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Unified MCP Server is a remote MCP connector for AI agents and vertical AI products that provides access to 22,000+ authorized SaaS tools across 400+ integrations and 24 categories directly inside LLMs (Claude, GPT, Gemini, Cohere). Tools operate only on explicitly authorized customer connections, enabling agents to safely read and write against live third-party systems.

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Healthy
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Streamable HTTP
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Glama MCP Gateway

Connect through Glama MCP Gateway for full control over tool access and complete visibility into every call.

MCP client
Glama
MCP server

Full call logging

Every tool call is logged with complete inputs and outputs, so you can debug issues and audit what your agents are doing.

Tool access control

Enable or disable individual tools per connector, so you decide what your agents can and cannot do.

Managed credentials

Glama handles OAuth flows, token storage, and automatic rotation, so credentials never expire on your clients.

Usage analytics

See which tools your agents call, how often, and when, so you can understand usage patterns and catch anomalies.

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Tool DescriptionsD

Average 2/5 across 25 of 25 tools scored. Lowest: 1/5.

Server CoherenceA
Disambiguation5/5

Each tool targets a distinct resource (connection, environment, webhook, secrets manager, API call, issue, integration, docs) with a clear action. The only potential overlap (get_unified_connection vs get_unified_connection_mcp_url) is resolved by the MCP URL tool's specific purpose, leaving no ambiguity.

Naming Consistency3/5

Most tools follow a verb_unified_noun pattern (e.g., create_unified_connection), but search_docs breaks the pattern (missing 'unified'). Additionally, there are singular/plural mismatches: 'apicall' vs 'apicalls' and 'workspace_secretsmanager' vs 'workspace_secretsmanagers'. These inconsistencies hurt predictability.

Tool Count4/5

25 tools is on the higher side but reasonable for a comprehensive integration platform. Each tool earns its place covering CRUD for multiple resources. It is not excessive (under 30) and the scope justifies the count.

Completeness3/5

Core resources (connections, environments, webhooks, secrets) have full CRUD (create, read, update, delete). However, issues and API calls lack create/update/delete, and integrations only have list. Missing update for environment and secrets manager. This leaves notable gaps for issue management.

Available Tools

25 tools
create_unified_connectionDInspect

create connection. add connection. insert connection. build connection. generate connection. provision connection. instantiate connection. establish connection.

ParametersJSON Schema
NameRequiredDescriptionDefault
authNoAn authentication object that represents a specific authorized user's connection to an integration
is_pausedNoWhether this integration has exceed the monthly limit of the plan
categoriesYesThe Integration categories that this connection supports
environmentNo
permissionsYesArray
workspace_idNo(reference to KmsSpace)
external_xrefNocustomer's user ID
last_healthy_atNo(ISO-8601 / YYYY-MM-DDTHH:MM:SSZ format)
integration_nameNo
integration_typeYesThe integration type
last_unhealthy_atNo(ISO-8601 / YYYY-MM-DDTHH:MM:SSZ format)
secretsmanager_idNothe ID of the SecretsManager object
secretsmanager_keyNothe key/path/name of the secret within the vault
Behavior2/5

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

No annotations provided, and description only implies mutation via 'create'. Does not disclose side effects, idempotency, error behavior, or required authentication.

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?

Extremely short but repetitive and uninformative. Eight synonymous verbs waste space without adding 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?

For a tool with 13 parameters, nested objects, and no output schema, the description fails to provide behavioral or usage context. It is insufficient for an agent to decide if and how to invoke it.

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 covers 85% of parameters with descriptions, but the tool description adds no parameter-specific information. It merely repeats 'create connection' without explaining any input.

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

Purpose1/5

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

Description is a list of synonyms for 'create connection' (add, insert, build, etc.) without specifying what a unified connection is or how it differs from siblings like create_unified_environment or create_unified_webhook. It is a tautology.

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 tool versus alternatives. Lacks context about prerequisites, scenarios, or exclusions.

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

create_unified_environmentCInspect

create new environments. add new environments. insert new environments. build new environments. generate new environments. provision new environments. instantiate new environments. establish new environments.

ParametersJSON Schema
NameRequiredDescriptionDefault

No parameters

Behavior2/5

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

No annotations are present, and the description offers no behavioral insights beyond the fact that the tool creates something. It does not disclose authentication needs, side effects, rate limits, or the nature of the created environment.

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 description is highly repetitive, using eight different verbs all meaning essentially the same thing. It could be condensed to a single clear sentence. The lack of structure and redundancy wastes the agent's scanning time.

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?

Despite no parameters and no output schema, the description fails to provide any context about what constitutes an environment, how creation behaves, or what the outcome is. It is completely inadequate for an agent to decide whether to invoke this tool.

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 input schema has no parameters, and the description does not add any meaning beyond that. With 100% schema coverage for zero parameters, a baseline of 4 would apply, but the description's synonym list adds no value, so a 3 is appropriate as it is minimally adequate.

