loaded with no filler, but at five words it is under-specified rather than efficient. There is no wasted wording to cut, yet the single sentence carries almost no information.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a paginated list tool with two undocumented parameters and no output schema, the description should at least explain pagination and what an account record contains. Annotations cover safety, but the agent still lacks the context needed to page through results correctly.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0%: neither limit (default 100, max 500) nor cursor is described in the schema, and the description does not compensate at all. There is no hint that this is a paginated endpoint or how to iterate with the cursor.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no when-to-use guidance, no mention of alternatives like account_get for single-account retrieval, and no prerequisites or scope conditions. The agent must infer usage purely from the name.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

agent_rollout_settings_getGet agent rollout settingsC
Read-only

Get agent rollout settings

NameRequiredDescriptionDefault

No parameters

TDQS

C2.4/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, destructiveHint=false, openWorldHint=false, and idempotentHint=false, which covers the safety profile. The description adds no behavioral context beyond that — no statement about required permissions, whether settings are environment-scoped, or whether the call can fail for an unconfigured rollout.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

Is the description appropriately sized, front-loaded, and free of redundancy?

It is a single short sentence with no padding, so it is trivially concise. However, it consumes its only sentence restating the title rather than front-loading any useful information, so the brevity reflects under-specification rather than efficiency.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

With no output schema, the description carries the burden of explaining what a caller receives back, and it says nothing about the shape or content of the settings object. For a zero-param read tool the call is mechanically simple, but an agent still cannot tell what this returns or why it exists relative to settings_get.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

The tool takes zero parameters, so there is nothing for the description to disambiguate; baseline 4 applies. The empty schema is self-explanatory and the description does not mislead about inputs.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no when-to-use guidance, no prerequisites, and no mention of when to prefer settings_get or any other sibling. The only implied usage is 'call this to get agent rollout settings', which is circular.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

api_token_getRead API token metadataD
Read-onlyIdempotent

Read API token metadata

NameRequiredDescriptionDefault
tokenYes

TDQS

D1.8/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, idempotentHint=true, destructiveHint=false, and openWorldHint=false, so the safety profile is fully covered structurally. The description contributes no additional behavioral context such as whether secrets are masked, whether the token must be active, or what happens for an unknown/revoked token.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness2/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The text is short but only because it is under-specified rather than economical; it is a bare repetition of the title with no front-loaded scoping or qualification.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

With no output schema and an undocumented parameter, the description carries the full burden of explaining the return shape and the token argument, and it addresses neither. Only the annotations provide any reliable information about this tool.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% and the single parameter 'token' is not explained anywhere. It is critically ambiguous whether 'token' means a token identifier/UUID or the raw secret value, which materially changes how an agent must populate it.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines1/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no when-to-use guidance, no prerequisites, and no mention of the closely related api_tokens_list alternative. An agent must infer the get-vs-list distinction purely from the tool names.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

api_tokens_listList API token metadataC
Read-onlyIdempotent

List API token metadata

NameRequiredDescriptionDefault
limitNo
cursorNo

TDQS

C2.1/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, idempotentHint=true, destructiveHint=false, and openWorldHint=false, so the safety profile is fully covered by structured data. The description contributes nothing further — no mention of pagination behavior, ordering, whether secret values are excluded from the metadata, or rate limits. It does not contradict the annotations, but it adds zero behavioral context.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The single-line description is free of waste and front-loaded, but it is under-specified rather than concise — there is only one sentence and it merely echoes the title. A slightly longer description could have carried usage and pagination context at minimal cost.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

With no output schema, no parameter descriptions, and a mutation-free listing contract, the description should explain what metadata fields come back and how to page. Neither is present, leaving the agent unable to predict the response shape or pagination loop for a two-parameter list tool.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% for both parameters: 'limit' and 'cursor' have types, defaults, and bounds but no prose explaining what they mean or how paging works. Because coverage is low, the description carries the burden of compensating, and it says nothing about page size semantics or cursor round-tripping.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no guidance on when to use this tool versus api_token_get, oauth_grants_list, or any other sibling. An agent must infer that this is the collection-level counterpart to the single-token getter, and nothing states whether listing is paginated or scoped.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

backends_listList available infrastructure backendsA
Read-onlyIdempotent

List available infrastructure backends

Requires authentication and namespaces/read on global '*'; unlike namespace listing, this endpoint does not filter items by per-namespace grants.

NameRequiredDescriptionDefault

No parameters

TDQS

A3.7/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnly, idempotent, non-destructive, and closed-world, so the description does not need to restate safety. It adds genuinely new behavior: the caller must be authenticated and hold namespaces/read on global '*', and results are unfiltered by per-namespace grants — an authorization and result-set nuance that would otherwise surprise an agent.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Two short sentences, the purpose front-loaded and the caveat second. The first line duplicates the title verbatim, which is slight waste, but nothing else is padded.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness3/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

With no parameters, no output schema, and full annotation coverage, the description covers access requirements and filtering behavior well. Its remaining gap is the return payload: there is no output schema, so the description should say what a 'backend' record contains or roughly how many/what fields come back.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

The input schema has zero parameters, so the baseline is 4; there is no parameter semantics to explain. The description correctly avoids inventing parameters such as namespace filters that do not exist, implicitly confirming the call is unfiltered.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

States a specific verb and resource ('List available infrastructure backends') and adds a scope note distinguishing it from namespace listing. An agent can tell what it enumerates, though the description does not contrast it against other 'list' siblings like providers_list or clusters_list that might appear to overlap.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

It names a comparison point ('unlike namespace listing, this endpoint does not filter items by per-namespace grants'), which implies when this is the right choice versus namespaces_list. However, there is no explicit 'use this when' statement, no exclusions, and no guidance for an agent choosing among the many other *_list siblings.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

backup_drill_getGet backup drillC
Read-only

Get backup drill

NameRequiredDescriptionDefault
drillYes
clusterYes
namespaceNo

TDQS

C2/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, destructiveHint=false, openWorldHint=false, so the safety profile is known. The description adds nothing on top: no statement about whether a missing drill errors or returns empty, no permission requirements, no indication of idempotentHint=false implications. No contradiction with annotations.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness2/5

Is the description appropriately sized, front-loaded, and free of redundancy?

It is short, but this is under-specification rather than conciseness — five words that carry zero information beyond the tool name. There is no front-loaded statement of behavior or scope.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

A single-resource get tool with three parameters and no output schema needs the description to explain what is returned and how to identify a drill. Instead the agent learns nothing, and with no output schema there is no fallback source of return-value semantics.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% for the three parameters; only the nested NamespaceName $def has any prose. The description gives no meaning for 'cluster' or 'drill' (format, where the drill identifier comes from, whether namespace defaults or is required for scoping), so it fails to compensate for the coverage gap.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no when-to-use guidance, no mention of prerequisites, and no routing to or from the obvious alternatives (backup_drills_list for enumeration, backup_get for backups). Usage is only inferable from the tool name.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

backup_drills_listList backup drillsD
Read-only

List backup drills

NameRequiredDescriptionDefault
limitNo
cursorNo
clusterYes
namespaceNo

TDQS

D1.9/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, destructiveHint=false, and openWorldHint=false, so the safety profile is covered elsewhere. The description contributes nothing about ordering, whether results span all namespaces by default, or how the cursor behaves, which are the traits an agent actually needs here.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness2/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The single four-word sentence is not concise in the useful sense — it is under-specification. There is no front-loaded statement of scope or behavior because there is no content at all beyond the name.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness1/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a paginated, cluster-scoped list tool with no output schema and zero parameter documentation, the description omits everything an agent needs: default scoping when namespace is omitted, pagination termination, and result shape. This is essentially a bare stub.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0%, so the description carries the full burden for four parameters and provides none of it. Only 'cluster' is required, yet nothing explains whether omitting 'namespace' lists across all namespaces or whether 'limit'/'cursor' form a resumable pagination loop — the parameter names alone are only partially self-explanatory.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

No when-to-use guidance is given: nothing says to use this to enumerate drills across a cluster/namespace versus calling backup_drill_get for a specific drill. There are no stated preconditions, no mention of pagination workflow, and no exclusions.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

backup_getRead backup metadata and statusB
Read-onlyIdempotent

Read backup metadata and status

Also reads retained backups after source cluster deletion, with the same cluster-name authorization.

NameRequiredDescriptionDefault
backupYes
clusterYes
namespaceNo

TDQS

B3/5.0
Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint, idempotentHint, destructiveHint=false and a closed-world scope, so safety is fully covered. The description adds two genuinely useful facts beyond them: that retained backups remain readable after source cluster deletion, and that authorization follows the cluster name; however, "the same cluster-name authorization" is cryptic (same as what?) and nothing is said about error or not-found behavior. With annotations doing the heavy lifting, this lands at adequate-with-gaps.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Two short sentences, front-loaded with the core purpose, and no filler or repetition of the title. It is compact to the point of being sparse given the undocumented parameters, but nothing written is wasted.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness3/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

There is no output schema and no param documentation, so the description carries the burden of explaining both return content and identifier semantics; it only gestures at the return ("metadata and status"). The retention and authorization notes partially compensate for the complexity of a get tool, but an agent could still not reliably construct a call or interpret the result from this text alone.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% and the description adds no parameter meaning whatsoever: it never says whether "backup" is a name, ID, or generated label, what happens when "namespace" is omitted, or how cluster-name authorization interacts with the namespace argument. The only parameter documentation anywhere is the $defs description on NamespaceName, which the description does not build on. For a low-coverage schema this is a clear shortfall against the requirement to compensate.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description gives a clear verb+resource pair ("Read backup metadata and status") and names the object precisely, so an agent knows this is a single-backup read rather than a list. It does not explicitly differentiate itself from near siblings such as backups_list, backup_drill_get, or control_plane_backups_list, so the agent must infer the get-vs-list distinction from the tool names alone.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no statement of when to use this tool instead of backups_list or the backup_drill/control_plane backup variants. The one usage-adjacent fact is the retained-backup case after cluster deletion, which is framed as a capability rather than a routing rule, and nothing says what to do if the backup is not found or which of the three parameters is required for which lookup path.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

backups_listList backup inventoryB
Read-onlyIdempotent

List backup inventory

Retained records remain accessible under the deleted source cluster name. Authorization still uses that cluster name; an absent cluster with no retained records returns 404.

NameRequiredDescriptionDefault
limitNo
cursorNo
clusterYes
namespaceNo

TDQS

B3.1/5.0
Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint, idempotentHint, and destructiveHint=false, so the safety profile is covered. The description adds genuine non-obvious behavior: retained records live under the deleted source cluster name, authorization is evaluated against that name, and a missing cluster with no retained records returns 404 — useful for interpreting failures, though nothing is said about pagination behavior.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Two short paragraphs, front-loaded with the purpose and followed by the retention caveat; no filler. The second paragraph is slightly compressed to the point of ambiguity with 'that cluster name', but overall it is tight.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a four-parameter paginated list tool with no output schema and zero schema description coverage, the description never explains pagination (limit/cursor) or what a backup record contains, which an agent needs to page correctly and to interpret results. The retention/404 semantics are a good addition but do not close the gap.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% and only the namespace field carries any inline text, so the description must carry the burden. It hints that 'cluster' can be a deleted cluster name for retention lookups, but says nothing about limit, cursor, or namespace scoping, leaving three of four parameters unexplained.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description names a specific verb and resource ('List backup inventory'), which is clearer than the title alone and separates it from singular getters like backup_get. It does not, however, distinguish itself from near siblings such as backup_drills_list, control_plane_backups_list, or restores_list, which an agent could easily confuse with it.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Usage is only implied: the retention paragraph tells the agent that listing backups for a deleted cluster still works if you pass the old cluster name, which is a real usage scenario. There is no explicit statement of when to prefer this over backup_get or the drill/control-plane listing siblings.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

backup_storage_getRead backup storage configurationC
Read-onlyIdempotent

Read backup storage configuration

NameRequiredDescriptionDefault
storageYes
namespaceNo

TDQS

C2.3/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

The annotations already declare readOnlyHint=true, idempotentHint=true, destructiveHint=false and openWorldHint=false, so the safety and side-effect profile is fully covered structurally. The description contributes nothing beyond that: no statement about errors for missing storage, visibility across namespaces, or whether secrets/sensitive fields are redacted.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Six words with zero redundancy, but the brevity comes from under-specification rather than economy — the single sentence is literally the title, so nothing is front-loaded because nothing is present.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

This tool is not materially more complex than that: two parameters with a documented namespace regex, no nested objects, and a closed-world annotation set on a read-only lookup. The description is thin but not misleading, and the structural fields carry most of the load.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0%: the required "storage" parameter is a bare string with only length bounds and no description, and the description does not explain whether it is a name, ID, or path. Only "namespace" has a documented schema via $defs, so the description should have compensated for the undocumented required parameter but does not.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

No guidance on when to use this versus backup_storages_list (likely the listing counterpart) or backup_get. Nothing states prerequisites, whether the storage must exist, or what happens for an unknown name — the agent must infer everything from the name.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

backup_storages_listList S3 storage configuration without credentialsC
Read-onlyIdempotent

List S3 storage configuration without credentials

NameRequiredDescriptionDefault
limitNo
cursorNo
namespaceNo

TDQS

C2.3/5.0
Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint, idempotentHint, non-destructive and closed-world, so the safety profile is covered. The one genuine addition is 'without credentials', which discloses that secret keys are redacted from results – a useful behavior note. Beyond that it says nothing about pagination behavior or result shape.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

Is the description appropriately sized, front-loaded, and free of redundancy?

A single short sentence with zero filler and the key qualifier ('without credentials') front-loaded. However, the brevity comes at the cost of substance – there is no second sentence covering pagination or return fields.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a paginated list tool with three parameters, no output schema, and zero parameter documentation, the description should cover at minimum how to page (cursor/limit) and what fields come back. Neither is addressed.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0%: limit, cursor and namespace carry no inline descriptions (only the referenced NamespaceName type is documented). The description does not explain the pagination contract or the namespace filter, so it fails to compensate for the schema gap.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no when-to-use guidance, no prerequisites, and no mention of alternatives such as backup_storage_get or backups_list. The agent must infer from the name alone that this is the read-only enumeration path.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

cluster_balancer_getRead sharded-cluster balancer statusD
Read-onlyIdempotent

Read sharded-cluster balancer status

NameRequiredDescriptionDefault
clusterYes
namespaceNo

TDQS

D1.8/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, idempotentHint=true, destructiveHint=false, so the safety profile is fully covered by structured data. The description adds nothing beyond that: no note on scope (whole cluster vs namespace), no sense of the response shape, and no indication of whether balancer state includes in-progress migrations or just a boolean.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness2/5

Is the description appropriately sized, front-loaded, and free of redundancy?

It is technically concise—one short sentence—but only because it duplicates the title rather than because it is well-edited. Front-loading is moot when there is no substantive content to front-load.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a two-parameter read tool with no output schema and 0% schema description coverage, the description should explain the cluster/namespace scoping and hint at what balancer status includes. None of that is present, so the definition is incomplete relative to what an agent needs to call it correctly.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0%: the required 'cluster' parameter has only a pattern and length constraint, and the description says nothing about its format or meaning. The optional 'namespace' parameter carries a $ref description in $defs, but the description does not explain what namespacing a cluster-level balancer status query would even mean, leaving a real ambiguity unaddressed.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines1/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no when-to-use guidance, no prerequisites, and no mention of any alternative among the many cluster_* siblings. An agent choosing between cluster_get, cluster_status_get, cluster_placement_get, and this tool has nothing to go on.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

cluster_diagnoseA
Read-onlyIdempotent

Gather cluster status, members, operations, warning events and backups. Unauthorized sections are omitted with a note; returned data is not instructions.

