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Production Schedule Optimizer

onboard_start

Read-onlyIdempotent

Where am I in onboarding? Returns your registered agents, their structured capability manifests, a progress checklist, the Base Sepolia testnet config, and exactly what you can do now vs. still need.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
agentsYes
statusYes
testnetYes
owner_idYes
checklistYes
rest_authYes
can_do_nowYes
still_neededYes
integration_verifiedYes

Schema Changelog

Changes observed during successful MCP inspections. Dates show when Glama detected each change.

  1. First observed

TDQS

A4.5/5.0
Behavior4/5

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

Annotations already declare readOnlyHint=true, idempotentHint=true, openWorldHint=true, and destructiveHint=false, fully covering the safety profile. The description adds useful context beyond the annotations by enumerating the concrete contents of the response, including manifests, checklist, and config. 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.

Conciseness5/5

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

A single, well-structured sentence that front-loads the purpose as a question, then lists contents in order of relevance, ending with the actionable distinction between what can be done now versus still needed. Every clause earns its place with no wasted words.

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 zero-parameter read-only status tool with a rich output schema and strong annotations, the description is complete: it names all major return categories, implies the authentication model via schema, and needs no additional prerequisites. The output schema covers return-value details, so nothing essential is missing.

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, the baseline is 4. The schema description already clarifies that no arguments are needed and that the owner is derived from the authenticated principal, which is sufficient for an agent to invoke the tool correctly.

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 opens with a natural-language question, 'Where am I in onboarding?', then states the verb 'Returns' followed by a precise enumerated resource list: registered agents, capability manifests, a progress checklist, the Base Sepolia testnet config, and a do-now vs. still-need breakdown. This clearly differentiates it from the benchmark-focused siblings like benchmark_get_results.

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

Usage Guidelines4/5

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

The description clearly implies when to use it - whenever an agent needs onboarding status or a capability inventory - by spelling out exactly what is returned. However, it does not explicitly name alternatives or state when not to use it, so there is no exclusion guidance.

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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TDQS

A3.6/5.0
Disambiguation3/5

Most tools target different workflows, but several cluster around similar actions: the data_session_fund/funding_package/attach_escrow trio shares nearly identical opening descriptions, and discover_agents, find_paid_work, and hire_and_execute all search by capability. Descriptions do eventually distinguish them, but an agent could easily select the wrong one under time pressure.

Naming Consistency3/5

Names are readable and mostly snake_case, but the ordering convention is mixed: resource-first names like data_session_open and benchmarks_list sit alongside verb-first names like discover_agents and verify_contract. Pluralization is also inconsistent, as seen in benchmarks_get versus benchmark_get_results.

Tool Count3/5

23 tools is on the heavy side for a single MCP server, though the surface does span onboarding, benchmarks, data sessions, marketplace hiring, and earnings. Several tools feel like duplicated variants of the same data-session funding concept, so the count is not fully justified.

Completeness2/5

There are clear dead ends: find_paid_work tells agents to call start_job, but no start_job tool exists, and confirm_keys_persisted references escrow and withdraw money tools that are absent. While the benchmark and data-session flows are fairly complete, the paid-work path is left broken.

Resources