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?

The description is a list of synonyms for 'create' (e.g., 'add', 'insert', 'build') that redundantly restate the tool name without specifying what an 'environment' is or how it differs from sibling tools like create_unified_connection. It lacks a clear verb+resource with differentiation.

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 is provided on when to use this tool versus alternatives. The description does not mention any prerequisites, context, or exclusion criteria for creating environments compared to connections, webhooks, etc.

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

create_unified_webhookDInspect

create webhook subscription. add webhook subscription. insert webhook subscription. build webhook subscription. generate webhook subscription. provision webhook subscription. instantiate webhook subscription. establish webhook subscription. create callback subscription. create hook subscription.

ParametersJSON Schema
NameRequiredDescriptionDefault
metaNo
runsNoAn array of the most revent virtual webhook runs
eventYes
db_urlNo
fieldsNo
db_typeNo
filtersNo
is_betaNo
hook_urlNoThe URL of the webhook
intervalNoThe interval (in minutes) to check for updated/new objets
db_schemaNo
is_pausedNo
checked_atNoThe last date/time that a check was done on this object (ISO-8601 / YYYY-MM-DDTHH:MM:SSZ format)
is_healthyNo
environmentNo
object_typeYesThe object to return (eg
webhook_typeNo
workspace_idNo(reference to KmsSpace)
connection_idYes
db_name_prefixNo
page_max_limitNo
integration_typeNo
Behavior1/5

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

With no annotations, the description carries full burden for behavioral disclosure, but it only lists synonyms and fails to mention any traits like prerequisites, side effects, or rate limits.

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 description is a long, redundant list of synonyms that wastes space without conveying meaningful information; it is not concise or well-structured.

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?

Given 22 parameters, low schema coverage, no output schema, and no annotations, the description is entirely inadequate for an agent to understand the tool's purpose and usage.

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 low (27%) and the description adds no information about any parameters, leaving 22 parameters largely unexplained beyond 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?

The description is a tautology, repeating 'create webhook subscription' in many synonyms without stating the tool's specific purpose or distinguishing it from sibling tools like update_unified_webhook or get_unified_webhook.

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 is provided on when to use this tool versus alternatives (e.g., create vs. update vs. list webhooks), leaving the agent without contextual usage direction.

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

create_unified_workspace_secretsmanagerDInspect

create secrets manager. add secrets manager. insert secrets manager. build secrets manager. generate secrets manager. provision secrets manager. instantiate secrets manager. establish secrets manager.

ParametersJSON Schema
NameRequiredDescriptionDefault
dcsNodata-regions
authYessecrets-manager specific authentication values
nameYes
typeYes
workspace_idNo(reference to KmsSpace)
Behavior1/5

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

No annotations provided, and the description fails to disclose any behavioral traits such as side effects, idempotency, required permissions, or error conditions. It only states 'create' without elaboration.

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

Conciseness1/5

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

The description is unnecessarily repetitive, listing eight synonyms. It is not concise, front-loaded, or structured effectively.

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 5 parameters, required fields, nested objects, and no output schema, the description is severely incomplete. It fails to explain the tool's purpose, expected behavior, or return value.

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 adds no meaning beyond the input schema. With 60% schema description coverage, the description should clarify parameters like 'auth' or 'workspace_id', but it doesn't.

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

Purpose1/5

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

The description is a tautology, consisting of synonyms for 'create' repeated with the same noun phrase. It restates the tool name without specifying what a secrets manager is or how it differs from other tools.

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 tool versus alternatives like create_unified_connection. No context on prerequisites or conditions for creation.

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

get_unified_apicallCInspect

retrieve specific api call by its id. get specific api call by its id. fetch specific api call by its id. read specific api call by its id. look up specific api call by its id. access specific api call by its id. query specific api call by its id. pull specific api call by its id. return one specific api call by its id. retrieve specific api conversation by its id. retrieve specific api interaction by its id.

ParametersJSON Schema
NameRequiredDescriptionDefault
idYesThe ID of the apicall to get
Behavior2/5

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

No annotations are provided, so the description carries the full burden. It only states 'retrieve' (read operation) but does not disclose any behavioral traits like error handling, required permissions, or rate limits.

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

Conciseness1/5

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

The description is extremely repetitive with 11 variations of the same phrase. It should be a single clear sentence. This is wasteful and harms readability.

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 get-by-id tool, the description states the basic purpose. However, it lacks context about return value (no output schema), and does not mention that it retrieves a full resource or that the ID is a required path parameter.

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 coverage is 100% with a single parameter 'id' described. The description adds nothing beyond 'by its id' and is repetitive, so it meets the baseline for high coverage but adds little value.

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 clear verb+resource ('retrieve specific api call by its id') and the tool name matches. However, it redundantly repeats the same idea in 11 variations without distinguishing from siblings like list_unified_apicalls or other get tools.

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 tool versus alternatives. It's implied you use it when you have an ID, but no explicit context, prerequisites, or when-not conditions.