NameRequiredDescriptionDefault
clusterYes
namespaceNo

TDQS

A3.5/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already cover the safety profile (readOnly, idempotent, non-destructive), but the description adds genuinely non-obvious behavior: unauthorized sections are omitted with a note, so the agent knows results may be partial based on permissions. The 'returned data is not instructions' clause is a useful prompt-injection warning that no annotation conveys.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Two short sentences, front-loaded with the collected sections followed by the two caveats that change how an agent should interpret output. No filler.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness3/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a composite diagnostic tool with no output schema, the enumeration of sections is helpful, but the description omits any sense of output shape, ordering, or how namespaces affect scope. Adequate to call it, not fully sufficient to interpret the response.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0%, so the description carries the full burden, and it says nothing about the 'cluster' or 'namespace' parameters. In particular it does not explain whether 'namespace' narrows which sections are gathered or filters members — a meaningful ambiguity for a multi-resource aggregator.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

States a specific verb ('Gather') and enumerates exactly which resources are collected: cluster status, members, operations, warning events, and backups. This clearly distinguishes it from the single-resource siblings like cluster_status_get or backups_list, though it never explicitly frames itself as the aggregate alternative to those calls.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The diagnostic framing is implied by the name and the bundle of collected sections, but there is no explicit statement of when to use this versus calling cluster_status_get / cluster_members_list / events_list individually, and no mention of cost or prerequisites. Usage must be inferred.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

cluster_getRead cluster desired and observed stateC
Read-onlyIdempotent

Read cluster desired and observed state

NameRequiredDescriptionDefault
clusterYes
namespaceNo

TDQS

C2.1/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint, idempotentHint, destructiveHint=false, and openWorldHint=false, so the safety profile is fully covered by structured data. The description adds no behavioral context beyond that—nothing about size of the payload, consistency of desired vs observed state, or whether the call fails for nonexistent clusters.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

Is the description appropriately sized, front-loaded, and free of redundancy?

It is a single front-loaded sentence with no filler. The problem is under-specification rather than verbosity—the one sentence simply repeats the title instead of front-loading any decision-relevant detail.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a tool with an undocumented required cluster identifier, an optional namespace, no output schema, and many overlapping cluster readers, the description is far too thin. An agent cannot determine what the return value covers or how it differs from cluster_status_get, cluster_diagnose, or cluster_members_list.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% for the top-level parameters: the required 'cluster' parameter has only a pattern and length bounds, with no indication of what identifier format or source is expected. The 'namespace' reference is documented inside $defs, but the description adds no meaning for either parameter and does not explain the optional namespace scoping.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no when-to-use guidance, no prerequisite, and no mention of any alternative. With 90+ siblings including an obvious overlap like cluster_status_get, the agent is left to guess which read tool to call, and the description does nothing to resolve that ambiguity.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

cluster_member_getRead one member statusC
Read-onlyIdempotent

Read one member status

NameRequiredDescriptionDefault
memberYes
clusterYes
namespaceNo

TDQS

C2.1/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint, idempotentHint, destructiveHint=false and openWorldHint=false, so most of the safety profile is covered. The description contributes nothing beyond them: no mention of what happens for an unknown member, whether the read is eventually consistent, or what the status payload contains.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

Is the description appropriately sized, front-loaded, and free of redundancy?

One short sentence with zero padding and the scope word 'one' up front, so nothing is wasted. However, the brevity comes from under-specification rather than economy, leaving no structure to guide the caller.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

There is no output schema, so the description would need to say what a 'member status' returns; it does not. For a read tool requiring two identifiers whose formats are undocumented, the definition is too thin to let an agent invoke it confidently.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0%; only the nested NamespaceName $def has a description. The description does not explain whether 'member' is a name, ID, or node address, nor what 'cluster' identifies. With three parameters and no schema help, the description should have compensated and does not.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no when-to-use guidance, no mention of cluster_members_list as the alternative for enumerating members, and no statement of prerequisites such as whether the cluster must be reachable or the member must still exist. The agent must infer all routing decisions from the tool name alone.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

cluster_members_listRead member health, role and replica lagC
Read-onlyIdempotent

Read member health, role and replica lag

NameRequiredDescriptionDefault
clusterYes
namespaceNo

TDQS

C2.1/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint, idempotentHint, and destructiveHint=false, so the safety profile is covered externally. Beyond that, the description says nothing about whether results cover all members or a filtered subset, whether the output is a snapshot in time, or how replica lag is measured, leaving the behavioral burden on the schema.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The text is a single short fragment with no waste, but its brevity comes from omission rather than discipline; nothing is front-loaded about scope or filtering. It is not bloated, just under-specified.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

The tool is simple (two parameters, no output schema), but a complete definition should still state that it lists members for the given cluster and what the optional namespace does. With zero annotation gaps covered by prose and no parameter explanation, an agent is missing scope-critical information.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is reported at 0%, and the description adds no meaning for either parameter. The required 'cluster' argument is never mentioned, nor is whether 'namespace' narrows the member list, so the agent gets no help interpreting the inputs.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no when-to-use guidance, no mention of when to prefer cluster_member_get for a single member, and no prerequisites such as needing the cluster name. The agent must infer everything about selection from the tool name alone.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

cluster_metrics_getRead aggregated per-member metric time seriesC
Read-onlyIdempotent

Read aggregated per-member metric time series

NameRequiredDescriptionDefault
stepNo30s
rangeNo1h
clusterYes
namespaceNo

TDQS

C2.1/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

The annotations already declare readOnlyHint=true, idempotentHint=true, destructiveHint=false and openWorldHint=false, so the safety profile is fully covered. The description adds nothing beyond that — nothing about aggregation semantics, expected cost of wide ranges, or how a large step/range combination affects results.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

A single front-loaded sentence fragment with zero filler, so nothing needs trimming. Its failure is under-specification rather than verbosity, which is penalized in the other dimensions.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a metrics query tool with four parameters, zero schema descriptions and no output schema, the definition is far too thin. It gives no indication of what a returned time series looks like, what the aggregation is across, or how to interpret the required cluster plus optional namespace scoping.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters1/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% across four parameters, so the description is the only place meaning could be added, and it supplies none. It does not explain 'cluster' (the required scoping key), 'namespace', or the duration syntax and defaults of 'step' and 'range', leaving the agent to reverse-engineer the regex patterns.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no when-to-use guidance, no exclusions, and no named alternative in a sibling list that contains at least two plausible substitutes (prometheus_metrics_get, cluster_status_get). The agent must infer the choice from the tool name alone.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

cluster_operations_listList cluster operationsD
Read-onlyIdempotent

List cluster operations

NameRequiredDescriptionDefault
limitNo
phaseNo
cursorNo
clusterYes
namespaceNo

TDQS

D1.8/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint, idempotentHint, non-destructive, and closed-world, so the safety profile is covered. The description contributes nothing beyond that: no ordering, pagination semantics, retention window, or meaning of the phase filter.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness2/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The text is a single four-word phrase with no waste, but it is under-specified rather than concise. Brevity here reflects a missing description, not an efficient one.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness1/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a five-parameter listing tool with no output schema and no parameter documentation, the definition should explain filtering, pagination via cursor, and return shape. None of this is present, so the definition is not sufficient to invoke the tool correctly.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters1/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 0% for five parameters, and the description documents none of them. The meaning of cluster, phase, cursor, and limit (default 100, max 500) is left entirely unstated, and the description does not even hint that filtering or pagination exists.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no when-to-use guidance, no mention of the closely related operations_list sibling, and no guidance on filtering or prerequisites. An agent must guess which listing tool to call.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

cluster_placement_getRead detected member co-location and placement warningsC
Read-onlyIdempotent

Read detected member co-location and placement warnings

NameRequiredDescriptionDefault
clusterYes
namespaceNo

TDQS

C2.1/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, idempotentHint=true, openWorldHint=false, destructiveHint=false, so the safety profile is fully covered. The description adds nothing beyond that — no indication of whether detection is computed live or cached, whether warnings are exhaustive, or what scope/namespace filtering does.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

Is the description appropriately sized, front-loaded, and free of redundancy?

It is a single short, front-loaded sentence with no filler, so it is not verbose. However, its brevity comes from redundancy with the title rather than from economical communication, so it earns only a middling score.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

With no output schema, the description is the only place return-shape information could live, and it says nothing about what 'co-location' or 'placement warnings' results contain. Combined with undocumented parameters and no sibling routing, the definition is too thin for an agent to call this correctly the first time.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% for the top-level properties: 'cluster' carries only a regex pattern with no prose, and 'namespace' only inherits the $ref description. The description supplies no meaning for either parameter, so it fails to compensate for the coverage gap — an agent cannot tell whether omitting namespace scopes to all namespaces or to the default.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no guidance on when to call this versus the numerous related cluster tools (diagnose, members_list, member_get, status_get). No prerequisites, no exclusions, no alternative named.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

clusters_listList readable clustersB
Read-onlyIdempotent

List readable clusters

Filters each cluster by clusters read on namespace/name; a global '*' check must not prevent scoped users from listing permitted clusters.

NameRequiredDescriptionDefault
limitNo
cursorNo
namespaceNo

TDQS

B3.1/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint, idempotentHint, and non-destructive, so safety is covered. The description adds genuinely useful behavior beyond that: results are filtered per cluster on namespace/name read permissions, and a global '*' grant must not cause scoped users to be blocked from listing permitted clusters — a non-obvious authorization nuance an agent would not infer from structured fields.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Only two sentences with no filler, and the core purpose is front-loaded, which is good. But the second sentence is a dense, jargon-heavy implementation constraint ("a global '*' check must not prevent scoped users...") that reads like a ticket acceptance criterion rather than agent-facing guidance, and it pushes out more useful content like pagination.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness3/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a simple three-parameter list tool with no output schema, the definition covers the tricky part — permission-filtered results — but omits pagination behavior and any sense of result shape or ordering. An agent could invoke it, but would likely mishandle large result sets or misunderstand what the namespace filter does.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0%, so the description must carry parameter meaning, and it largely does not. It references namespace/name permission scoping but never explains the namespace filter parameter's effect, and says nothing at all about limit (default 100, max 500) or cursor-based pagination, leaving two of three parameters undefined anywhere in the definition.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description opens with a specific verb and resource ("List readable clusters") and the qualifier "readable" distinguishes it from cluster_get and other single-object siblings. The second sentence, however, drifts into an internal permission-check requirement rather than clarifying what the tool returns, which slightly muddies an otherwise clear purpose.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no explicit guidance on when to call this versus cluster_get or cluster_status_get, nor any mention of how to page through a large cluster set. The only usage-relevant signal is implicit: the tool returns only clusters the caller may read, which tells an agent the results are permission-scoped but not when to reach for it.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

cluster_status_getRead observed cluster statusD
Read-onlyIdempotent

Read observed cluster status

NameRequiredDescriptionDefault
clusterYes
namespaceNo

TDQS

D1.9/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint, idempotentHint, destructiveHint=false and openWorldHint=false, so the safety profile is fully covered. The description adds no behavioral context of its own — nothing about whether "observed" status is live-queried or cached, how stale it may be, or what happens when a cluster is unreachable.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness2/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Four words is short, but here brevity is under-specification rather than efficiency — the sentence is front-loaded only because there is nothing behind it. Every sentence earns its place only vacuously, since the sole sentence duplicates the title.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a two-parameter read tool with no output schema and 0% parameter documentation, the description should carry the burden of explaining the parameters and the observed-vs-desired distinction. It does neither, leaving the definition incomplete relative to the sibling surface it must be distinguished from.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters1/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% at the top level: the required "cluster" parameter has only a regex pattern and no stated meaning, and "namespace" is an optional filter whose role is never mentioned. The description supplies no clarification at all, so the agent cannot tell what "cluster" identifies or when to pass a namespace.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no when-to-use guidance, no prerequisites, and no naming of alternatives, despite many closely related siblings (cluster_get, cluster_diagnose, cluster_metrics_get, cluster_placement_get, cluster_balancer_get) whose boundaries an agent must infer on its own.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

control_plane_backup_policy_getGet control plane backup policyC
Read-only

Get control plane backup policy

NameRequiredDescriptionDefault

No parameters

TDQS

C2.4/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, destructiveHint=false, and openWorldHint=false, so the safety profile is covered. The description adds nothing on top of that — not what the policy governs, not whether a default policy is always present, and not what happens if none exists. Note idempotentHint=false on a parameterless getter is unusual, and the description does not clarify it.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

Is the description appropriately sized, front-loaded, and free of redundancy?

It is a single short sentence with no wasted words, but it is pure restatement of the title rather than a concise explanation, so the brevity reflects under-specification rather than efficiency.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

There is no output schema, so the description should convey what the returned policy contains or its singleton nature, and it does not. For a getter with no arguments the call itself is trivial, but the agent gets no context about the resource being fetched or how it relates to the backups list.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

With zero parameters and 100% schema coverage there is nothing for the description to disambiguate, so the baseline is 4. The description neither helps nor harms parameter understanding.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no when-to-use guidance, no mention of the closely related control_plane_backups_list sibling, and no stated prerequisites or conditions. The agent gets no help deciding between this and the list tool.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

control_plane_backups_listList control plane backupsD
Read-only

List control plane backups

NameRequiredDescriptionDefault
limitNo
cursorNo

TDQS

D1.6/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, destructiveHint=false and openWorldHint=false, so the safety profile is covered without description text. The description adds nothing beyond that: it does not mention pagination behaviour, ordering, default result count, or how the control-plane set is scoped, which are the behaviours an agent actually needs here. It does not contradict the annotations.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness2/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The single sentence is short but only because it is under-specified, not because it is efficient. It carries no front-loaded useful information beyond the title, so brevity here costs rather than saves.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness1/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a paginated list tool with two undocumented parameters, no output schema and no annotation detail on returns, the description should explain what is listed, ordering, and paging. None of that is present, so an agent cannot reliably invoke it beyond guessing defaults.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters1/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% for two parameters (limit with a 1-500 range and default 100, and cursor), and the description supplies no meaning for either. Pagination via cursor is entirely undocumented, so the agent gets no help on how to page or what limit governs.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines1/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no usage guidance at all: no statement of when to call this instead of backups_list or backup_drills_list, no prerequisites, and no exclusions. The agent must infer the choice purely from the tool name.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

current_user_getRead the authenticated identityA
Read-onlyIdempotent

Read the authenticated identity

Self-service: returns only the caller, independent of administrative accounts read policy.

NameRequiredDescriptionDefault

No parameters

TDQS

A3.8/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnly, idempotent, non-destructive, and closed-world, so the safety profile is covered. The description adds genuinely new behavioral context: the result is "independent of administrative accounts read policy," telling the agent this call succeeds without account-listing privileges. It doesn't describe what identity fields come back, which matters since there is no output schema.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Two short sentences, front-loaded with the action and followed by the scoping constraint. The opening clause duplicates the title verbatim, which is minor waste, but nothing else is padding.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a zero-param, read-only, annotated tool the description covers purpose and the key behavioral edge case (no admin read permission needed). The one real gap is the absence of any hint about the returned identity shape, which the missing output schema leaves entirely to the caller's guess.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

The tool takes zero parameters, which is the baseline-4 case; there is nothing for the description to disambiguate. It correctly reinforces that the call is not parameterized by user or account identifier.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description gives a specific verb+resource ("Read the authenticated identity") and adds the scope qualifier "returns only the caller," which separates it from account_get / accounts_list and the many per-service *_user_get tools. It stops short of naming a specific sibling to contrast with, so differentiation is implied rather than explicit.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

"Self-service: returns only the caller" implies when this is the right pick (you want your own identity, not a managed account), but there is no explicit when-to-use/when-not statement and no alternative named despite a crowded sibling set of identity-read tools. Usage is inferable but not stated.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

database_role_getRead a custom database roleD
Read-onlyIdempotent

Read a custom database role

NameRequiredDescriptionDefault
roleYes
clusterYes
databaseYes
namespaceNo

TDQS

D1.9/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint, idempotentHint, destructiveHint=false and openWorldHint=false, so the safety profile is covered by structured data. The description adds nothing beyond that: it does not say what happens when the role does not exist, what 'custom' excludes (e.g. built-in roles), or what fields are returned.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness2/5

Is the description appropriately sized, front-loaded, and free of redundancy?

