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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

A4.5/5.0
Behavior5/5

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

The description goes well beyond the annotations by explaining the key side effects and conditions: invoke runs a tool one-off without adding it to the toolkit, may return a connect link or checkout link, install makes an MCP permanent, and writes require owner/admin. It also notes that search/describe flag installed status. This discloses critical behavior not evident from the sparse annotations, and it does not contradict the annotations.

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

Conciseness4/5

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

The description is long but information-dense, covering multiple sub-tools and workflows in a single paragraph. It is front-loaded with the main purpose and uses explicit markers like 'KEY:' to highlight critical behaviors. While it could be broken into sections for readability, every sentence contributes meaningful content without significant redundancy.

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 tool's complexity (23 parameters, 14 actions, no output schema, weak annotations), the description provides a strong overview of behavior, permissions, payment/auth handling, and the prompt library. However, it omits certain actions like 'resume' and does not explain all parameters, leaving minor gaps. Overall, it is sufficient for an agent to select and invoke the tool correctly in most scenarios.

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?

With 0% schema description coverage, the description must compensate. It explains the action enum in detail (search, describe, install, invoke, etc.) and implicitly defines mcp_id, tool_id, and arguments through the core workflow. However, many other parameters (limit, query, message, immediate, tier_slug, prompt_*, conversation, etc.) are not described, leaving their semantics unclear. The description adds value for the central parameters but not for the full parameter surface.

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 identifies the tool as the official mcp.ai marketplace, a catalog of MCP/tools and a way to run them. It distinguishes its scope by enumerating the core flow (search → describe → invoke) and its role as a meta-tool for both discovering and executing MCPs, while also covering the separate prompt library. This is a specific, resource-focused statement that differentiates it from sibling tools.

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 explicitly explains when to use invoke versus install: 'prefer invoke for a single/occasional use' and 'Use install only to make an MCP PERMANENT'. It also outlines the auth/payment flows (connect link, checkout link) and clarifies that writes require workspace owner/admin. It further distinguishes the prompt library (search_prompts, get_prompt, publish_prompt) from MCP actions, providing clear usage guidance within the tool.

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

A3.7/5.0
Disambiguation5/5

Each tool has a clearly distinct purpose: authenticate handles login, connect checks connection status, ibama_embargos_consultar is the only domain operation, and the rest are platform utilities. No two tools overlap in function.

Naming Consistency2/5

Naming styles are mixed: single verbs (authenticate, connect), a Portuguese snake_case domain tool (ibama_embargos_consultar), and English verb_noun combinations (report_bug, show_version, toolkit_info). This inconsistency makes the set feel disjointed.

Tool Count3/5

The count of 7 is within a reasonable range, but the server named 'IBAMA Embargos' carries only one domain tool while the other six are generic platform utilities. This composition dilutes the server's focus and makes the count feel disproportionate to its stated purpose.

Completeness2/5

The domain surface is severely limited: only a single consult operation for embargo certificates. There are no other domain-relevant actions, and the platform tools are unrelated to the core domain, leaving obvious gaps for any workflow beyond a simple query.