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

get_unified_connectionCInspect

retrieve connection. get connection. fetch connection. read connection. look up connection. access connection. query connection. pull connection. return one connection.

ParametersJSON Schema
NameRequiredDescriptionDefault
idYesThe ID of the connection to get
Behavior2/5

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

No annotations provided. Description only repeats the tool's name in verb form. Does not disclose idempotency, error behavior, or authentication needs. For a simple read, even minimal context (e.g., 'Returns a single connection object') would help.

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 description is highly redundant, listing nine synonyms of 'get'. This wastes tokens and adds no value. A single sentence such as 'Retrieve a single unified connection by ID.' would be clearer and more 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 has one parameter, no output schema, and no annotations. The description does not explain what a 'connection' is, the expected return format, or any constraints. A minimal complete description would specify that it returns a connection object or reference sibling tools for related operations.

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 coverage is 100% with a clear 'id' description. The tool description adds no extra parameter meaning. Baseline 3 is appropriate because the schema already documents the parameter adequately.

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 uses multiple synonyms for 'retrieve', indicating a single connection retrieval, but fails to define what a 'unified connection' is or differentiate it from listing (sibling list_unified_connections). It is clear in verb but vague in resource scope.

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 tool versus alternatives (e.g., list_unified_connections for multiple, create_unified_connection for creation). No when-not or precondition advice.

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

get_unified_connection_mcp_urlAInspect

Get the MCP remote server URL for a specific connection ID. Returns a ready-to-use, connection-scoped MCP endpoint (both Streamable HTTP and SSE) that exposes that connection's integration-specific tools. Authenticate with a workspace API key to use this. Optional server options (permissions, tools, aliases, defer_tools, dc, hide_sensitive, include_external_tools) are baked into the returned URL as query parameters..

ParametersJSON Schema
NameRequiredDescriptionDefault
dcNoPreferred data center / region for the generated URL
modeNoAuthentication mode for the generated URL
toolsNoComma-separated list of tool IDs or wildcard patterns to limit which tools the URL exposes (e
aliasesNoCustom description aliases in the form 'key:alt1,alt2;key2:alt3' to improve tool matching (e
defer_toolsNoDefer tool loading to reduce context usage
permissionsNoComma-separated permission scopes to limit the tools exposed by the URL (e
connection_idYesThe ID of the connection to generate an MCP remote URL for
hide_sensitiveNoWhen true, strips PII and other sensitive fields from tool responses before they reach the LLM
include_external_toolsNoWhen true, exposes the vendor's raw passthrough endpoints as additional callable MCP tools
Behavior3/5

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

With no annotations provided, the description carries full burden. It discloses the authentication requirement and explains that the returned URL includes server options as query parameters. It does not discuss error behavior, rate limits, or idempotency, but the read-only nature and output format are described.

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?

The description is two sentences, front-loaded with the main purpose. It is concise and avoids redundancy, though there is a minor typo (double period). Every sentence adds necessary information.

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?

Given the lack of output schema, the description adequately explains the return value: a ready-to-use, connection-scoped MCP endpoint. It covers both protocols (Streamable HTTP and SSE). No information is missing for typical use, though error cases could be mentioned.

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?

Schema coverage is 100%, so baseline is 3. The description adds value by clarifying that optional server options are 'baked into the returned URL as query parameters', which explains how parameters affect the output beyond the schema's descriptions.

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 clearly states the verb ('Get') and resource ('MCP remote server URL for a specific connection ID'). It distinguishes from sibling tools like 'get_unified_connection' by specifying it returns an endpoint URL, not the connection object.

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 mentions authentication with a workspace API key and that optional server options are embedded in the URL. However, it does not explicitly state when to use this tool versus alternatives (e.g., get_unified_connection) or provide when-not guidance. Usage is implied but not detailed.

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

get_unified_issueDInspect

retrieve support issue. get support issue. fetch support issue. read support issue. look up support issue. access support issue. query support issue. pull support issue. return one support issue.

ParametersJSON Schema
NameRequiredDescriptionDefault
idYesThe ID of the issue to get
Behavior1/5

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

With no annotations, the description must disclose behavioral traits but does not. It fails to indicate idempotency, read-only nature, authentication needs, rate limits, or destructive potential. The description only states the obvious.

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

Conciseness1/5

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

The description is a verbose, repetitive list of synonyms (nine separate phrases) that wastes space. A single sentence would suffice. This is not concise.

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?

No output schema exists, so the description should explain what is returned (e.g., issue fields, success/error conditions). It does not. Also lacks context among siblings (e.g., listing vs. single retrieval).

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 coverage is 100% (single parameter 'id' has a description). The tool description adds no extra meaning beyond the schema. Baseline of 3 is appropriate because the schema already documents the parameter.

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?

The description merely lists synonyms of 'retrieve' and 'support issue' (e.g., 'get', 'fetch', 'read'), which adds no clarity beyond the tool's name. It does not distinguish this single-issue retrieval from the sibling list_unified_issues tool.