It is a single short sentence with no wasted words, but that brevity is under-specification rather than conciseness — the sentence simply restates the title and carries no additional information for the caller.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a four-parameter read tool with no output schema, the description should explain the resource being fetched and its identifiers or the not-found behavior. None of that is present, so it is not complete enough to call reliably without probing sibling tools.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters1/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% for cluster, database, and role, and the description supplies no meaning for any of them. An agent gets no hint about identifier formats, whether cluster/database must already exist, or what the optional namespace parameter is for beyond the referenced $defs pattern.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no when-to-use guidance, no statement of prerequisites, and no mention of which sibling to pick when the engine or resource type is ambiguous. The only implied guidance is that it is a single-item read rather than a list.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

database_roles_listList custom database rolesC
Read-onlyIdempotent

List custom database roles

Role administration uses the database-users RBAC resource.

NameRequiredDescriptionDefault
limitNo
cursorNo
clusterYes
namespaceNo

TDQS

C2.4/5.0
Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

The description adds one sentence regarding RBAC resource usage, providing valuable architectural context beyond the annotations. However, it does not disclose operational behaviors such as pagination limits or specific failure modes, keeping the score moderate.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is concise, but the first sentence is a simple restatement of the title, offering no functional value that wasn't already captured in the name and title.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given the complexity of a listing tool involving a 'cluster' and 'namespace' parameter, the description is incomplete. It doesn't explain the scope of the listing (e.g., does it list globally, or is it limited to a namespace?) beyond what is already implied by the inputs.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters1/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0%, and the description fails to add any meaning to the four input parameters (cluster, namespace, limit, cursor). It does not explain what criteria define these custom roles relative to the provided schema fields.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose3/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description repeats the title and clearly states the tool's function (list custom roles). However, it does not differentiate these 'custom' roles from other specific database roles listed among the siblings, like postgres_roles_list, making the scope slightly ambiguous.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description provides minimal guidance on when to use this tool. It only states the core function without comparing it against alternatives like database_role_get or database_users_list, leaving the user to infer usage boundaries.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

database_user_getRead an application database userD
Read-onlyIdempotent

Read an application database user

NameRequiredDescriptionDefault
clusterYes
databaseYes
usernameYes
namespaceNo

TDQS

D1.6/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, idempotentHint=true, and destructiveHint=false, so the safety profile is fully covered structurally. The description contributes nothing beyond that: it doesn't say whether credentials or secrets are returned, what happens for a nonexistent user, or how the namespace scoping affects visibility.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness2/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The single sentence is short but it is under-specification rather than conciseness: it duplicates the title without conveying any information an agent does not already have. There is no front-loaded scope statement or qualifying detail.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness1/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a tool with four undocumented parameters, no output schema, and no parameter descriptions, the description leaves nearly everything unresolved. At minimum it should identify which database engine this 'application user' belongs to and whether sensitive material is returned.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters1/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% across four parameters, and three are required, so the description carries the full burden of explaining cluster, database, and username. It supplies no meaning for any of them, nor for the optional namespace, whose constraints live only in a $ref'd definition an agent may not resolve at selection time.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines1/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no when-to-use guidance, no prerequisite conditions, and no mention of alternatives. An agent must infer from the name and sibling list that this fetches a single user rather than a list, and nothing indicates scope (application vs. mysql/postgres/rabbitmq users).

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

database_users_listList application database users without passwordsC
Read-onlyIdempotent

List application database users without passwords

NameRequiredDescriptionDefault
limitNo
cursorNo
clusterYes
namespaceNo

TDQS

C2.2/5.0
Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, idempotentHint=true, and destructiveHint=false, so the safety profile is covered. The description adds the useful behavioral note that password fields are omitted from the output, but says nothing about pagination, ordering, or whether listing spans all namespaces by default.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The single short sentence is front-loaded and free of filler, which is good. But its brevity comes at the cost of under-specification: it restates the title verbatim and provides no additional structure or detail.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a paginated, cluster/namespace-scoped listing tool with four undocumented parameters and no output schema, the description leaves out the information an agent needs to call it correctly — required scoping, pagination semantics, and how it differs from the numerous other user/role list tools.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters1/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% and four parameters (cluster, namespace, limit, cursor) are undocumented in the schema. The description does not mention any of them — it does not explain that cluster is required, that namespace narrows scope, or that limit/cursor drive pagination, so it fails to compensate for the coverage gap.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no when-to-use guidance, no mention of prerequisites (e.g., whether a cluster or namespace is required to scope results), and no pointer to database_user_get or the sibling user-list tools. Usage must be inferred entirely from the name and title.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

elasticsearch_api_keys_listList Elasticsearch api-keysD
Read-onlyIdempotent

List Elasticsearch api-keys

NameRequiredDescriptionDefault
limitNo
cursorNo
clusterYes
namespaceNo

TDQS

D1.6/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, idempotentHint=true, destructiveHint=false and openWorldHint=false, so the safety profile is fully covered. The description adds nothing beyond that: no word on whether results are scoped per cluster or namespace, no pagination behavior for the cursor/limit pair, and no note about scoping to the caller's own keys.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness2/5

Is the description appropriately sized, front-loaded, and free of redundancy?

It is short, but this is under-specification rather than conciseness — the single line duplicates the title and carries no information an agent could act on.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness1/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

A paginated list tool with four undocumented parameters, no output schema, and no description of return shape or ordering. The definition is entirely inadequate for the tool's complexity.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters1/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% and the description mentions no parameters at all. Three of the four parameters (limit, cursor, cluster) are bare types with constraints only, and the agent gets no explanation of what cursor is for or how namespace filtering interacts with the required cluster argument.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines1/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no guidance whatsoever on when to use this tool, what prerequisites exist, or which sibling to pick instead. An agent must guess whether this lists keys for a cluster, a namespace, or both.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

elasticsearch_role_getGet Elasticsearch rolesD
Read-onlyIdempotent

Get Elasticsearch roles

NameRequiredDescriptionDefault
roleYes
clusterYes
namespaceNo

TDQS

D1.9/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, idempotentHint=true, destructiveHint=false, and openWorldHint=false, so the safety profile is fully covered elsewhere. The description contributes nothing beyond that: no mention of what identifying a role requires, how scoping via namespace works, or what happens when the role is absent.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness2/5

Is the description appropriately sized, front-loaded, and free of redundancy?

It is short, but the brevity comes from under-specification rather than economy: the single sentence duplicates the title verbatim and front-loads no useful constraint. There is no wasted filler, but there is also no substance for the sentence to earn its place with.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

There is no output schema, and the tool takes three parameters (two required) with an interesting namespace scoping model that is left unexplained. For a lookup tool returning a role definition, the description should at minimum state what entity is retrieved and how the inputs identify it, which it does not.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters1/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% for the three top-level parameters; cluster and role are required and carry only pattern/length constraints with no stated meaning. The description does not compensate at all, leaving it unclear whether "role" is a role name, an ID, or a path segment, or how namespace scoping interacts with cluster.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

No when-to-use, when-not-to-use, or alternative is mentioned. There is an obvious sibling (elasticsearch_roles_list) for enumerating roles, and the description gives no signal that this tool is for fetching one role given cluster and role name.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

elasticsearch_roles_listList Elasticsearch rolesD
Read-onlyIdempotent

List Elasticsearch roles

NameRequiredDescriptionDefault
limitNo
cursorNo
clusterYes
namespaceNo

TDQS

D1.9/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, idempotentHint=true, destructiveHint=false, and openWorldHint=false, so the safety profile is covered. The description adds nothing beyond that — no mention of pagination behavior, default result size, or what happens when a cluster or namespace does not exist.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness2/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The text is a single short phrase with no wasted words, but that brevity comes at the cost of substance — it is under-specified rather than concise. There is no front-loaded explanation of scope, pagination, or required inputs.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a paginated list tool requiring a cluster identifier and optionally scoped by namespace, the description is far too thin: it omits pagination mechanics and scoping semantics. Annotations cover the read-only safety profile, which prevents a lower score, but an agent would still have to infer most invocation behavior from the schema.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters1/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% and there are four parameters, yet the description explains none of them. It does not clarify that 'cluster' is required, that 'limit' caps results at 500 with a default of 100, that 'cursor' is a pagination token, or that 'namespace' scopes the listing.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no explicit guidance on when to use this tool versus alternatives; the plural name weakly implies a collection listing while elasticsearch_role_get fetches a single role, but that inference is left entirely to the agent. No prerequisites, scoping context, or exclusions are mentioned.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

elasticsearch_user_getGet Elasticsearch usersD
Read-onlyIdempotent

Get Elasticsearch users

NameRequiredDescriptionDefault
clusterYes
usernameYes
namespaceNo

TDQS

D1.9/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations declare readOnlyHint, idempotentHint, non-destructive and closed-world, so the safety profile is already known. The description adds nothing beyond that: no statement about what happens when the user or cluster does not exist, no note on auth scope, and no return-shape expectation.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness2/5

Is the description appropriately sized, front-loaded, and free of redundancy?

It is brief, but that brevity is under-specification rather than economy: four words repeat the title and convey no extra meaning. Nothing is front-loaded because there is no content to front-load.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

There is no output schema and one of three parameters is undocumented, with two required parameters carrying only regex patterns. Given the dense family of sibling *_get/*_list tools, the description needs to identify the resource precisely and does not.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters1/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% for the three parameters; 'cluster' and 'username' have no descriptive text in either the schema or the description. Only 'namespace' is documented via $defs, and the description does not compensate for the two undocumented required parameters at all.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

No when-to-use guidance, no prerequisites, and no reference to the obvious alternative elasticsearch_users_list. The only hint at single-item retrieval is the required 'username' parameter, which is inference from the schema rather than stated guidance.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

elasticsearch_users_listList Elasticsearch usersD
Read-onlyIdempotent

List Elasticsearch users

NameRequiredDescriptionDefault
limitNo
cursorNo
clusterYes
namespaceNo

TDQS

D1.9/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

The annotations establish that the operation is read-only, idempotent, and non-destructive, and the description does not conflict with them. It adds no behavioral context beyond that profile, such as cluster scoping, pagination behavior, or how namespace affects the results.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness2/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The wording is short and front-loaded, but its brevity results from omitting all operational detail rather than communicating efficiently. Duplicating the title adds no value.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

The schema supplies basic types, constraints, and a default limit, while the annotations establish read safety, so a minimal invocation is partly inferable. However, with no output schema and no explanation of cluster scope or cursor pagination, the definition remains incomplete for reliable selection and use.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters1/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

With 0% schema description coverage, the description needed to explain cluster, namespace, limit, and cursor, but it mentions none of them. It provides no additional meaning about required cluster scope, namespace selection, result limits, or cursor-based pagination.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no explicit when-to-use guidance or routing to elasticsearch_user_get when a single known user is needed. "List" implies collection retrieval, but no prerequisites, alternatives, or when-not conditions are provided.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

events_listList the durable authorization-filtered event logB
Read-onlyIdempotent

List the durable authorization-filtered event log

Cluster events require events:read or audit:read on '/'. Namespace lifecycle and mutation events require audit:read on ''; global audit entries require audit:read on '*'. Namespace, actor and resource filters compose; actor and resource use exact matches.

NameRequiredDescriptionDefault
typeNo
actorNo
limitNo
orderNoasc
cursorNo
clusterNo
resourceNo
namespaceNo
operationIdNo

TDQS

B3.1/5.0
Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint, idempotentHint, non-destructive and closed-world, so the safety profile is covered. The description adds genuinely new context: authorization is enforced per event class and filters compose conjunctively with exact matching for actor/resource. It says nothing about retention/durability limits, result ordering, or how cursors behave, which are the remaining behavioral questions for a paged log.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Two sentences, front-loaded with purpose then permissions then filter semantics; every clause after the first carries information. The only waste is the duplicated title sentence, which consumes space without adding meaning.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

With 9 undocumented parameters, no output schema, and pagination parameters (limit/order/cursor) present, the description leaves an agent unsure about return shape, page traversal, and default ordering. For a tool of this surface area, permission notes alone are not enough.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% across 9 parameters, so the description must carry the semantic load, but it only explains three of them (namespace, actor, resource) and one composition rule. Nothing is said about type, cluster, operationId, limit, order, or cursor — arguably the parameters most likely to be misused on a paged log.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

The opening sentence names a specific verb and resource (list / durable authorization-filtered event log) and the follow-up enumerates the three event scopes (cluster, namespace lifecycle/mutation, global audit), which sharpens what kind of records come back. However, the first sentence is a verbatim restatement of the title, and it never differentiates this from nearby list tools such as operations_list or member_logs_get.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description gives per-scope permission prerequisites (events:read vs audit:read on specific resource paths), which implicitly tells the agent when a call will succeed. It offers no explicit when-to-use/when-not-to-use guidance and never points at an alternative tool for a related need.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

health_getRead control-plane healthC
Read-onlyIdempotent

Read control-plane health

NameRequiredDescriptionDefault

No parameters

TDQS

C2.4/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint, idempotentHint, destructiveHint=false, and openWorldHint=false, so the safety profile is fully covered by structured data. The description contributes nothing beyond that — no indication of what 'health' means (liveness vs readiness vs per-component status), whether it can be slow or fail during an outage, or how it relates to cluster-level health endpoints.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

Is the description appropriately sized, front-loaded, and free of redundancy?

It is a single front-loaded phrase with zero waste, but it is under-specified rather than concise — the brevity comes from having no content rather than from tight writing. Acceptable in form, empty in substance.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

With no output schema to explain return values, the description is the only place the agent could learn what this call yields, and it says nothing. For an operational health check used in incident triage, that omission leaves the agent unable to interpret or trust the result.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

The tool takes zero parameters and schema coverage is 100%, so there is nothing for the description to clarify. Baseline 4 applies for a parameterless tool.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no when-to-use guidance, no exclusions, and no named alternatives anywhere in the description. The agent must infer from the tool name alone that this is a liveness/readiness check rather than a diagnostic.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

member_logs_getRead logs for a member processD
Read-onlyIdempotent

Read logs for a member process

NameRequiredDescriptionDefault
linesNo
sinceNo
cursorNo
memberYes
clusterYes
processNoMust be one of the cluster provider catalog's processes, or agent.
namespaceNo

TDQS

D1.9/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, idempotentHint=true, destructiveHint=false and openWorldHint=false, so the safety profile is covered structurally. The description adds nothing beyond that: no mention of how log lines are fetched (streamed vs snapshot), what ordering is used, whether logs persist after a process restarts, or any rate/size constraints.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness2/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The single sentence is short and front-loaded but earns no place: it duplicates the title verbatim and conveys no information an agent does not already have from the name. Conciseness here reflects under-specification rather than efficiency.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness1/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

With 7 parameters, no output schema, and pagination plus time-window inputs, this tool needs substantially more description than one duplicated sentence. Nothing tells the agent how to page with cursor, how since interacts with lines, or what the returned log records look like, leaving the definition inadequate for correct invocation.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is only 14%, so the description is expected to compensate for the six undocumented parameters (lines, since, cursor, member, cluster, process). It only echoes 'member process', giving no meaning for cursor-based pagination, the 'since' timestamp semantics, or the default 100 / max 10000 lines behavior; the single documented parameter (process) already has its description in the schema.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no guidance on when to use this tool versus alternatives: nothing distinguishes it from events_list or cluster_diagnose, and no prerequisites (cluster reachability, permissions on the member's namespace) are mentioned. The agent must infer usage entirely from the name.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

mysql_database_getRead a MySQL application databaseD
Read-onlyIdempotent

Read a MySQL application database

NameRequiredDescriptionDefault
clusterYes
databaseYes
namespaceNo

TDQS

D1.9/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, idempotentHint=true, destructiveHint=false, and openWorldHint=false, so the safety profile is fully covered by structured data. The description contributes nothing beyond that — no mention of what retrieval returns, whether missing databases error or return empty, or any cross-namespace scoping behavior.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness2/5

Is the description appropriately sized, front-loaded, and free of redundancy?

