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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

A4.8/5.0
Behavior5/5

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

Beyond the annotations, the description discloses that writes (install/uninstall/subscribe/cancel and the one-off install behind invoke) require workspace owner/admin, that invoke runs tools without installing them, and that credentials or empty wallets produce specific link responses. This adds significant behavioral context not evident from the schema or 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 and dense, but every sentence contributes critical operating detail for a tool with 23 parameters and 14 actions. It front-loads the core flow and highlights the key invoke behavior early. The structure is a single paragraph, which hurts scannability, but the content is information-dense and avoids fluff.

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?

Given the tool's complexity—23 parameters, no output schema, multiple actions—the description covers all major operations: search, describe, invoke, install, uninstall, subscribe/cancel, list_tools, report_bug, request_mcp, and the prompt library. It specifies return behaviors for invoke (connect link, checkout link) and publish_prompt (shareable link), and notes auth requirements. The description is effectively complete for an agent to select and invoke the tool correctly.

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-description coverage, the description compensates by explaining the meaning of key parameters like action, mcp_id, tool_id, arguments, and prompt fields. It does not explicitly detail every parameter (e.g., limit, query, conversation), but the action enum is well mapped to use cases, and most other parameter names are self-explanatory. The core semantics are covered, though a few edge-case params remain ambiguous.

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 defines the marketplace as the official catalog of MCPs and the way to run them, with a specific core flow (search → describe → invoke). It distinguishes itself from siblings by focusing on discovery, profiling, and execution of MCPs, plus a prompt library, making its role unmistakable.

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 when-to-use guidance: prefer invoke for one-off runs, use install for permanent toolkit additions, use list_tools to see what's callable, and use subscribe/cancel for billing. It also details alternative actions like request_mcp and report_bug, and even explains fallback behavior when credentials or payment are needed.

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

A3.9/5.0
Disambiguation4/5

Most tools have clearly distinct purposes, but connect and toolkit_info both report connection status, causing slight overlap. The domain-specific protestos_sp_consultar is unique and well-separated from the platform utilities.

Naming Consistency2/5

Naming is inconsistent: one-word verbs (authenticate, connect), a noun (marketplace), an English verb_noun (report_bug, show_version), a noun_noun (toolkit_info), and a Portuguese compound (protestos_sp_consultar). No unifying pattern is evident.

Tool Count3/5

Seven tools is within a reasonable range, but the server name suggests a specialized domain while only one tool is domain-specific. The other six are generic platform utilities, making the composition feel unbalanced for the stated theme.

Completeness4/5

The domain tool provides the core query capability, and the marketplace tool enables discovery and invocation of additional MCPs, covering many potential gaps. However, the domain-specific surface itself is minimal with no supplementary operations like reporting or export.