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 is provided on when to use this tool versus alternatives (e.g., list_unified_issues). There is no mention of when not to use it, prerequisites, or typical scenarios.

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

get_unified_webhookCInspect

retrieve webhook by its id. get webhook by its id. fetch webhook by its id. read webhook by its id. look up webhook by its id. access webhook by its id. query webhook by its id. pull webhook by its id. return one webhook by its id. retrieve callback by its id. retrieve hook by its id.

ParametersJSON Schema
NameRequiredDescriptionDefault
idYesThe ID of the webhook to get
Behavior2/5

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

No annotations are present, so the description must carry the full burden. It only repeats the basic retrieval action without disclosing behavioral traits like error handling, idempotency, authentication requirements, or any potential side effects.

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

Conciseness1/5

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

The description is highly repetitive, using 11 different phrasings for the same concept. It wastes space and offers no structured information. A single sentence would suffice.

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 lack of output schema and annotations, the description should compensate by detailing return values, error scenarios, or behavior. It fails to do so, leaving the agent with minimal context about what the response contains.

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 coverage is 100% with a single 'id' parameter described as 'The ID of the webhook to get'. The description adds no extra meaning beyond the schema, so the baseline score of 3 is appropriate.

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?

The description redundantly lists over ten synonyms for 'get by id' without differentiating from sibling tools like list_unified_webhooks. It is a tautology that merely restates the tool's name and function without clarifying scope or uniqueness.

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 is provided on when to use this tool versus alternatives such as list_unified_webhooks or other get tools. The description offers no context about prerequisites, common use cases, or selection heuristics.

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

get_unified_workspace_secretsmanagerDInspect

retrieve secrets manager. get secrets manager. fetch secrets manager. read secrets manager. look up secrets manager. access secrets manager. query secrets manager. pull secrets manager. return one secrets manager.

ParametersJSON Schema
NameRequiredDescriptionDefault
idYesThe ID of the workspace to get
Behavior1/5

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

No annotations provided, and the description fails to disclose any behavioral traits. Does not state whether it is read-only, requires authentication, or what happens on error. The synonyms imply read but are not explicit.

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

Conciseness1/5

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

The description is extremely verbose and redundant, listing 11 synonyms in separate sentences. A single clear sentence would suffice; this structure wastes tokens and provides no benefit.

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?

Given no output schema and no annotations, the description should provide comprehensive context. It fails to describe the return value, any side effects, or error behavior, leaving the agent with virtually no useful information.

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 coverage is 100% (the single 'id' parameter is described), so the description adds no extra meaning. Baseline 3 applies; description does not enhance parameter understanding.

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

Purpose1/5

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

Description is a repetitive list of synonyms for 'get' (retrieve, fetch, read, etc.) and does not clarify what a secrets manager is or what the tool actually does. It is a tautology that restates the tool name without adding specificity.

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 tool vs sibling tools like list_unified_workspace_secretsmanagers or create versions. No mention of prerequisites, context, or conditions.

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

list_unified_apicallsDInspect

returns api calls. returns api conversations. returns api interactions.

ParametersJSON Schema
NameRequiredDescriptionDefault
envNo
sortNo
typeNoFilter the results to just this type
errorNoFilter the results for API Calls with errors
limitNo
orderNo
offsetNo
webhook_idNoFilter the results to just this webhook
is_billableNoFilter the results for only billable API Calls
updated_gteNoReturn only results whose updated date is equal or greater to this value (ISO-8601 / YYYY-MM-DDTHH:MM:SSZ format)
connection_idNoFilter the results to just this integration
external_xrefNoFilter the results to only those integrations for your user referenced by this value
integration_typeNoFilter the results to just this integration
Behavior2/5

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

With no annotations, the description carries full burden. It only says 'returns' without disclosing any behavioral traits such as pagination, read-only nature, or required permissions.

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 description is three short sentences that are essentially repetitive, stating the same thing three times. It is not efficient and wastes space without adding value.

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?

Given 13 parameters, no output schema, and no annotations, the description is grossly inadequate. It fails to explain the filtering options, response format, or any usage context, making it nearly useless for an agent.

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 description adds no parameter explanation. While schema coverage is 62%, the description does not compensate for the undocumented parameters or provide context for the filtering capabilities.

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?

The description is vague and repetitive: 'returns api calls. returns api conversations. returns api interactions.' It does not clearly state that this tool lists API calls, and it fails to distinguish from sibling tools like get_unified_apicall or list_unified_connections.

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 tool versus alternatives. There is no mention of context, filters, or when to prefer other list tools.

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

list_unified_connectionsDInspect

list all connections. enumerate all connections. browse all connections. show all connections. view all connections. fetch all connections. index all connections. return all all connections. get all connections. fetch all connections. index all connections.