It is a single short sentence, so there is no verbosity, but this is under-specification rather than conciseness. The one sentence duplicates the title and earns no additional information for the agent.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a three-parameter get tool with no output schema and near-zero parameter documentation, the description should explain what identifier combination is required and what object is returned. None of that is present, leaving the agent to guess at both inputs and result shape.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters1/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is essentially 0%: 'cluster' and 'database' are bare strings with only pattern/length constraints, and only 'namespace' carries a description via $defs. The description does nothing to explain what 'cluster' identifies (cluster name? ID?) or what form a 'database' value takes, so the two required parameters remain semantically opaque.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no when-to-use or when-not-to-use guidance, and no alternative is named. An agent must infer from the name alone that this fetches a single database rather than listing databases, which is exactly the ambiguity mysql_databases_list creates.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

mysql_databases_listList MySQL application databasesD
Read-onlyIdempotent

List MySQL application databases

NameRequiredDescriptionDefault
clusterYes
namespaceNo

TDQS

D1.9/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already establish readOnly, idempotent, non-destructive, closed-world behavior, so safety is covered. The description adds nothing beyond that: no indication of whether results are cluster-wide or namespace-scoped, and no pagination, ordering, or volume characteristics.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness2/5

Is the description appropriately sized, front-loaded, and free of redundancy?

It is a single short sentence with no wasted words, but that is because it carries no content. This is under-specification rather than conciseness, and nothing is front-loaded beyond the bare action.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

With two undocumented parameters, no output schema, and a mutation-free read tool, the description should at minimum state the required cluster scope and what the namespace filter does. It leaves an agent unable to know what it must supply to call the tool correctly.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters1/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% for both parameters. The description never mentions the required 'cluster' argument or the optional 'namespace' filter, so it does not compensate for the schema gap at all.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no when-to-use information, no mention of alternatives (e.g. mysql_database_get for a single database, postgres_databases_list for other engines), and no note about required scoping. The 'list' verb only implicitly suggests enumeration.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

mysql_grants_listList MySQL grants filtered by user or databaseB
Read-onlyIdempotent

List MySQL grants filtered by user or database

At least one of user or database is required; both may be supplied.

NameRequiredDescriptionDefault
userNo
clusterYes
databaseNo
namespaceNo

TDQS

B3.2/5.0
Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, idempotentHint=true, destructiveHint=false and openWorldHint=false, so the safety profile is fully covered. The description adds one genuinely non-obvious behavioral constraint (at least one filter must be supplied) that the schema does not enforce, but says nothing about result shape, volume, or what happens with an unknown user/database.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Two sentences, front-loaded with the action and immediately followed by the hard constraint. The first line largely restates the title, which is the only wasted space.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness3/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a read-only list tool with full annotation coverage and no output schema, the essentials are present, but an agent still cannot tell what a 'grant' record contains, whether results are scoped by cluster/namespace, or how the required cluster parameter relates to the filters.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0%, so the description carries the full burden. It only clarifies 'user' and 'database' as filters and the one-of requirement; 'cluster' is required yet never explained, and 'namespace' scoping is not addressed in the description at all, leaving half the parameters undocumented.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

States a specific verb and resource ('List MySQL grants') plus the two filtering dimensions, which implicitly separates it from postgres_grants_list and from the mysql_users_list / mysql_databases_list siblings. It never names an alternative explicitly, but the engine and object type are unambiguous.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The second sentence gives a real invocation rule ('At least one of user or database is required; both may be supplied'), which is useful. There is no guidance on when to reach for this tool versus mysql_user_get, permissions_get, or postgres_grants_list, so usage context is only implied.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

mysql_user_getRead a MySQL application userD
Read-onlyIdempotent

Read a MySQL application user

NameRequiredDescriptionDefault
userYes
clusterYes
namespaceNo

TDQS

D1.9/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, idempotentHint=true, destructiveHint=false, and openWorldHint=false, so the safety profile is fully covered elsewhere. The description adds no behavioral context beyond that — no note about failure modes for missing users, required permissions, or scope (namespace/cluster boundary).

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness2/5

Is the description appropriately sized, front-loaded, and free of redundancy?

It is a single short sentence with no filler, but its brevity is under-specification rather than conciseness — the same six words appear in the title and add no information.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a read tool with three parameters, no output schema, and no parameter documentation, the description leaves an agent without the information needed to call it confidently or distinguish it from sibling lookups.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters1/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% and two of the three parameters (user, cluster) carry only regex patterns, not descriptions. The description does nothing to explain what these identifiers mean, so it fails to compensate for the coverage gap.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no guidance on when to use this versus mysql_users_list or the generic database_user_get. The agent must infer the get-vs-list distinction purely from the name.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

mysql_users_listList MySQL application usersC
Read-onlyIdempotent

List MySQL application users

NameRequiredDescriptionDefault
clusterYes
namespaceNo

TDQS

C2.1/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, idempotentHint=true, destructiveHint=false and openWorldHint=false, so the safety profile is covered. The description adds no behavioral context of its own — no mention of scope (cluster-wide vs namespace-scoped), whether results include system users, or whether the list is paginated.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The single sentence is tight and front-loaded with the verb, but it is under-specified rather than genuinely concise — the brevity comes from omitting information, not from economy of expression.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a two-parameter listing tool with no output schema, the description should at minimum say what is listed and how cluster/namespace scope the results. Neither is addressed, so an agent cannot confidently predict the response shape or the effect of omitting 'namespace'.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0%: 'cluster' has no description at all, and 'namespace' only inherits documentation from the $defs reference. The description does not compensate — it says nothing about what 'cluster' identifies or that 'namespace' optionally narrows the listing to a single project namespace.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no guidance on when to use this tool versus mysql_user_get, database_users_list, or the equivalent users_list tools for other backends. The agent must infer that this is the MySQL-specific enumerator from the name alone.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

namespace_getRead namespace project, token status and relay healthC
Read-onlyIdempotent

Read namespace project, token status and relay health

NameRequiredDescriptionDefault
namespaceYes

TDQS

C2.2/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint, idempotentHint, destructiveHint=false and openWorldHint=false, so the safety profile is covered. The description adds nothing beyond that: it does not say what 'token status' or 'relay health' entail, what happens for an unknown namespace, or whether partial results are possible.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The single-phrase form is front-loaded and free of filler, but it is under-specified rather than genuinely concise; the three-part resource list is a list of nouns without any connective guidance.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness3/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

With no output schema, no annotation gaps, and only one parameter, the tool is simple enough that a short description could suffice. Still, the reader is left without any picture of the return shape for the three reported aspects, which a reader of a compound 'getter' would reasonably want.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

There is one required parameter whose meaning the description never elaborates; the only constraint text lives in the $defs schema and is reported as 0% description coverage. Nothing in the description clarifies that the tool is scoped to a single namespace, or what happens with the reserved default namespace.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no when-to-use guidance at all: no statement of the scenario that selects this getter over namespaces_list or health_get, no prerequisites, and no exclusions. The agent must infer usage purely from the tool name.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

namespaces_listList readable project namespacesB
Read-onlyIdempotent

List readable project namespaces

Filters each namespace by namespaces/read on its name before pagination; a global wildcard grant is not required.

NameRequiredDescriptionDefault
limitNo
cursorNo

TDQS

B3.4/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint, idempotentHint, and destructiveHint=false, so the safety profile is covered. The description adds genuinely non-obvious behavior beyond that: per-item permission filtering on the namespace name occurs before pagination (so pages can be short or empty), and no global wildcard grant is needed to call it. What is missing is any statement about result ordering or what a namespace record contains.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Two short sentences, front-loaded with the core action and followed by the key caveat. The first sentence largely repeats the title, which is mild redundancy, but there is no filler or hedging.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness3/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a read-only list tool with annotations and only two optional parameters, the definition covers the important access-control surprise but leaves pagination semantics and the shape of returned namespace objects unexplained, and there is no output schema to fill that gap. Adequate to call correctly, incomplete for interpreting results.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0%, so the schema documents neither limit nor cursor beyond types, defaults, and bounds. The description alludes to pagination existing but gives no meaning for limit/cursor, no max-page behavior, and no indication of whether filtering affects the effective page size relative to the limit. With low coverage the description should compensate and does not.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

States a specific verb and resource ("List readable project namespaces") and adds the scope qualifier "readable," which distinguishes it from a raw namespace listing such as namespace_get. It does not explicitly name a sibling to route against (e.g. temporal_namespaces_list or namespace_get), so it falls short of the 5 bar.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Usage is only implied: the note that results are filtered by namespaces/read tells an agent this is a visibility-scoped enumeration, but there is no explicit "use this when..." or exclusion pointing to namespace_get or temporal_namespaces_list. An agent must infer the routing from the tool name alone.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

neo4j_user_getRead a Neo4j Community userC
Read-only

Read a Neo4j Community user

Every Community user has full administrative privileges.

NameRequiredDescriptionDefault
userYes
clusterYes
namespaceNo

TDQS

C2.9/5.0
Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

The annotations already establish readOnlyHint=true, destructiveHint=false, and openWorldHint=false, so the safety profile is covered. The description adds one genuinely useful domain fact — that every Community user has full administrative privileges — which tells the agent the returned identity is always privileged. It does not say what happens for a nonexistent user or what the response contains.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Two short sentences, front-loaded with the operation and followed by the one piece of context worth stating. Nothing is padded, though the second sentence could be tied more explicitly to why an agent should care.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a three-parameter lookup with no output schema and zero parameter descriptions, the definition leaves too much unsaid: it never explains the cluster/namespace scoping, the identifier format for 'user', or what a successful read returns. The privilege note is helpful but does not fill those gaps.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% for the top-level parameters: 'cluster' (with a strict lowercase pattern) and 'user' carry no descriptions, and the description adds no meaning for either. Only 'namespace' is documented, via the referenced NamespaceName definition, so the description fails to compensate for the coverage gap.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description states a specific verb and resource: 'Read a Neo4j Community user.' That is enough to distinguish it from the plural sibling neo4j_users_list, though the singular/plural split is left implicit rather than named. It does not mention the cluster or namespace scoping that the schema requires.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no explicit guidance on when to use this tool versus neo4j_users_list, database_user_get, or other per-backend user getters in the sibling set. Usage is only inferable from the verb 'Read' plus the singular resource name, and no prerequisites or exclusions are stated.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

neo4j_users_listList Neo4j Community usersB
Read-only

List Neo4j Community users

Every Community user has full administrative privileges. The managed neo4j administrator is hidden.

NameRequiredDescriptionDefault
clusterYes
namespaceNo

TDQS

B3.2/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Beyond the read-only and non-destructive annotations, the description discloses that Community users have full administrative privileges and that the managed neo4j administrator is omitted. These are useful security and result-visibility details, although other read behavior such as result formatting is not described.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Three short sentences front-load the operation and then add the privilege and visibility caveats without filler. The wording is easy to scan and appropriately sized for a simple list tool.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness3/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

The purpose, privilege implications, and an important result exclusion are covered, while annotations establish safe-read behavior. Missing cluster/namespace targeting semantics and limited information about the returned representation leave avoidable gaps, particularly because there is no output schema.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters1/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

The description never explains cluster or namespace, how namespace affects the listing, or what happens when the optional namespace is omitted. With reported 0% schema description coverage, it adds no parameter meaning and does not compensate for the documentation gap.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

The opening line states a specific verb and resource: listing Neo4j Community users. It clearly conveys the basic operation, but does not explicitly differentiate this tool from neo4j_user_get or the broader database_users_list.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no explicit guidance on when to enumerate users, when to retrieve a single user instead, or how this tool differs from database_users_list. The hidden-administrator note limits the expected results but does not provide meaningful tool-selection guidance.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

notification_channel_getGet notification channelD
Read-only

Get notification channel

NameRequiredDescriptionDefault
channelYes

TDQS

D1.9/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

The annotations already declare readOnlyHint=true, destructiveHint=false, openWorldHint=false and idempotentHint=false, so the safety profile is fully covered by structured data. The description adds nothing beyond that: it does not say what happens when the channel does not exist, what identifier form is accepted, or what the response contains.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness2/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The text is four words with zero waste, but that brevity comes from under-specification rather than economy; it is a verbatim echo of the title and carries no front-loaded information beyond the resource name.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Although this is a simple one-parameter read tool, there is no output schema, so the description should at minimum indicate what a channel object looks like or how the identifier is formed. Neither is present, leaving the agent guessing on both input format and return shape.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters1/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% and the single parameter 'channel' is a bare string with only length bounds. The description does not clarify whether 'channel' is a name, an ID, or a slug, so it fails to compensate for the complete absence of schema documentation.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no when-to-use guidance and no mention of the obvious alternative, notification_channels_list, which would be the natural choice for enumeration. At best an agent can infer from the singular resource name that this retrieves one channel, but nothing is stated.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

notification_channels_listList notification channelsC
Read-only

List notification channels

NameRequiredDescriptionDefault
limitNo
cursorNo

TDQS

C2.1/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, destructiveHint=false, and openWorldHint=false, so the safety profile is covered without the description. Beyond that, the description adds nothing: no pagination behavior, no ordering, no indication of what happens when the collection is empty or how cursor exhaustion manifests.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

Is the description appropriately sized, front-loaded, and free of redundancy?

It is a single short sentence with no wasted words, and the key concept is front-loaded. However, the brevity comes from omission rather than discipline, leaving the definition under-specified for an agent.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a paginated list tool with no output schema and zero parameter documentation, the description should explain paging and what a channel record contains. Nothing an agent needs beyond the annotations is present.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0%, so the description carries the burden for both parameters and says nothing about them. The names limit and cursor and their defaults/bounds (1-500, default 100) imply pagination, but the description never confirms or explains the paging contract.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no when-to-use guidance, no mention of the sibling notification_channel_get for fetching a single channel, and no prerequisites or exclusions. The agent can only infer usage from the verb "List" in the name.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

oauth_grants_listList connected OAuth applications (own grants unless administrator)B
Read-onlyIdempotent

List connected OAuth applications (own grants unless administrator)

NameRequiredDescriptionDefault

No parameters

TDQS

B3/5.0
Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, idempotentHint=true, destructiveHint=false and openWorldHint=false, so the safety profile is fully covered elsewhere. The description contributes one genuinely useful behavioral fact beyond that — the result set is scoped to the caller's own grants unless the caller is an administrator — but says nothing about result volume, pagination, or what fields are exposed.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

A single short sentence with the resource up front and the scoping caveat in parentheses — zero waste and well front-loaded. It is essentially a restatement of the title, so it is concise but adds little new phrasing.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness3/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a zero-parameter, non-destructive read with no output schema, the description covers what is listed and whose grants are visible, which is close to sufficient. It omits any indication of what a grant record contains (client name, scopes, dates) and whether results are paginated, so it falls just short of fully self-sufficient.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

The tool takes zero parameters, so the baseline is 4 and there is nothing for the description to disambiguate. The scope note correctly implies the result set varies by caller role rather than by an input argument.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Usage is implied by the purpose: call this to enumerate connected OAuth applications. There is no explicit when-to-use/when-not guidance, no mention of alternatives (e.g., api_tokens_list for API tokens), and no prerequisites, so the agent must infer context.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

openbao_database_connection_getgetOpenBaoDatabaseConnectionD
Read-onlyIdempotent

getOpenBaoDatabaseConnection

NameRequiredDescriptionDefault
clusterYes
namespaceNo
connectionYes

TDQS

D1.3/5.0
Behavior1/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, idempotentHint=true, destructiveHint=false and openWorldHint=false, so the safety profile is fully covered by structured data. The description adds no behavioral context beyond that — nothing about what a connection record holds, whether secrets/credentials are redacted, or whether it errors on unknown connections.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness2/5

Is the description appropriately sized, front-loaded, and free of redundancy?

