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CNIA (Improbidade Administrativa)

marketplace

The official mcp.ai marketplace — the in-platform catalog of every MCP/tool, AND the way to run them. Covers capability requests like "find an MCP that does X", "consulta um CPF", "is there a tool for Y". Core flow: action=search discovers MCPs by intent → describe returns one MCP's full profile (every tool with its id + params, pricing, auth) so you pick the right tool_id → invoke RUNS that tool. KEY: invoke works even when the MCP is NOT installed — it runs the tool pontualmente (one-off), without adding the MCP to the toolkit and without bloating the tool list. If the MCP needs a credential/login, invoke returns a connect link; if it is paid and the wallet is empty, invoke returns a checkout/top-up link (the user opens it, then you retry). Use install only to make an MCP PERMANENT in the active toolkit (its tools then show up natively in future sessions); prefer invoke for a single/occasional use. list_tools lists what is callable right now. subscribe/cancel handle per-MCP billing; report_bug sends feedback; request_mcp asks us to build a NEW MCP when nothing fits. Search/describe flag installed_in_toolkit vs installed_in_workspace. Writes (install/uninstall/subscribe/cancel and the one-off install behind invoke) require workspace owner/admin. It also carries the mcp.ai PROMPT LIBRARY, which is about ready-made prompt TEXT rather than MCPs: search_prompts finds one, get_prompt returns its full text with {{variables}} filled, and publish_prompt saves a prompt and returns a shareable mcp.ai/p/ link that opens without login.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
limitNo
queryNo
actionNosearch
mcp_idNo
messageNo
tool_idNo
argumentsNo{}
immediateNo
tier_slugNo
prompt_bodyNo
prompt_slugNo
prompt_toolNo
prompt_varsNo{}
conversationNo[]
prompt_titleNo
request_nameNo
cancel_reasonNo
cancel_commentNo
prompt_targetsNo
report_contextNo
prompt_categoryNo
request_detailsNo
prompt_descriptionNo

Schema Changelog

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

  1. First observed

TDQS

A4.8/5.0
Behavior5/5

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

The description discloses many non-obvious behaviors: invoke works even when the MCP is not installed, runs one-off without bloating the toolkit, returns a connect link when credentials are needed, returns a checkout/top-up link when the wallet is empty, and requires workspace owner/admin for writes. These details go far beyond the annotations (readOnlyHint: false, openWorldHint: true) and are critical for safe invocation.

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 a single dense paragraph but every sentence adds value: it covers the catalog concept, core flow, invoke's one-off behavior, connect/checkout links, install vs invoke, permission requirements, and the prompt library. It could be improved with bullet points or mini-headings, but given the tool's complexity (14 actions, 23 params), it remains concise and front-loaded with the most important information.

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 14 actions, 23 parameters, and no output schema, the description is remarkably complete. It covers the end-to-end flow, conditional behaviors (authenticated vs paid), permission requirements, and even the separate prompt library subsystem. It explains what to do when credentials are missing or wallet is empty, and clarifies 'installed_in_toolkit vs installed_in_workspace' flags. The only minor gap is a lack of pagination/return-format details, but since there is no output schema, the description does not explicitly need to cover that.

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 0% schema coverage, the description compensates significantly by explaining the central 'action' parameter (search, describe, invoke, install, etc.) and key fields like mcp_id, tool_id, arguments, and prompt_* parameters. It doesn't systematically describe all 23 parameters (e.g., cancel_reason, prompt_targets), but it gives enough semantic meaning for the primary workflow. A 4 is appropriate for substantial compensation, though not exhaustive.

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 clear statement: 'The official mcp.ai marketplace — the in-platform catalog of every MCP/tool, AND the way to run them.' It then details the core flow (search → describe → invoke) and explicitly lists each action (install, uninstall, subscribe, cancel, list_tools, etc.), making the tool's scope unmistakable. It also distinguishes itself from sibling tools by covering report_bug and request_mcp, and contrasts with the separate authenticate/connect tools implicitly.

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?

The description provides explicit usage guidance: 'Use install only to make an MCP PERMANENT in the active toolkit' and 'prefer invoke for a single/occasional use.' It also clarifies when to use search vs describe, explains that list_tools shows what is callable right now, and notes alternatives like request_mcp for building new MCPs. This goes beyond mere context and offers concrete decision rules.

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
Disambiguation4/5

Most tools have clearly distinct roles: authenticate handles login, connect shows status, cnia_improbidade_consultar does the actual CNIA lookup, and the rest are meta/utility tools. The only mild overlap is between authenticate and connect, but their descriptions differentiate them adequately.

Naming Consistency2/5

Naming is inconsistent across languages and styles: English verbs (authenticate, connect), Portuguese verb_noun (cnia_improbidade_consultar), and noun-based names (marketplace, toolkit_info). The mix of snake_case and lowercase without a clear convention makes the set feel ad hoc.

Tool Count3/5

At 7 tools, the count is reasonable, but the set is heavily skewed toward platform/meta tools (authenticate, connect, marketplace, report_bug, show_version, toolkit_info) with only one domain-specific CNIA tool. This feels over-inflated for a dedicated CNIA server, yet the total number is not excessive.

Completeness3/5

The core domain operation of querying CNIA by CPF/CNPJ is covered, and no additional CNIA-specific actions are obviously needed for a simple lookup. However, the server's broader scope as a marketplace and toolkit means the CNIA surface is minimal, and there are no bulk or advanced query options.