ParametersJSON Schema
NameRequiredDescriptionDefault
envNo
sortNo
limitNo
orderNo
offsetNo
categoriesNoFilter the results on these categories
updated_gteNoReturn only results whose updated date is equal or greater to this value (ISO-8601 / YYYY-MM-DDTHH:MM:SSZ format)
external_xrefNoFilter the results to only those integrations for your user referenced by this value
Behavior1/5

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

No annotations are provided, and the description offers no behavioral information. It does not state whether the operation is read-only, requires authentication, supports pagination, or other side effects. The description is purely synonyms.

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 description is overly repetitive and padded with a dozen synonyms. It could be reduced to a single sentence without loss of information. This wastes tokens and obscures meaning.

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?

Given the complexity (8 parameters, no annotations, no output schema), the description is completely inadequate. It fails to cover return values, parameter usage, filtering, pagination, or any operational context.

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 low (38%) and the description does not explain any parameters. Parameters like env, sort, limit, order, offset, categories, updated_gte, external_xref are left undocumented. The description adds no value beyond 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?

The description repetitively lists synonyms of 'list' and 'connections' without specifying what kind of connections (e.g., integrations, APIs). It fails to distinguish from sibling tools like list_unified_integrations or get_unified_connection. The purpose is vague and tautological.

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 tool versus alternatives (e.g., get_unified_connection for a single connection). No mention of filtering, pagination, or prerequisites. Lacks any usage context.

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

list_unified_environmentsCInspect

returns all environments.

ParametersJSON Schema
NameRequiredDescriptionDefault

No parameters

Behavior2/5

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

No annotations are present, so the description must disclose behavioral traits. It does not mention whether the operation is read-only, if there is pagination, filtering, or any side effects. The description only states the basic function.

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?

The description is extremely concise (two words) and front-loaded. No unnecessary words. However, it could be slightly expanded to include the scope (e.g., 'all environments in the current workspace') without losing conciseness.

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 no output schema and no annotations, the description lacks critical context such as return format, pagination, filtering options, and whether it returns a list or details. For a list tool, this is incomplete.

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 input schema is empty, resulting in 100% schema description coverage. The description adds no parameter-level detail but accurately reflects that the tool takes no parameters. Baseline 3 is appropriate.

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 'returns all environments' clearly states the tool's action and resource. It distinguishes from siblings like create_unified_environment or list_unified_connections, though it could specify the verb 'list' for consistency.

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 is provided on when to use this tool versus alternatives such as list_unified_connections or get_unified_environment. There is no context on prerequisites or exclusions.

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

list_unified_integrationsDInspect

returns all integrations.

ParametersJSON Schema
NameRequiredDescriptionDefault
envNo
typeNoFilter the results for only this integration type
limitNo
activeNoFilter the results for only the workspace's active integrations
offsetNo
summaryNo
categoriesNoFilter the results on these categories
updated_gteNo(ISO-8601 / YYYY-MM-DDTHH:MM:SSZ format)
Behavior1/5

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

No annotations provided, and the description fails to disclose behavioral traits such as pagination, rate limits, or whether it returns all integrations at once. The schema hints at pagination via limit/offset, but the description ignores this.

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?

Single sentence but under-specified; it does not earn its place by providing necessary detail, making it more of a placeholder than a concise 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?

Given 8 parameters with no output schema and no annotations, the description is completely inadequate for an agent to understand or 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?

Description adds no meaning to any of the 8 parameters; with 50% schema coverage, the description does not compensate by explaining parameter roles or valid values.

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

Purpose1/5

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

Description 'returns all integrations' is a tautology that merely restates the tool name without clarifying what 'integrations' are or how this differs from sibling tools like list_unified_connections or list_unified_webhooks.

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?

No guidance on when to use this tool versus alternatives; no context on prerequisites, exclusions, or typical use cases.

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

list_unified_issuesDInspect

list support issues. enumerate support issues. browse support issues. show support issues. view support issues. fetch support issues. index support issues. return all support issues.

ParametersJSON Schema
NameRequiredDescriptionDefault
sortNo
limitNo
orderNo
offsetNo
updated_gteNoReturn only results whose updated date is equal or greater to this value (ISO-8601 / YYYY-MM-DDTHH:MM:SSZ format)
Behavior1/5

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

No annotations are present, and the description offers no behavioral details such as pagination, sorting, or filtering behavior. The agent receives no information about the tool's operational characteristics beyond the name.

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

Conciseness1/5

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

The description is unnecessarily verbose, repeating the same idea eight times (e.g., 'list', 'enumerate', 'browse', etc.). It wastes tokens without adding value.

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?

Given five parameters and no output schema, the description is severely lacking. It fails to explain what a 'support issue' is, how the tool behaves, or what the response looks like. The tool is completely underspecified.

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 does not mention any parameters or their meanings. With schema description coverage at only 20%, the description fails to compensate, leaving the agent without context for how to use parameters like 'sort', 'limit', 'order', 'offset', or 'updated_gte'.