It is short, but it is short because it is under-specified rather than economical — there is no sentence structure or front-loaded information, just an identifier. There is nothing to trim, but nothing earning its place either.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness1/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a three-parameter lookup with a required `cluster` plus `connection` and an optional `namespace`, the description supplies nothing: no identifier format for `connection`, no note on namespace defaulting, and no output schema to fall back on. It is completely inadequate relative to the tool's shape.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters1/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% and the description names none of the three parameters. The agent gets no meaning for `cluster` (no pattern explanation in prose), `namespace` (a $ref whose constraints live only in $defs), or `connection` (a bare unbounded string with no hint of its identifier format).

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines1/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no guidance at all about when to use this tool, when not to, or which sibling to prefer. With `openbao_database_connections_list` present in the sibling set, the agent must infer that this is the single-item variant purely from naming convention.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

openbao_database_connections_listList managed database connectionsC
Read-onlyIdempotent

List managed database connections

NameRequiredDescriptionDefault
clusterYes
namespaceNo

TDQS

C2/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, idempotentHint=true, destructiveHint=false and openWorldHint=false, so the safety profile is fully covered by structured data. The description adds nothing beyond that — no note on scoping behavior, pagination, result volume, or what happens if the cluster has no connections.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

Is the description appropriately sized, front-loaded, and free of redundancy?

It is a single front-loaded sentence with zero filler, which is structurally sound, but the brevity is under-specification rather than discipline — the same word count could have carried the cluster/namespace scoping.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a list tool with a required cluster selector, an optional namespace filter, and no output schema, the definition should say what a required cluster means and roughly what is returned. None of that is present, so the description is not complete enough to invoke confidently without inspecting the schema.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters1/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0%: the required "cluster" parameter has only a regex/max-length constraint and no prose, and the description supplies no meaning for either cluster scoping or the optional namespace filter. With two parameters and no compensating explanation, the description leaves the agent to guess what "cluster" identifies.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no when-to-use guidance at all: no mention of prerequisites, no exclusions, and no pointer to openbao_database_connection_get for fetching a single connection. An agent must infer usage purely from the name.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

operation_getRead a durable operationC
Read-onlyIdempotent

Read a durable operation

Resolve the globally unique operation ID first, then authorize operations read against its persisted namespace/cluster object.

NameRequiredDescriptionDefault
operationYes

TDQS

C2.8/5.0
Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint, idempotentHint, destructiveHint=false and openWorldHint=false, so the safety profile is fully covered. The description does add beyond that: authorization is scoped to the operation's persisted namespace/cluster object, and the ID is globally unique and must be resolved first — useful auth/sequencing context, though phrased cryptically. It says nothing about behavior when the operation is not found or how a durable operation's state evolves.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Two short sentences, no filler, and the operation subject is front-loaded. The second sentence is dense with internal jargon ("persisted namespace/cluster object") in a way that costs clarity more than it costs length.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

There is no output schema and the description never indicates what is returned — status, progress, timestamps — nor whether the caller should poll or hand off to `wait`. For a tool whose entire value is inspecting a long-running durable operation, that return-semantics gap leaves the agent under-informed about how to use the result.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% for the single `operation` parameter, so the description must carry the semantic load. It does contribute that the value is a globally unique ID requiring prior resolution, but it gives no format, source, or example of where such an ID comes from (presumably operations_list), leaving the parameter only partly illuminated.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

"Read a durable operation" is essentially the tool name and title restated, adding only the adjective "durable." It never explains what an operation object is or how this differs from sibling readers like operations_list and cluster_operations_list, so an agent gets no discriminating signal.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The second sentence supplies a real prerequisite — the globally unique operation ID must be resolved before calling — which implies the fetch-single-resource context. However, there is no explicit when-to-use versus operations_list, no mention of the related `wait` sibling for polling, and no stated conditions under which this call is inappropriate.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

operations_listList readable durable operationsC
Read-onlyIdempotent

List readable durable operations

Filters every operation by its cluster RBAC object, including the global collection.

NameRequiredDescriptionDefault
limitNo
phaseNo
cursorNo
clusterNo
namespaceNo

TDQS

C2.9/5.0
Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare read-only, idempotent, non-destructive, closed-world behavior, so the description only needs to supplement. It does add that results are filtered by cluster RBAC object and include the global collection, which is genuine context, but it says nothing about pagination via limit/cursor or what 'durable' means in practice.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Two short sentences, front-loaded with the action and followed by the scoping rule; no filler. The repetition of the title as the first line is mildly redundant but harmless.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

A paginated list tool with five undocumented parameters, no output schema, and no explanation of page size limits, cursor iteration, or valid phase values. The RBAC filtering note is helpful but far from what an agent needs to call this correctly.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% for five parameters, so the description carries the full burden and largely fails: limit, cursor, phase, cluster and namespace are never mentioned. The phrase 'cluster RBAC object' only loosely gestures at the cluster parameter's meaning.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

States a specific verb and resource ('List ... operations') and adds a scope qualifier ('durable', RBAC-readable), which is more than a restatement of the name. It does not distinguish itself from near siblings such as operation_get or cluster_operations_list, so an agent must infer the difference.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

No statement of when this list should be preferred over operation_get or cluster_operations_list, and no prerequisites or exclusions. Only the implicit 'listing' semantics of the name convey usage.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

orphaned_volumes_listList orphaned platform volumesA
Read-onlyIdempotent

List orphaned platform volumes

Volumes whose owning runtime is absent and whose deletion requests to Zerops have failed. Records survive cluster deletion; the background janitor keeps retrying with backoff until deletion succeeds. Authenticated users see only records for clusters they may read.

NameRequiredDescriptionDefault
namespaceNo

TDQS

A4.2/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnly, idempotent, non-destructive and closed-world, so the safety profile needs no restating. The description adds real context beyond that: records persist after cluster deletion, a background janitor retries with backoff, and results are permission-filtered per cluster — the last point is important because it tells an agent an empty list may reflect authorization rather than absence. It stops short of describing result shape or ordering.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Front-loaded with the title line then a tight definitional paragraph. Every sentence carries information; the only redundancy is the first line echoing the tool title verbatim, which costs a few tokens without adding meaning.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a read-only listing with one optional filter and no output schema, the description supplies the essential domain context (what makes a volume orphaned, why records linger, who can see what). It leaves the namespace filter's semantics and any pagination/ordering behavior unexplained, which is the remaining gap.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters5/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

The schema is reported at 0% description coverage, and the description adds nothing about the single optional `namespace` parameter — not what it filters, nor whether omitting it returns all namespaces. That gap matters for a list tool with exactly one knob.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

States a specific verb and resource (list orphaned platform volumes) and immediately defines the term of art: volumes whose owning runtime is absent and whose deletion requests to Zerops have failed. That definition is not restated from the name and lets an agent distinguish this from generic storage or cluster listings without opening the schema.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The qualifying condition for what appears in the list is clear, which implies the diagnostic use case (lingering storage after runtime/cluster disappearance). However, there is no explicit when-to-use versus siblings (e.g. namespaces_list, clusters_list, backup_storages_list) and no statement about when this tool is not the right one.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

permission_checkEvaluate an authorization tupleC
Read-onlyIdempotent

Evaluate an authorization tuple

A caller can inspect its own permissions. Evaluating another subject requires administrative rbac read authorization.

NameRequiredDescriptionDefault
bodyYes

TDQS

C2.9/5.0
Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint, idempotentHint, destructiveHint=false and openWorldHint=false, so the safety profile is covered. The description's real contribution is the authorization requirement for cross-subject evaluation, which is genuinely useful. It never states the outcome form (an allow/deny decision) or whether an unauthorized check returns an error versus a denial, which leaves a behavioral gap beyond the annotations.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Two sentences, no filler, and the self/other-subject constraint is front-loaded. The only waste is the first line echoing the title rather than using that space to explain the operation.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

With no output schema, the description carries the burden of explaining what comes back, yet it never says whether the result is a boolean decision, an error, or an effect list. For an evaluation/decision tool with a nested request object and a wildcard action, the absence of result semantics and object-format expectations is a notable gap.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

There is one top-level parameter (`body`) wrapping a nested CanRequest, and schema description coverage is 0% apart from the `subject` property, which already carries the exact statement about rbac read permission. The description therefore duplicates the one documented field and adds nothing about `resource`, `action` (including the `*` wildcard), or `object` format.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose3/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description opens by restating the title verbatim ("Evaluate an authorization tuple") and never explains in plain terms that the tool answers whether a given subject may perform an action on an object. The second sentence does add scope (self-check vs. other-subject check), but the core operation stays framed in opaque jargon that isn't disambiguated from sibling tools like `check`-style or `rbac_*` tools.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

It gives one useful context cue: a caller can check its own permissions, and checking another subject requires 'rbac read' authorization. That is a permission prerequisite rather than selection guidance; there is no statement of when to use this versus related tools like `rbac_*` or any allow/deny-tool alternative, but the caller-vs-subject distinction does orient an agent's choice.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

permissions_getResolve caller permissions and role inheritanceA
Read-onlyIdempotent

Resolve caller permissions and role inheritance

Self-service: returns permissions for the current subject and its OIDC groups. Lists elsewhere are filtered per object.

NameRequiredDescriptionDefault

No parameters

TDQS

A4.7/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

While annotations cover safety (readOnlyHint: true), the description adds valuable context by specifying that it resolves permissions for the 'current subject and its OIDC groups,' clarifying the data focus beyond mere operation safety.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The definition is extremely concise, using two sentences to cover purpose, scope, and differentiation. There is zero wasted language, and the structure is logical.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a tool with zero parameters, the description is completely sufficient for an agent to determine applicability and function accurately.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

The tool has zero parameters, meaning the description cannot elaborate on input parameters. Baseline for 0 parameters is 4, and the description adds context about the scope of the retrieved data.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description uses specific language ('Resolve caller permissions and role inheritance') defining the action and the exact resource. It clearly states the tool's function without ambiguity.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines5/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

It provides exceptional guidance by defining its scope ('Self-service') and, critically, contrasting its behavior with sibling tools ('Lists elsewhere are filtered per object'), instructing the agent on when to use it and when to avoid it.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

pitr_window_getRead the continuous restorable PITR windowA
Read-onlyIdempotent

Read the continuous restorable PITR window

Returns the latest continuous backed interval; an initializing cluster with no ready replica set or no configured backup storage returns 409 invalid_state with PITR prerequisite guidance instead of an internal error. Established coverage remains queryable during scaling, upgrades, resource changes, joins and reloads; live agent/storage failures can still affect availability. Engines without PITR return 400 invalid_request with reason unsupported and a message naming the engine capability.

NameRequiredDescriptionDefault
clusterYes
namespaceNo

TDQS

A3.6/5.0
Behavior5/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Goes well beyond the readOnly/idempotent/non-destructive annotations by disclosing concrete failure semantics: 409 invalid_state for initializing clusters lacking a ready replica set or backup storage, and 400 invalid_request with reason 'unsupported' for engines without PITR. It also explains availability behavior during scaling, upgrades, resource changes, joins and reloads, and that live agent/storage failures can still affect availability.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Front-loaded with the purpose, then error and availability semantics in three compact sentences with no filler. The opening clause merely restates the title verbatim, which is minor redundancy rather than bloat.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness3/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Error paths and availability caveats are thoroughly covered, but with no output schema the description should characterize the returned interval (e.g. time bounds, whether it is empty) and it only says 'latest continuous backed interval'. Combined with the unaddressed namespace parameter, the definition is adequate but incomplete for a read tool with no output schema.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% for the top-level properties, so the description should compensate but says nothing about 'cluster' (the required identifier) or 'namespace' (optional scoping and its default behavior). Only the $defs entry for NamespaceName carries any documentation, so an agent gets no added meaning from the description for the parameters that matter.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

States a specific verb and resource ('Read the continuous restorable PITR window') and clarifies it returns the latest continuous backed interval, which is a meaningful scope statement. It does not name any sibling (e.g. backup_get, restores_list, backup_storage_get) or explain how it differs from those backup-oriented reads, so differentiation is left to the caller.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Usage is only implied: an agent can infer this is the tool for checking restorable coverage of a cluster. There is no explicit 'use this when…' statement, no guidance versus backup_get or restores_list, and no stated prerequisites (though prerequisite failures are described as 409s).

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

postgres_bindings_listList inbound PostgreSQL consumer bindings without credentialsC
Read-only

List inbound PostgreSQL consumer bindings without credentials

NameRequiredDescriptionDefault
clusterYes
namespaceNo

TDQS

C2.3/5.0
Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, destructiveHint=false and openWorldHint=false, so the safety profile is covered. The phrase "without credentials" adds real value: returned bindings contain no secrets, so no credential-read permission is implied. Nothing is said about pagination, scope, or what fields a binding actually contains.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

Is the description appropriately sized, front-loaded, and free of redundancy?

One short sentence, front-loaded and free of padding, but it merely restates the title verbatim rather than using the space to add routing or scoping information.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a required cluster argument with a strict pattern and an optional namespace, plus no output schema, the definition leaves too much unexplained. It never says what a binding is, whether results are namespace-scoped, or what the response contains.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% for the two parameters: cluster is only constrained by a regex pattern with no stated meaning, and the required/optional relationship of namespace is unstated in prose. The description adds no meaning beyond the schema, leaving the agent to guess at cluster naming and whether namespace narrows the listing.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

No when-to-use guidance, no prerequisites, and no mention of alternatives or when not to use it. The agent must infer the scenario from the name alone.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

postgres_database_getRead a PostgreSQL application databaseD
Read-onlyIdempotent

Read a PostgreSQL application database

NameRequiredDescriptionDefault
clusterYes
databaseYes
namespaceNo

TDQS

D1.6/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, idempotentHint=true, destructiveHint=false, and openWorldHint=false, so the safety and idempotency profile is fully covered structurally. The description adds nothing about what is returned, whether missing databases error, or any permissions required.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness2/5

Is the description appropriately sized, front-loaded, and free of redundancy?

It is a single short sentence with no wasted words, but that brevity comes from having no content rather than from tight editing. There is no structure, no scoping clause, and no routing to alternatives.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness1/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a tool with two constrained, undocumented required parameters and no output schema, the description supplies none of the missing context an agent needs to select or invoke it correctly. Everything of value lives in the name and annotations.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters1/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% for the two required parameters, 'cluster' (with a 12-char lowercase pattern) and 'database' (max 63 chars), and the description explains neither. The only documented parameter is the optional 'namespace' via $ref, which the description does not reference either.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines1/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no guidance on when to use this tool versus postgres_databases_list, postgres_bindings_list, or the MySQL equivalent. The agent must infer that this is a single-resource read from the name alone.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

postgres_databases_listList PostgreSQL application databasesD
Read-onlyIdempotent

List PostgreSQL application databases

NameRequiredDescriptionDefault
clusterYes
namespaceNo

TDQS

D1.9/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint, idempotentHint, destructiveHint=false and openWorldHint=false, so the safety profile is fully covered elsewhere. The description adds nothing about result scoping (per-cluster vs. per-namespace), pagination, or whether the default namespace is included — context the annotations cannot supply.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness2/5

Is the description appropriately sized, front-loaded, and free of redundancy?

It is a single short sentence with no filler, but the brevity is under-specification rather than economy — the sentence duplicates the title and therefore earns no space at all.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a two-parameter tool with zero schema prose and no output schema, an agent needs at minimum the meaning of 'cluster', the effect of omitting 'namespace', and the shape of the returned list. None of that is present, leaving the definition inadequate for confident invocation.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters1/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0%: the required 'cluster' parameter has only a regex pattern and no prose, and 'namespace' relies on a $defs entry the description never references. The description does not explain what a cluster identifier looks like, where to obtain it, or what happens when namespace is omitted, so it fails to compensate for the coverage gap.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no when-to-use guidance, no mention of the retrieval counterpart postgres_database_get, and no statement about whether namespace is required to scope results. An agent must guess the relationship to sibling listing tools like postgres_bindings_list and postgres_roles_list.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

postgres_grants_listList explicit database and schema grants in a databaseC
Read-onlyIdempotent

List explicit database and schema grants in a database

NameRequiredDescriptionDefault
clusterYes
databaseYes
namespaceNo

TDQS

C2.1/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

The annotations already establish that this is a read-only, idempotent, closed-world operation, so the safety profile is known. The description contributes nothing further, such as whether grants are inherited vs explicit (the adjective 'explicit' hints at it without explaining), or whether system/default grants are excluded. For a tool whose annotations carry the behavioral burden, the description still fails to add any value.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

Is the description appropriately sized, front-loaded, and free of redundancy?

It is a single front-loaded sentence with no wasted words, so structurally it is fine. But this is conciseness achieved through under-specification rather than precision — the sentence omits everything an agent would need to call the tool correctly.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

There is no output schema, so the description should explain what the grant records look like (grantees, privilege types, object names) and whether results include default/public grants. It also leaves per-parameter meaning entirely unexplained given 0% schema coverage. For a 3-parameter list tool, this is not complete enough.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0%: cluster, database, and namespace are all undocumented in both schema and description. The description only vaguely implies the 'database' parameter by mentioning 'in a database,' and never explains cluster or namespace scoping, which is a significant gap for 3 parameters.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description gives no guidance on when to use this versus alternatives such as postgres_roles_list, permissions_get, or the sibling mysql_grants_list. It also does not state whether grants can be filtered by role, object, or grantee, leaving the agent to guess at scope.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

postgres_role_getRead a PostgreSQL application roleC
Read-onlyIdempotent

Read a PostgreSQL application role

NameRequiredDescriptionDefault
roleYes
clusterYes
namespaceNo

TDQS

C2.3/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, idempotentHint=true, openWorldHint=false and destructiveHint=false, so the safety profile is fully covered. The description adds nothing beyond that — no statement about error behavior for missing roles or clusters, or what a 'read' returns.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

Is the description appropriately sized, front-loaded, and free of redundancy?

It is a single short sentence with no filler, so nothing is wasteful. However, the brevity comes from under-specification rather than efficiency, leaving no front-loaded information an agent could act on.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a simple read-only lookup with four covering annotations, two required parameters and no output schema, the description need not explain return values. Still, it does not name the required cluster/role inputs, which is the main remaining gap. Final: 3.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% for role and cluster; only the namespace $ref carries a description. The phrase 'application role' hints that the 'role' parameter names a PostgreSQL application role rather than a database user, which is a mild aid, but the description says nothing about the required cluster scoping or the role-name format.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no guidance on when to use this tool versus postgres_roles_list or the other role getters, and no mention of prerequisites such as needing an existing cluster or role. Usage must be inferred entirely from the name.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

postgres_roles_listList application PostgreSQL rolesC
Read-onlyIdempotent

List application PostgreSQL roles

NameRequiredDescriptionDefault
clusterYes
namespaceNo

TDQS

C2.1/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint, idempotentHint, destructiveHint=false, and openWorldHint=false, so the safety profile is fully covered by structured data. The description contributes nothing beyond that – no note on result size, tenancy scoping, or whether roles of all backends or only the application's are returned.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

Is the description appropriately sized, front-loaded, and free of redundancy?

A single short sentence, so there is no wasted wording and it is trivially front-loaded. But the brevity is achieved by omission rather than by efficient editing – nothing actionable is conveyed.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

With no output schema, an undocumented required parameter, and a bare one-line description, the definition is not complete enough for an agent to know what the call returns or how to scope it. It needs at least the cluster/namespace semantics and the relation to sibling role-listing tools.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0%: the required 'cluster' parameter has no description anywhere, and only the namespace $ref carries one. The description does not compensate by explaining what cluster means or how scoping by namespace narrows the role list, leaving a required parameter unexplained.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no when-to-use guidance and no mention of alternatives. With siblings such as postgres_role_get, database_roles_list, and postgres_grants_list in the same namespace, the definition gives no signal about which to pick for a given intent.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

prometheus_metrics_getScrape Prometheus-compatible cluster metricsB
Read-onlyIdempotent

Scrape Prometheus-compatible cluster metrics

Root endpoint accepts bearer API tokens (recommended for scrapers) or a signed-in browser cookie session. Both require monitoring read authorization; only authorized clusters are included.

NameRequiredDescriptionDefault
namespaceNo

TDQS

B3.4/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already cover the safety profile (readOnly, idempotent, non-destructive, closed-world), so the bar is lower. The description adds material context beyond them: two auth mechanisms, the required monitoring read permission, and the fact that results are filtered to only authorized clusters. It omits response format, size, and pagination/limit behavior.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Two short sentences, front-loaded with the purpose and followed by auth requirements; nothing is padded. The first sentence is a verbatim restatement of the title, which is the only wasted space.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness3/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

There is no output schema, so the description should say something about what a scrape returns (Prometheus exposition text vs. JSON, size/limits), and it does not. Combined with the undocumented optional namespace filter, the definition is adequate for a read-only endpoint but leaves meaningful gaps for an agent configuring a scrape.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

The schema technically documents the namespace name format via $defs, but the description says nothing about what the parameter does functionally - whether it scopes the scrape to a single namespace and what is returned when it is omitted (the parameter is optional). The semantic role of the sole parameter is left to inference.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description states a specific verb and resource ("Scrape Prometheus-compatible cluster metrics"), so an agent can tell this is a metrics-read endpoint. It does not differentiate itself from the near-identical sibling cluster_metrics_get, and the word "cluster" is not reconciled with the namespace scoping the schema exposes.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

It gives invocation prerequisites (bearer API token or signed-in browser cookie, plus monitoring read authorization), which is genuinely useful. It never says when to prefer this over cluster_metrics_get, health_get, or cluster_status_get, so the agent must infer usage from the name alone.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

provider_getRead versions, topologies, presets and upgrade pathsC
Read-onlyIdempotent

Read versions, topologies, presets and upgrade paths

NameRequiredDescriptionDefault
providerYes

TDQS

C2.1/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint, idempotentHint, non-destructive, and closed-world, so the safety profile is fully covered elsewhere. The description adds nothing beyond that - no indication of whether the four result categories are always returned or can be empty, and no notes on scope.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

Is the description appropriately sized, front-loaded, and free of redundancy?

It is a single short sentence with no padding, so it is concise. But it is a copy of the title rather than a front-loaded explanation, so brevity comes at the cost of information.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

With no output schema and no parameter documentation, the description carries the full burden and leaves gaps on both input format and return shape. For a tool that returns four distinct kinds of data, that is too thin.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% for the single required 'provider' parameter, and the description never mentions it. It doesn't clarify whether the value is a provider ID, slug, or display name, which is exactly the information the schema is missing.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no when-to-use guidance at all: nothing says to call this before an upgrade, nor that providers_list is the way to discover a provider name first. The agent must infer its place among the many *_get siblings on its own.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

providers_listList engine providers and their catalogsC
Read-onlyIdempotent

List engine providers and their catalogs

NameRequiredDescriptionDefault

No parameters

TDQS

C2.4/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, idempotentHint=true, destructiveHint=false and openWorldHint=false, so the safety profile is fully covered by structured data. The description contributes nothing beyond that – no note on whether results are paginated, scoped to the current account/namespace, or cached. With the lower bar set by annotations, this flat restatement earns only a 2.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Single short sentence with zero waste and the key concept front-loaded. It is efficient to the point of under-specification, but there is no padding or throat-clearing to penalise.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

No output schema exists, and this tool aggregates providers alongside their catalogs, so the description is the only place an agent could learn what 'providers' and 'catalogs' mean (engine types? backend offerings?) in this specific product. It never does, leaving the return content opaque beyond the verb.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

The tool takes zero parameters, which normally sets a baseline of 4; however the description also does nothing to characterise the response shape, and 'catalogs' is left as an unexplained term. A 3 reflects that there is simply no parameter surface to discuss, while noting nothing compensates for the ambiguity of the domain terms.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no when-to-use guidance at all: no mention of when to pick this over provider_get for a single provider, or how it relates to backends_list. Usage must be inferred entirely from the bare name.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

rabbitmq_operator_policies_listList RabbitMQ OperatorPolicyD
Read-onlyIdempotent

List RabbitMQ OperatorPolicy

NameRequiredDescriptionDefault
clusterYes
namespaceNo

TDQS

D1.8/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, idempotentHint=true, destructiveHint=false, and openWorldHint=false, so the safety profile is covered. The description contributes nothing beyond that — no note on scoping, pagination, result ordering, or whether the list is cluster-wide versus namespace-scoped.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness2/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The sentence is short but not concise in a useful sense — it is under-specified rather than dense. There is nothing front-loaded beyond the title, and no structure addressing scope, required parameters, or return behavior.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness1/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Although the tool is small (two parameters, one required, no output schema), the definition omits the required cluster argument and the optional namespace filter entirely. An agent could not confidently construct a call from the description alone.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters1/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% for the two parameters, and the description does not mention either. In particular, the required "cluster" parameter (with its pattern constraint) and the optional "namespace" scoping parameter are left entirely unexplained, so the description must compensate for the coverage gap but does not.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no when-to-use guidance, no mention of the sibling rabbitmq_operator_policy_get for single-resource retrieval, and no explanation of how operator policies differ from the plain rabbitmq_policies_list. The listing intent is only implied by the word "List."

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

rabbitmq_operator_policy_getGet RabbitMQ OperatorPolicyC
Read-onlyIdempotent

Get RabbitMQ OperatorPolicy

NameRequiredDescriptionDefault
nameYes
vhostYes
clusterYes
namespaceNo

TDQS

C2/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint, idempotentHint, openWorldHint=false and destructiveHint=false, so the safety profile is covered elsewhere. The description adds nothing beyond that: no statement about missing-resource behavior, cluster scoping, or cross-namespace lookup semantics.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The text is short and front-loaded with no filler, but its brevity reflects under-specification rather than efficiency. One additional sentence on identity semantics would have cost little and added much.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a retrieval tool requiring a three-part identity (cluster, vhost, name) with a 0%-documented schema and no output schema, the description leaves the agent guessing about key composition and return shape. Only the annotations prevent this from being fully inadequate.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters1/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% and all four parameters (cluster, vhost, name, namespace) are undocumented in both the schema and the description. The description does not say what identifies a policy, whether cluster/vhost form a composite key, or why namespace is optional.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

No explicit when-to-use guidance, no mention of prerequisites, and no reference to the list sibling or any alternative retrieval path. An agent can only infer 'fetch one by identity' from the tool name itself.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

rabbitmq_permission_getGet RabbitMQ PermissionD
Read-onlyIdempotent

Get RabbitMQ Permission

NameRequiredDescriptionDefault
userYes
vhostYes
clusterYes
namespaceNo

TDQS

D1.6/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, idempotentHint=true, destructiveHint=false and openWorldHint=false, so the safety profile is covered by structured data. The description contributes nothing beyond that: it does not say what a permission record contains, whether a missing permission errors or returns empty, or whether the lookup requires cluster/vhost scoping.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness2/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The text is short but that is under-specification rather than conciseness; there is no structure, no front-loaded scope statement, and no sentence that conveys usable information. A single bare noun phrase does not earn its place as a tool description.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness1/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a four-parameter lookup tool with zero schema description coverage and no output schema, the description provides nothing an agent needs: no identifier semantics, no return shape, no failure behavior. Even the annotations' safety hints are left uncomplemented by any operational detail.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters1/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% for four parameters, so the description carries the full explanatory burden and provides none of it. It never explains that cluster, vhost and user together identify the permission, nor what role the optional namespace parameter plays in scoping the lookup.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines1/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no when-to-use guidance, no preconditions, and no mention of the sibling list/get alternatives. An agent must infer entirely from the tool name that this is the single-record counterpart to rabbitmq_permissions_list.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

rabbitmq_permissions_listList RabbitMQ PermissionD
Read-onlyIdempotent

List RabbitMQ Permission

NameRequiredDescriptionDefault
clusterYes
namespaceNo

TDQS

D1.8/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, idempotentHint=true, destructiveHint=false, and openWorldHint=false, so the safety profile is covered. The description adds no behavioral context of its own — nothing about whether results are scoped to a namespace, whether pagination exists, or what is returned when no permissions exist.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness2/5

Is the description appropriately sized, front-loaded, and free of redundancy?

It is short, but this is under-specification rather than conciseness — the single phrase carries no information, and there is no front-loaded explanation of scope or filtering.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness1/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a two-parameter listing tool with zero schema coverage, no output schema, and many similar list/get siblings in the catalog, the definition leaves the agent without enough information to invoke it correctly or choose it over alternatives.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters1/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% and the description compensates for none of it. The required 'cluster' parameter has no description or pattern explanation anywhere, and there is no hint that the optional 'namespace' narrows results, which is exactly the kind of meaning the description should supply.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no when-to-use guidance, no statement of when to prefer this over rabbitmq_permission_get for a single permission, and no mention of prerequisites or scope. Listing is only weakly implied by the verb 'List'.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

rabbitmq_policies_listList RabbitMQ PolicyD
Read-onlyIdempotent

List RabbitMQ Policy

NameRequiredDescriptionDefault
clusterYes
namespaceNo

TDQS

D1.7/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, idempotentHint=true, destructiveHint=false and openWorldHint=false, so the safety profile is fully covered by structured data. The description adds no behavioral context beyond that — nothing about what the list is scoped to or what happens when a cluster or namespace has no policies. It does not contradict the annotations.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness2/5

Is the description appropriately sized, front-loaded, and free of redundancy?

There is no wasted wording because there is almost no wording — a four-word fragment. Brevity here reflects under-specification rather than disciplined concision, and there is no structure to front-load.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a simple list tool with annotations covering the safety profile and no output schema required, the bar is low, but that low bar is still not met: the description explains neither what is listed nor how the two parameters scope the result. Only the annotations keep this from being wholly inadequate.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters1/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% and the description supplies nothing, so the meaning of the required 'cluster' parameter (its pattern only constrains format, not semantics) and the optional 'namespace' filter is left entirely unexplained. An agent must guess whether omitting 'namespace' means all namespaces and whether the filter is exact-match. This is the key gap for a two-parameter tool.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines1/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no when-to-use guidance at all: no statement of when to call this instead of rabbitmq_policy_get (single policy) or rabbitmq_operator_policies_list (operator-managed policies). No prerequisites, no scoping rules, no exclusions.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

rabbitmq_policy_getGet RabbitMQ PolicyD
Read-onlyIdempotent

Get RabbitMQ Policy

NameRequiredDescriptionDefault
nameYes
vhostYes
clusterYes
namespaceNo

TDQS

D1.9/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, idempotentHint=true, destructiveHint=false, and openWorldHint=false, so safety is fully covered. The description adds nothing beyond that: no note on what happens for a missing policy (error vs. empty), no permission requirements, and no mention of the operator-namespace variant that the sibling suggests.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness2/5

Is the description appropriately sized, front-loaded, and free of redundancy?