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?

The description is a list of synonyms for 'list' and 'support issues', essentially restating the tool name without adding specificity. It does not distinguish from sibling tools like list_unified_connections or list_unified_environments.

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?

No guidance is provided on when to use this tool versus alternatives. Sibling tools exist for creating, getting, updating, and deleting, but there is no indication of when listing is appropriate.

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

list_unified_webhooksDInspect

returns all registered webhooks. returns all registered callbacks. returns all registered hooks.

ParametersJSON Schema
NameRequiredDescriptionDefault
envNo
sortNo
limitNo
orderNo
objectNoFilter the results for webhooks for only this object
offsetNo
created_lteNoReturn only results whose created date is equal or less to this value
updated_gteNoReturn only results whose updated date is equal or greater to this value (ISO-8601 / YYYY-MM-DDTHH:MM:SSZ format)
connection_idNoFilter the results to just this integration
integration_typeNoFilter the results to just this integration
Behavior1/5

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

With no annotations provided, the description carries full burden. It misleadingly says 'all' webhooks, but the input schema includes filters (env, object, connection_id) that restrict results. No disclosure of pagination (limit, offset), sorting, or rate limits. The description is incomplete and potentially misleading.

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

Conciseness1/5

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

Three identical sentences are wasteful and not concise. They consume space without providing any useful detail. A single clear sentence would be an improvement.

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 listing tool with 10 parameters and no output schema, the description is severely inadequate. It omits how filters, sorting, and pagination affect results, and does not set expectations for the response format. The tool's purpose is vague beyond the name.

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 coverage is 50%—5 of 10 parameters have descriptions in the schema. However, the tool description adds no meaning to any parameter; it does not clarify the role of env, sort, limit, order, or offset. For the 5 undocumented parameters, the description fails to compensate.

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

Purpose1/5

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

The description 'returns all registered webhooks' is a tautology of the tool name. Repeating 'returns all registered callbacks' and 'returns all registered hooks' adds no new information, and it fails to distinguish this tool from siblings like 'list_unified_connections' or 'list_unified_apicalls'.

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?

No guidance on when to use this tool versus alternatives. There is no mention of prerequisites, context (e.g., environment-specific), or which filters to apply. The description is entirely unhelpful for decision-making.

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

list_unified_workspace_secretsmanagersDInspect

list secrets managers. enumerate secrets managers. browse secrets managers. show secrets managers. view secrets managers. fetch secrets managers. index secrets managers. return all secrets managers.

ParametersJSON Schema
NameRequiredDescriptionDefault
sortNo
limitNo
orderNo
offsetNo
updated_gteNo(ISO-8601 / YYYY-MM-DDTHH:MM:SSZ format)
Behavior1/5

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

With no annotations, the description must disclose behavior. It fails to indicate whether it is read-only, paginated, or has any constraints. It adds no behavioral context beyond the name.

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

Conciseness1/5

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

The description is verbose and repetitive, using 8 nearly identical phrases. It wastes space without adding information. A single sentence would suffice.

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?

Given 5 parameters, no output schema, and no annotations, the description is grossly incomplete. It does not specify return type, filtering, or anything about the resource.

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 only 20%, yet the description provides no explanation of any parameter. It does not leverage the schema to describe sorting or pagination capabilities.

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

Purpose1/5

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

The description is a tautology, restating the tool name in multiple synonymous verb phrases. It does not specify what information is returned (e.g., list of names, full objects) or differentiate this tool from sibling list tools.

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?

No guidance on when to use this tool compared to alternatives. No mention of context, filtering, or when not to use it.

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

remove_unified_connectionCInspect

remove connection. delete connection. destroy connection. erase connection. drop connection. purge connection. deprovision connection. unlink connection.

ParametersJSON Schema
NameRequiredDescriptionDefault
idYesThe ID of the connection to remove
Behavior2/5

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

No annotations provided. The description only implies a destructive action without detailing consequences (e.g., irreversibility, cascading effects, required permissions). The repetitive synonyms add no 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.

Conciseness2/5

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

The description is a list of eight synonyms, which is repetitive and wasteful. A single sentence stating 'Remove a connection' would be more concise. The structure does not front-load key 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 simple one-parameter tool, the description is incomplete. It lacks context about the tool's effect on the system, any dependencies, or when it is appropriate to use compared to other remove tools.

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 coverage is 100% with a clear description for the 'id' parameter. The description adds no additional meaning beyond what the schema provides, so baseline score of 3 is appropriate.

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 uses multiple synonyms (remove, delete, destroy, etc.) which redundantly restate the action of removing a connection. The purpose is clear but lacks specificity to distinguish from sibling tools like remove_unified_environment or remove_unified_webhook.

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 tool versus alternatives such as remove_unified_environment. No prerequisites, scenarios, or restrictions mentioned.

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

remove_unified_environmentCInspect

remove an environment. delete an environment. destroy an environment. erase an environment. drop an environment. purge an environment. deprovision an environment. unlink an environment.