It is short, but the brevity comes from under-specification rather than economy; no sentence earns its place because no information is conveyed beyond the name. There is no front-loaded statement of what is returned or required.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

A four-parameter lookup with undocumented identifiers, no output schema, and a near-identical sibling (rabbitmq_operator_policy_get) needs scoping detail that is entirely absent. An agent could call it, but could not confidently predict which policy resource it targets or how to interpret a miss.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters1/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% for three of four parameters (cluster, vhost, name), yet the description provides no explanation of any of them. With low coverage, the description is expected to compensate for the schema gap, and it does not.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no when-to-use guidance, no mention of when to prefer rabbitmq_policies_list (plural/list) versus this single-policy fetch, and no prerequisites such as required scope or vhost context. The only hint is the implicit singular 'Policy' in the name.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

rabbitmq_topic_permission_getGet RabbitMQ TopicPermissionD
Read-onlyIdempotent

Get RabbitMQ TopicPermission

NameRequiredDescriptionDefault
userYes
vhostYes
clusterYes
namespaceNo

TDQS

D1.9/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, idempotentHint=true, destructiveHint=false, and openWorldHint=false, so the safety profile is covered. The description adds nothing beyond that — no note on required identity/permissions, ambiguity of 'topic' permissions, or behavior when the identifier does not exist. No contradiction with annotations.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness2/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The single phrase is free of bloat, but it is under-specified rather than concise — it consumes the entire description slot without conveying any information an agent could act on.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a 4-parameter lookup with 0% schema coverage and no output schema, the description should at minimum state the identity tuple required and what a topic permission represents. Instead it leaves the agent with only the name.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters1/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% across 4 parameters (cluster, vhost, user, namespace), and the description supplies no meaning for any of them. It does not clarify which (cluster, vhost, user) tuple identifies the topic permission or what the optional namespace scopes.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no when-to-use guidance, no mention of prerequisites, and no pointer to the list sibling for enumeration versus this single-record fetch. An agent must infer usage purely from the naming convention.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

rabbitmq_topic_permissions_listList RabbitMQ TopicPermissionC
Read-onlyIdempotent

List RabbitMQ TopicPermission

NameRequiredDescriptionDefault
clusterYes
namespaceNo

TDQS

C2/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, idempotentHint=true, destructiveHint=false and openWorldHint=false, so the safety profile is fully covered by structured data. The description adds nothing beyond that: no statement about what is listed, whether results are scoped to a cluster or namespace, ordering, or pagination behavior.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness2/5

Is the description appropriately sized, front-loaded, and free of redundancy?

It is a single short phrase, so there is no verbosity problem, but the brevity is under-specification rather than concision. Nothing is front-loaded because nothing substantive is present.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a tool with a required cluster identifier, an optional namespace filter, and several closely related RabbitMQ sibling tools, the definition leaves the agent unable to predict what the call returns or how results are scoped. Annotations cover safety and there is no output schema, but the listing semantics remain entirely undocumented.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% — the required 'cluster' parameter has only a regex pattern and no prose explanation, and the optional 'namespace' relies on a $ref definition. The description does not compensate: it never explains what 'cluster' identifies or that omitting 'namespace' presumably lists across all namespaces.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no when-to-use guidance at all — no mention of when to prefer this over rabbitmq_topic_permission_get, rabbitmq_permissions_list, or how the optional namespace parameter changes what is returned. The only implied usage is the bare word 'List'.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

rabbitmq_user_getGet RabbitMQ UserD
Read-onlyIdempotent

Get RabbitMQ User

NameRequiredDescriptionDefault
userYes
clusterYes
namespaceNo

TDQS

D1.6/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, idempotentHint=true, destructiveHint=false, and openWorldHint=false, so the safety profile is covered. The description adds nothing beyond that: it does not say what a lookup returns, whether missing users error or return empty, or what permissions are needed to read a user.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness2/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The single phrase is technically short but is under-specification rather than conciseness; it omits the information an agent needs and gives no structure beyond the title echo.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness1/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

With three parameters, zero schema coverage on the required ones, and no output schema, the description carries the full burden and delivers none of it. An agent cannot learn what the call returns or how to qualify the cluster/user identifiers.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters1/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% for the required `cluster` and `user` parameters, which carry only patterns and length constraints, and the description supplies no meaning for either. Only the optional `namespace` parameter has any documentation, and that comes from the $ref definition, not the description.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines1/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no when-to-use guidance, no prerequisites, and no mention of alternatives such as rabbitmq_users_list for enumeration. The agent must infer everything from the tool name alone.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

rabbitmq_users_listList RabbitMQ UserD
Read-onlyIdempotent

List RabbitMQ User

NameRequiredDescriptionDefault
clusterYes
namespaceNo

TDQS

D1.9/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, idempotentHint=true, destructiveHint=false and openWorldHint=false, so the safety profile is fully covered elsewhere. The description adds nothing beyond that — no mention of whether results are scoped by namespace, whether the default namespace is included, or how large the result set can be.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness2/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The single line is technically free of waste, but this is under-specification rather than conciseness. There is no structure, no front-loaded scope statement, and nothing to orient the agent.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a simple two-parameter list tool with no output schema, the description should at minimum state what is returned and whether the optional namespace narrows the listing. Neither is present, leaving the cluster/namespace relationship entirely undocumented.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters1/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% and the description supplies no parameter meaning at all. The unnamed distinction between the required `cluster` and the optional `namespace` (which the $defs entry says is a project namespace with reserved default) is never explained, so an agent cannot tell whether `namespace` acts as a filter or a target scope.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no guidance on when to use this versus rabbitmq_user_get, rabbitmq_permissions_list, or rabbitmq_users_list on other backends. The agent must infer from the name alone that this enumerates users and that per-user details require a different tool.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

rabbitmq_vhost_getGet RabbitMQ VhostC
Read-onlyIdempotent

Get RabbitMQ Vhost

NameRequiredDescriptionDefault
vhostYes
clusterYes
namespaceNo

TDQS

C2/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint, idempotentHint, destructiveHint=false and openWorldHint=false, so the safety profile is covered. The description adds no behavioral context at all — no note on error behavior for a missing vhost, required permissions, or whether the optional namespace scopes the lookup — so it contributes nothing beyond structured fields.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness2/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The text is short but only because it is under-specified rather than economical; it is a verbatim echo of the title. There is no front-loaded scope, constraint, or routing information to reward the brevity.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

This is a simple single-resource read with annotations covering the safety profile and no output schema to explain, so the bar is low. Even so, the description supplies zero of the small amount of information an agent needs — namely that 'vhost' selects the record, 'cluster' selects the target, and 'namespace' is an optional scope.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0%: only the referenced NamespaceName definition is documented, while the required 'cluster' and 'vhost' parameters have bare types and patterns with no explanation. The description does not compensate — it never explains what a vhost identifier looks like, what the cluster pattern refers to, or when the optional namespace should be supplied.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no guidance on when to use this tool versus rabbitmq_vhosts_list, nor on prerequisites such as whether the vhost must already exist. The name weakly implies a single-item fetch by identifier, but nothing in the description confirms or excludes anything.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

rabbitmq_vhosts_listList RabbitMQ VhostC
Read-onlyIdempotent

List RabbitMQ Vhost

NameRequiredDescriptionDefault
clusterYes
namespaceNo

TDQS

C2/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, idempotentHint=true, destructiveHint=false, and openWorldHint=false, so the safety profile is fully covered without the description. The description adds nothing beyond that — no note on result size, ordering, pagination, or whether the list is scoped to a namespace.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness2/5

Is the description appropriately sized, front-loaded, and free of redundancy?

It is short but not concise in a useful sense — it is under-specified rather than economical. The single fragment duplicates the title verbatim, so no sentence earns its place beyond what structured fields already convey.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a two-parameter list tool with no output schema and no annotation covering return shape, the description should say whether the response is scoped, paginated, or ordered. None of that is present, leaving the agent unable to predict the result beyond 'a list of vhosts'.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% at the top level: the required 'cluster' parameter has only a pattern and length constraint with no explanation of what a cluster identifier means here. The reusable namespace ref does carry a description, but the description text itself explains neither parameter nor how the optional namespace narrows the listing.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

No when-to-use guidance is given: nothing says when to choose this over rabbitmq_vhost_get or how the required cluster parameter affects selection. The agent must infer that listing all vhosts precedes fetching one.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

rbac_policy_getRead Casbin policyC
Read-onlyIdempotent

Read Casbin policy

NameRequiredDescriptionDefault

No parameters

TDQS

C2.4/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, idempotentHint=true, openWorldHint=false and destructiveHint=false, so safety is fully covered by structured data. The description adds nothing beyond that — no note on whether this requires admin privileges, how large the policy set may be, or what the payload looks like.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

Is the description appropriately sized, front-loaded, and free of redundancy?

It is maximally short and front-loaded, so there is no wasted wording, but that brevity reflects under-specification rather than disciplined editing. A single clarifying clause about scope or return content would have cost little and added a lot.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

With no parameters the call itself is low-risk, but there is no output schema, so the description carries the burden of explaining what a 'Casbin policy' read returns — rules, model, both? — and it says none of that. An agent can invoke it but cannot predict the result.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

The tool takes zero parameters, which is the baseline-4 case; there is nothing for the description to disambiguate. Schema coverage is 100% and additionalProperties is false, so no hidden argument semantics are at risk.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no when-to-use guidance and no mention of alternatives. In a list of 90+ sibling tools, an agent has no signal for choosing rbac_policy_get over permissions_get or permission_check, and no prerequisites or exclusions are stated.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

restore_getRead restore progress and resultC
Read-onlyIdempotent

Read restore progress and result

NameRequiredDescriptionDefault
clusterYes
restoreYes
namespaceNo

TDQS

C2.1/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint, idempotentHint, destructiveHint=false and closed-world scope, so the safety profile is fully covered. The description adds nothing beyond that — no mention of whether progress is reported while running, what a completed vs failed result looks like, or whether repeated polling is expected.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

Is the description appropriately sized, front-loaded, and free of redundancy?

It is a single short, front-loaded phrase with no filler, so nothing is wasted. But it is under-specified rather than concise; the same six words could have carried the return-shape or polling context.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

With no output schema and no parameter docs, the description should explain what 'progress and result' contains and how it relates to the sibling wait tool for polling. An agent can guess it fetches restore status, but not how to use it in a restore workflow.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0%, and the only documented parameter is the nested namespace reference. The description says nothing about 'cluster' or 'restore' — notably whether 'restore' is an ID or a name, and whether 'cluster' scopes the lookup — so it fails to compensate for the coverage gap.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no guidance on when to call this versus restores_list (to enumerate restores) or wait (to block on completion). The 'progress' wording weakly implies polling, but that is left entirely to inference.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

restores_listList restore historyD
Read-onlyIdempotent

List restore history

NameRequiredDescriptionDefault
limitNo
cursorNo
clusterYes
namespaceNo

TDQS

D1.6/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint, idempotentHint, and destructiveHint=false, so the safety profile is covered. The description adds nothing beyond that — no mention of pagination behavior, default result size, or ordering of the history, which is the information an agent would actually need.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness2/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Four words are not wasteful but are under-specification rather than conciseness — no sentence here earns its place because the whole definition is a single restated title.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness1/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

With a required cluster parameter, an opaque cursor/limit pagination pair, a namespace reference type, and no output schema, the description should explain result shape and paging. It explains nothing, leaving the agent to guess at how to page through restore history.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters1/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% across four parameters, so the description carries the full burden and delivers none: limit (default 100, max 500), cursor-based pagination, the required cluster pattern, and the optional namespace filter are all undocumented in prose.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines1/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no guidance on when to use this versus restore_get, nor any mention of required prerequisites such as needing a cluster name. An agent must infer everything from the schema.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

settings_getRead OIDC configuration without client secretsB
Read-onlyIdempotent

Read OIDC configuration without client secrets

NameRequiredDescriptionDefault

No parameters

TDQS

B3/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnly, idempotent, non-destructive, closed-world behavior, so the safety profile is covered. The description adds a genuinely useful behavioral fact beyond them: client secrets are stripped from the result, which shapes what the agent can expect and prevents it hunting for credentials. It stops short of describing the shape of the returned configuration.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

A single front-loaded sentence with no filler, but it is effectively a restatement of the title and carries only one extra semantic element (secret exclusion). Efficient, though thin.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness3/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a zero-param read with no output schema, the description covers the essential caveat about secrets. However, it never says what the configuration contains (issuer, endpoints, scopes) or how it relates to neighboring settings/provider tools, leaving the agent to discover the return shape at call time.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

The tool takes zero parameters, so there is nothing for the description to disambiguate. Baseline for a parameterless tool applies.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

No when-to-use guidance, no exclusions, and no mention of alternatives. The agent must infer from the name alone that this is the settings/OIDC read path rather than provider_get or oauth_grants_list.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

supabase_function_getRead edge function source filesC
Read-onlyIdempotent

Read edge function source files

NameRequiredDescriptionDefault
nameYes
clusterYes
namespaceNo

TDQS

C2.1/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, idempotentHint=true, destructiveHint=false, and openWorldHint=false, so the safety profile is covered by structured data. The description adds no behavioral context of its own — no mention of return shape, size limits, or failure modes when the function does not exist.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

Is the description appropriately sized, front-loaded, and free of redundancy?

One short, front-loaded sentence with no filler, but the brevity comes from under-specification rather than tight editing. Nothing in it is wasteful, yet nothing extra is earned either.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

There is no output schema and only three undocumented parameters, so the description carries the burden of explaining inputs and results and does neither. An agent cannot tell what the call returns (source text, file list, signed URLs) or what the required 'name' must be.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0%; 'name' and 'cluster' are bare patterned strings with no explanation, and only 'namespace' carries a description via $ref. The description does not say what 'name' refers to (function name? file path?) or what 'cluster' identifies, so it fails to compensate for the coverage gap.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

No when-to-use guidance, no indication of when to prefer supabase_functions_list, and no stated prerequisites (auth, project state). The agent must infer everything from the name.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

supabase_functions_listList deployed edge function namesC
Read-onlyIdempotent

List deployed edge function names

NameRequiredDescriptionDefault
clusterYes
namespaceNo

TDQS

C2.1/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint, idempotentHint, non-destructive and closed-world, so safety is covered. The description adds nothing beyond that: it does not say whether results are scoped to a cluster/namespace, whether pagination applies, or what a 'deployed' function means (published vs. draft).

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

Is the description appropriately sized, front-loaded, and free of redundancy?

One short sentence with zero filler, so it is concise, but it is under-specified rather than efficiently informative – it spends its only words duplicating the title.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a two-parameter, one-required listing tool with no output schema, the agent still lacks the return shape (names only vs. full objects), scoping behavior of cluster vs. namespace, and any result-size considerations. The definition is too thin to call correctly without trial and error.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% for the top-level properties: 'cluster' is a bare pattern-constrained string with no description, and while 'namespace' has a $defs description, the description text never explains either parameter or how they scope the listing. The description therefore fails to compensate for the coverage gap.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no when-to-use guidance, no mention of the complementary supabase_function_get sibling, and no note on prerequisites such as needing a project/cluster context. The listing intent is implied only by the word 'List'.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

system_users_listList system-user metadata without passwordsC
Read-onlyIdempotent

List system-user metadata without passwords

NameRequiredDescriptionDefault
clusterYes
namespaceNo

TDQS

C2.2/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint, idempotentHint, openWorldHint=false and destructiveHint=false, so the safety profile is fully covered by structured data. The only behavioral claim, 'without passwords', is a near-literal restatement of the title and is the sole hint at return content; there is no discussion of scoping, pagination, or what metadata fields come back.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

Is the description appropriately sized, front-loaded, and free of redundancy?

It is a single short clause with zero wasted words, but that brevity reflects under-specification rather than discipline. There is no structure beyond the fragment itself, and it duplicates the title verbatim.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness3/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a two-parameter read-only listing with no output schema, the description is too thin: it never says that results are scoped per cluster, how namespace filtering works, or whether the listing is paginated. The annotations do carry the safety burden, which keeps this from being inadequate, but a caller would still be guessing about scope.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% for the properties, and the description does not explain the required `cluster` parameter or whether `namespace` acts as an optional filter. The agent gets no help beyond the raw pattern constraints in the schema, which say nothing about semantics.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no when-to-use guidance, no exclusions, and no named alternative among the many user-list siblings. The agent must infer entirely from the tool name that this is the platform's own account listing rather than a per-backend user listing.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

temporal_client_certificates_listList non-secret Temporal client certificate metadataC
Read-onlyIdempotent

List non-secret Temporal client certificate metadata

NameRequiredDescriptionDefault
clusterYes
namespaceNo

TDQS

C2.3/5.0
Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint, idempotentHint, destructiveHint=false and openWorldHint=false, so the safety profile needs no repetition. The description does add one behavioral fact beyond that: results contain only non-secret metadata (i.e., no private key material is returned), which matters for an agent deciding whether it can surface the output. It stops short of describing result shape, pagination, or empty-result behavior, and there is no output schema to fill that gap.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

Is the description appropriately sized, front-loaded, and free of redundancy?

It is a single front-loaded sentence with zero filler, which is structurally clean. But the brevity comes from under-specification rather than economy — the sentence duplicates the title and leaves out information an agent needs.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a two-parameter, one-required tool with no output schema and no annotations explaining scope, the description leaves the required 'cluster' argument and the optional namespace filter completely unaddressed. An agent can guess it lists certificates but cannot tell what to pass or what it will receive.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% on the two top-level parameters: 'cluster' is required and has only a regex/max-length constraint with no prose, and 'namespace' is an unexplained optional ref. The description says nothing about what cluster identifies, whether namespace filters results, or what happens when namespace is omitted, so it fails to compensate for the coverage gap.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no when-to-use guidance, no prerequisites, and no mention of any alternative or related tool. An agent gets no signal about whether this must be paired with a cluster lookup or scoped to a namespace, nor when to prefer another sibling.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

temporal_namespaces_listList Temporal namespacesC
Read-onlyIdempotent

List Temporal namespaces

NameRequiredDescriptionDefault
clusterYes
namespaceNo

TDQS

C2/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, idempotentHint=true, destructiveHint=false and openWorldHint=false, so the safety profile is fully covered elsewhere. The description contributes nothing beyond that — no note on whether results are scoped to the required cluster, whether the optional namespace acts as a filter, or what happens if the namespace does not exist. There is no contradiction, just no added value.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness2/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The text is short but that is under-specification rather than conciseness — there is only one clause that merely echoes the title. Nothing is front-loaded because there is no substantive content to structure.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a listing tool with a required cluster selector and an optional namespace parameter, and with no output schema to describe return values, the description should clarify scoping and result shape. It leaves both the cluster scoping and the namespace-filter question entirely unresolved.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is effectively 0%: only the reused NamespaceName $def carries explanatory text, while the required 'cluster' parameter is completely undocumented. The description does not compensate at all, and worse, it says 'List' while accepting an optional namespace, leaving it unclear whether that parameter filters the listing or fetches a single namespace.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no when-to-use guidance, no mention of alternatives such as namespaces_list or namespace_get, and no indication of whether the optional namespace parameter narrows the listing. The agent is left to infer selection purely from the tool name.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

version_getRead server build and API versionC
Read-onlyIdempotent

Read server build and API version

NameRequiredDescriptionDefault

No parameters

TDQS

C2.5/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already state readOnlyHint=true, idempotentHint=true, destructiveHint=false, and openWorldHint=false, so safety is fully covered structurally. The description adds nothing beyond that — no note that it requires no auth scope, no mention of whether build info includes commit/branch fields or caching. With annotations doing all the work, this stays low.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

Is the description appropriately sized, front-loaded, and free of redundancy?

A single short clause, front-loaded and free of padding, so it is not bloated. However, it duplicates the title word for word, so the one sentence does not really earn its place by adding information.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness3/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a zero-parameter, read-only, closed-world tool this is the minimum viable definition — the agent can invoke it correctly. With no output schema, it would help to say what the payload looks like (e.g. build number vs API version string), which is left unstated.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

The tool takes zero parameters, which is the baseline-4 case; there is nothing for the description to clarify beyond what the empty schema shows.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no guidance on when to call this versus health_get or cluster_get, no mention of whether it should be used for compatibility checks, and no stated exclusions. Usage is only implied by the word 'version'.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

waitB
Read-onlyIdempotent

Wait for exactly one operation, cluster generation, backup or restore. Timeout never cancels the underlying operation.

NameRequiredDescriptionDefault
backupNo
clusterNo
restoreNo
timeoutNo
namespaceNo
operationNo
generationNo

TDQS

B3.1/5.0
Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnly, idempotent, non-destructive, closed-world, so the safety profile is covered. The description adds one genuinely useful non-obvious behavior: a timeout never cancels the underlying operation. However, it does not say what happens to the caller on timeout (error vs. partial status), whether the call blocks, or what is returned, so the added context is thin.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Two short sentences, front-loaded with the core purpose and followed by the key constraint. There is no filler, though the compressed phrasing "exactly one operation, cluster generation, backup or restore" reads awkwardly and could be clearer without adding length.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

With 7 optional parameters, no output schema, and no per-parameter documentation, the description leaves important gaps: what the call returns when the wait succeeds or times out, and how the mutually exclusive target parameters interact with namespace. The one behavioral fact it gives (timeout does not cancel) is useful but insufficient for a tool of this complexity.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% across 7 parameters, so the description must carry the load. It does add one meaningful rule not present in the schema: exactly one target must be specified among operation/cluster generation/backup/restore. It says nothing about namespace, the role of timeout (default 120, max 600), or how "generation" pairs with "cluster," leaving substantial gaps.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description uses a specific verb ("wait") plus an enumerated set of target resources (operation, cluster generation, backup, restore), so an agent can tell this is a blocking/poll-until-done tool. It does not differentiate itself from adjacent polling siblings such as operation_get, operations_list, or cluster_operations_list, which keeps it from a 5.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no explicit when-to-use or when-not-to-use guidance, and no sibling is named as an alternative (e.g., use operation_get for a one-shot status check, wait for blocking until terminal). The only implied guidance is the phrase "exactly one," which hints at single-target selection but is never stated as a rule.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

weaviate_role_getGet a Weaviate RBAC roleC
Read-only

Get a Weaviate RBAC role

NameRequiredDescriptionDefault
roleYes
clusterYes
namespaceNo

TDQS

C2.1/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, destructiveHint=false and openWorldHint=false, so the safety profile is covered. The description contributes nothing further: it does not mention error behavior for a missing role, whether namespace scoping changes resolution, or what the returned payload contains.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

Is the description appropriately sized, front-loaded, and free of redundancy?

It is a single, front-loaded sentence with no wasted words, so it is concise. The problem is under-specification rather than verbosity, which caps this dimension at an adequate-but-thin level.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

With three parameters, 0% schema coverage and no output schema, the description should explain what is returned and how role/cluster/namespace combine. Instead it offers one bare sentence, leaving the agent to guess at the response shape and scoping semantics.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0%; only the referenced NamespaceName definition carries a description, leaving 'role' and 'cluster' documented solely by length/pattern constraints. The description does not explain what 'role' identifies (role name vs. ID) or what 'cluster' selects, so it fails to compensate for the coverage gap.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no guidance on when to call this versus weaviate_roles_list (list) or weaviate_user_get. The agent must infer that this fetches a single role by name, and nothing is said about prerequisites such as whether the role must already exist.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

weaviate_roles_listList Weaviate RBAC rolesC
Read-only

List Weaviate RBAC roles

NameRequiredDescriptionDefault
clusterYes
namespaceNo

TDQS

C2.1/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint and non-destructive, so safety is covered. The description adds nothing about scope (cluster-wide versus namespace-scoped), whether the default namespace's roles are included, or the shape/size of the returned list.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

Is the description appropriately sized, front-loaded, and free of redundancy?

It is a single short sentence with no wasted words, but it is under-specified rather than concise; there is nothing front-loaded beyond what the tool name already says.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a two-parameter, 0%-schema-coverage list tool with no output schema, the description should at minimum explain the cluster/namespace scoping and what the list contains. None of that is present.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% and neither parameter is explained in the schema. The description never mentions the required 'cluster' parameter or the optional 'namespace' filter, so it does not compensate for the gap — notably, it never clarifies that results may be limited to a namespace.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no guidance on when to use this versus weaviate_role_get or the other engine-specific role listers, and no mention of prerequisites, pagination, or result ordering. An agent must infer usage entirely from the name.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

weaviate_user_getGet a Weaviate database userC
Read-only

Get a Weaviate database user

NameRequiredDescriptionDefault
userYes
clusterYes
namespaceNo

TDQS

C2/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, destructiveHint=false, openWorldHint=false, so the safety profile is covered structurally. The description adds nothing beyond that: no statement of what happens when the user does not exist, whether the lookup is scoped to the default namespace when 'namespace' is omitted, or what the response contains. The non-idempotent hint (idempotentHint=false) on an obviously read-only get is also left unremarked.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness2/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The single sentence is short and front-loaded, but for a three-parameter tool with two required parameters it is under-specified rather than concise. There is no wasted wording, yet nothing earns its place beyond a restatement of the name.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

With no output schema and no annotation-level explanation of the cluster/namespace model, the description leaves the agent without enough information to call the tool confidently. It does not explain how a Weaviate user is identified across cluster and namespace, which is the core ambiguity for this tool.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% per the context signals (only 'namespace' is documented, via a $ref), and the description mentions no parameters at all. Neither 'cluster' (constrained to 2–12 lowercase characters) nor the required 'user' string is explained, and there is no note that 'namespace' is optional or that it defaults to the default namespace.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no when-to-use guidance, no mention of prerequisites such as whether the cluster or namespace must exist, and no pointer to weaviate_users_list for enumeration or weaviate_role_get for related lookups. The agent must infer usage entirely from the tool name.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

weaviate_users_listList Weaviate database usersC
Read-only

List Weaviate database users

NameRequiredDescriptionDefault
clusterYes
namespaceNo

TDQS

C2.1/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, destructiveHint=false and openWorldHint=false, so the read-only safety profile is known without the description. The description adds nothing beyond that – no note on scope (all users vs per-cluster), pagination, or whether the default namespace is included – so it fails to earn credit even against the lower annotated bar.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The single short sentence is front-loaded and free of waste, but its brevity comes from under-specification rather than disciplined editing. There is no structure to speak of because there is essentially no content.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a two-parameter list tool with no output schema, the description should at least clarify listing scope and the meaning of the optional namespace; it does neither. An agent can guess the intent from the name but cannot confirm behavior from the definition.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% overall: the required `cluster` parameter has only a regex pattern and no explanatory text anywhere, and `namespace` is documented only indirectly through the $defs entry. The description supplies none of the missing semantics, such as what a cluster identifier looks like or how omitting `namespace` is interpreted.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

Tautological: description restates name/title.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no when-to-use guidance, no mention of the alternative weaviate_user_get for fetching a single user, and no note about whether a namespace is required to scope the listing or whether it defaults to something. Nothing routes the agent between this and its siblings.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

  1. 93 tool updatesv0.4.3
    • First observedaccount_get
    • First observedaccounts_list
    • First observedagent_rollout_settings_get
    • First observedapi_token_get
    • First observedapi_tokens_list
    • First observedbackends_list
    • First observedbackup_drill_get
    • First observedbackup_drills_list
    • First observedbackup_get
    • First observedbackup_storage_get
    • First observedbackup_storages_list
    • First observedbackups_list
    • First observedcluster_balancer_get
    • First observedcluster_diagnose
    • First observedcluster_get
    • First observedcluster_member_get
    • First observedcluster_members_list
    • First observedcluster_metrics_get
    • First observedcluster_operations_list
    • First observedcluster_placement_get
    • First observedcluster_status_get
    • First observedclusters_list
    • First observedcontrol_plane_backup_policy_get
    • First observedcontrol_plane_backups_list
    • First observedcurrent_user_get
    • First observeddatabase_role_get
    • First observeddatabase_roles_list
    • First observeddatabase_user_get
    • First observeddatabase_users_list
    • First observedelasticsearch_api_keys_list
    • First observedelasticsearch_role_get
    • First observedelasticsearch_roles_list
    • First observedelasticsearch_user_get
    • First observedelasticsearch_users_list
    • First observedevents_list
    • First observedhealth_get
    • First observedmember_logs_get
    • First observedmysql_database_get
    • First observedmysql_databases_list
    • First observedmysql_grants_list
    • First observedmysql_user_get
    • First observedmysql_users_list
    • First observednamespace_get
    • First observednamespaces_list
    • First observedneo4j_user_get
    • First observedneo4j_users_list
    • First observednotification_channel_get
    • First observednotification_channels_list
    • First observedoauth_grants_list
    • First observedopenbao_database_connection_get
    • First observedopenbao_database_connections_list
    • First observedoperation_get
    • First observedoperations_list
    • First observedorphaned_volumes_list
    • First observedpermission_check
    • First observedpermissions_get
    • First observedpitr_window_get
    • First observedpostgres_bindings_list
    • First observedpostgres_database_get
    • First observedpostgres_databases_list
    • First observedpostgres_grants_list
    • First observedpostgres_role_get
    • First observedpostgres_roles_list
    • First observedprometheus_metrics_get
    • First observedprovider_get
    • First observedproviders_list
    • First observedrabbitmq_operator_policies_list
    • First observedrabbitmq_operator_policy_get
    • First observedrabbitmq_permission_get
    • First observedrabbitmq_permissions_list
    • First observedrabbitmq_policies_list
    • First observedrabbitmq_policy_get
    • First observedrabbitmq_topic_permission_get
    • First observedrabbitmq_topic_permissions_list
    • First observedrabbitmq_user_get
    • First observedrabbitmq_users_list
    • First observedrabbitmq_vhost_get
    • First observedrabbitmq_vhosts_list
    • First observedrbac_policy_get
    • First observedrestore_get
    • First observedrestores_list
    • First observedsettings_get
    • First observedsupabase_function_get
    • First observedsupabase_functions_list
    • First observedsystem_users_list
    • First observedtemporal_client_certificates_list
    • First observedtemporal_namespaces_list
    • First observedversion_get
    • First observedwait
    • First observedweaviate_role_get
    • First observedweaviate_roles_list
    • First observedweaviate_user_get
    • First observedweaviate_users_list

TDQS

C2.2/5.0

Scored across 93 tools

Disambiguation3/5

Many get/list pairs are resource-specific and descriptions are detailed, but several tools overlap: cluster_get vs cluster_status_get vs cluster_diagnose, account_get vs current_user_get/system_users_list, operations_list vs cluster_operations_list, and permissions_get vs permission_check/rbac_policy_get. These boundaries will cause some misselection.

Naming Consistency5/5

Nearly all names use snake_case noun_verb patterns such as resource_get, resources_list, permission_check, and engine-prefixed variants. Singular get vs plural list is applied consistently, and the few outliers like wait remain readable within the same convention.

Tool Count1/5

93 tools is far beyond the well-scoped 3-15 range and exceeds the 50+ threshold for extreme count mismatch. The surface is fragmented into many per-resource get/list pairs across multiple engines, making the server unwieldy.

Completeness2/5

The surface is overwhelmingly read-only: it exposes list/get for clusters, backups, restores, users, roles, tokens, policies, and settings but lacks create/update/delete/start/cancel/revoke operations. For an infrastructure control plane, these are significant lifecycle gaps that will block many agent workflows.

Maintenance

ActivityMaintained
ResponsivenessNo recent community issues

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