ParametersJSON Schema
NameRequiredDescriptionDefault
idYesThe ID of the environment to remove
Behavior1/5

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

No annotations provided, and the description does not disclose any behavioral traits such as irreversibility, cascading effects, or permissions. The description merely repeats the action of removal.

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 description is repetitive, listing eight synonyms unnecessarily. It could be condensed to a single phrase without loss 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?

For a simple deletion tool, the description lacks detail on side effects, return values, or error conditions. It is minimally complete but insufficient for an agent to fully understand implications.

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 input schema covers 100% of parameters with a clear description for 'id'. The tool description adds no additional meaning beyond the schema.

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 lists multiple synonyms for removal, making it clear that the tool removes an environment. However, it adds little beyond the tool name itself.

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 tool versus alternatives like remove_unified_connection or remove_unified_webhook. No prerequisites or context provided.

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

remove_unified_webhookCInspect

remove webhook subscription. delete webhook subscription. destroy webhook subscription. erase webhook subscription. drop webhook subscription. purge webhook subscription. deprovision webhook subscription. unlink webhook subscription. remove callback subscription. remove hook subscription.

ParametersJSON Schema
NameRequiredDescriptionDefault
idYesThe ID of the webhook to remove
Behavior2/5

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

No annotations provided. The description merely states the action without revealing behavioral traits such as whether the removal is permanent, reversible, or requires confirmation. The list of synonyms adds no new behavioral insight.

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 description is highly redundant, repeating the same concept in ten different ways. It could be condensed to a single sentence, wasting tokens and failing to be 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 has one required parameter, no output schema, and no annotations. The description is minimal and does not explain the effect of removal, error scenarios, or any side effects. It lacks completeness for a destructive operation.

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 coverage is 100% for the single parameter 'id', which already describes its purpose. The description does not add any additional meaning beyond what the schema provides, meeting the baseline.

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 multiple synonyms for 'remove' and specifies 'webhook subscription', making the action clear. However, it does not distinguish from sibling removal tools like remove_unified_connection or remove_unified_environment beyond the resource name, which is already evident from the tool name.

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 tool versus alternatives. The description lacks any context about prerequisites, when removal is appropriate, or when a different tool might be needed.

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

remove_unified_workspace_secretsmanagerCInspect

remove secrets manager. delete secrets manager. destroy secrets manager. erase secrets manager. drop secrets manager. purge secrets manager. deprovision secrets manager. unlink secrets manager.

ParametersJSON Schema
NameRequiredDescriptionDefault
idYesThe ID of the workspace to remove
Behavior1/5

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

No annotations provided, and the description offers no behavioral details (e.g., destructive action, permanence, authentication needs). Merely repeating synonyms does not convey any additional traits.

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 description is verbose with 7 redundant synonym phrases, each as a separate sentence. It could be reduced to a clear single sentence without loss 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?

Given the simplicity of the tool (one required param, no output schema), the description should at least confirm the action's effect (e.g., permanent deletion) or prerequisites, but it provides no contextual completeness.

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 coverage is 100% for the single parameter 'id', and the schema already states it is the workspace ID. Description adds no further meaning.

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 uses multiple synonyms for 'remove' but does not clearly state what the tool does beyond the name. It lacks specificity about the resource (secrets manager) and does not distinguish from sibling remove tools.

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 tool versus alternatives (e.g., remove_unified_connection). No when-not-to-use or prerequisites mentioned.

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

search_docsCInspect

Search the API documentation.

ParametersJSON Schema
NameRequiredDescriptionDefault
queryYesThe query to search the documents
Behavior1/5

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

With no annotations provided, the description fails to disclose any behavioral traits such as read-only nature, return format, or limitations. Simply stating 'Search the API documentation' is insufficient for an AI agent to understand the tool's 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?

The description is extremely concise at 4 words, with no unnecessary content. However, it could be slightly expanded to include critical context without losing conciseness.

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 simplicity of the tool (1 parameter, no output schema, no annotations), the description is insufficient. It does not explain what the search returns, how to format the query, or any scope limitations.

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 100%, so the baseline is 3. The description adds no extra meaning beyond what the schema already provides for the 'query' parameter.

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 clearly states 'Search the API documentation,' which is a specific verb-resource pair that distinguishes this tool from sibling tools focused on CRUD operations for connections, environments, webhooks, etc.

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 is provided about when to use this tool versus alternatives. The description does not mention any context, prerequisites, or exclusions.

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

update_unified_connectionDInspect

update connection. modify connection. edit connection. change connection. revise connection. patch connection. amend connection. refresh connection.

ParametersJSON Schema
NameRequiredDescriptionDefault
idYesThe ID of the connection to update
authNoAn authentication object that represents a specific authorized user's connection to an integration
is_pausedNoWhether this integration has exceed the monthly limit of the plan
categoriesYesThe Integration categories that this connection supports
environmentNo
permissionsYesArray
workspace_idNo(reference to KmsSpace)
external_xrefNocustomer's user ID
last_healthy_atNo(ISO-8601 / YYYY-MM-DDTHH:MM:SSZ format)
integration_nameNo
integration_typeYesThe integration type
last_unhealthy_atNo(ISO-8601 / YYYY-MM-DDTHH:MM:SSZ format)
secretsmanager_idNothe ID of the SecretsManager object
secretsmanager_keyNothe key/path/name of the secret within the vault
Behavior1/5

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

With no annotations, the description must disclose behavioral traits. It says nothing about idempotency, whether fields are overwritten or merged, side effects, or required permissions. The description 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.

Conciseness1/5

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

The description is eight redundant synonyms, wasting space without adding information. It is not concisely informative; it is repetitive and unhelpful.

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?

Given the tool complexity (14 parameters, nested objects, no output schema), the description is severely incomplete. It fails to explain return values, required authentication, or any behavior beyond 'update'.

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 coverage is high (86%), so the baseline is 3. The description adds no parameter information beyond what the schema already provides, but it does not repeat or contradict the schema.

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

Purpose1/5

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

The description is a list of synonyms ('update connection. modify connection...') that merely restates the tool name without specifying what the tool actually does. It does not differentiate from sibling tools like update_unified_webhook or create_unified_connection.

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?

No guidance is provided on when to use this tool versus alternatives (e.g., create, get, list). There is no mention of prerequisites, such as the need for an existing connection ID.

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

update_unified_webhookCInspect

update webhook subscription. modify webhook subscription. edit webhook subscription. change webhook subscription. revise webhook subscription. patch webhook subscription. amend webhook subscription. refresh webhook subscription. update callback subscription. update hook subscription.

ParametersJSON Schema
NameRequiredDescriptionDefault
idYesThe ID of the webhook to update
metaNo
runsNoAn array of the most revent virtual webhook runs
eventYes
db_urlNo
fieldsNo
db_typeNo
filtersNo
is_betaNo
hook_urlNoThe URL of the webhook
intervalNoThe interval (in minutes) to check for updated/new objets
db_schemaNo
is_pausedNo
checked_atNoThe last date/time that a check was done on this object (ISO-8601 / YYYY-MM-DDTHH:MM:SSZ format)
is_healthyNo
environmentNo
object_typeYesThe object to return (eg
webhook_typeNo
workspace_idNo(reference to KmsSpace)
connection_idYes
db_name_prefixNo
page_max_limitNo
integration_typeNo
Behavior2/5

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

With no annotations provided, the description must disclose behavioral traits. It only states 'update' without revealing whether it's a full overwrite or partial patch, whether it's idempotent, or what side effects (e.g., triggering notifications) may occur. Minimal insight beyond the operation type.

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

Conciseness1/5

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

The description is a verbose list of 13 synonyms, all conveying the same idea. It wastes space and is poorly structured. A single clear sentence would have been more concise and effective.

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?

The tool has 23 parameters, many with enums and nested objects, yet the description provides no overview of update capabilities, constraints, or usage patterns. No output schema exists to clarify return values. The description is severely incomplete for the complexity involved.

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 only 30%, leaving many parameters undescribed. The description adds zero parameter-level guidance—it merely repeats synonyms. The agent cannot infer the meaning of fields like 'meta', 'runs', 'db_url', 'filters', etc. from the description alone.

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 'update webhook subscription', which clearly indicates the action and resource. However, the redundant synonyms (e.g., modify, edit, change) add no value and dilute clarity. It distinguishes from siblings like 'update_unified_webhook_trigger' only by the resource name, but doesn't emphasize 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 Guidelines1/5

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

No guidance on when to use this tool versus alternatives. No mention of when not to use, prerequisites, or comparisons with sibling tools like 'create_unified_webhook' or 'update_unified_webhook_trigger'. Leaves the agent to guess context.

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

update_unified_webhook_triggerDInspect

trigger webhook. trigger callback. trigger hook.

ParametersJSON Schema
NameRequiredDescriptionDefault
idYesThe ID of the webhook to update
Behavior1/5

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

No annotations provided and description fails to disclose behavioral traits such as side effects (triggering vs updating), required permissions, or idempotency.

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?

Extremely short but lacks substance; the repetition of 'trigger' wastes space without conveying useful information.

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 only one parameter and no output schema, the description should clearly state the action and purpose. It fails to do so, leaving the agent uncertain about the tool's function.

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 coverage is 100% but description adds no meaning beyond the schema; it even contradicts the schema's description ('The ID of the webhook to update') by using 'trigger'.

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?

The name implies 'update' but the description says 'trigger webhook' three times, creating confusion about whether the tool updates or triggers a webhook. It does not distinguish from sibling 'update_unified_webhook'.

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?

No mention of when to use this tool versus alternatives like 'update_unified_webhook' or 'trigger' actions. No usage context provided.

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

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