Skip to main content
Glama

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

A4.7/5.0
Behavior5/5

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

The description reveals key behaviors beyond the openWorldHint/readOnlyHint annotations: invoke can run uninstalled MCPs one-off, returns auth/payment links instead of failing, and writes require admin role. It also discloses the non-mutating nature of search/describe and the mutating nature of install/uninstall/subscribe/cancel, enriching the agent's understanding of 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.

Conciseness4/5

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

The description is a single dense paragraph but is logically structured: it opens with the core purpose, then the main flow, key one-off behavior, edge cases (auth/payment), permission requirements, and finally the prompt library. Every sentence contributes value, though the length and density may slightly reduce scannability. It earns a 4 rather than 5 because it could be broken into clearer sections or bullets.

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) and no output schema, the description is remarkably complete: it covers the core search-discover-invoke flow, auth and payment link behavior, install vs invoke trade-offs, permissions, billing actions, and the separate prompt library. Missing but minor: specific return shapes for search/list_tools and the exact role of 'immediate' or 'tier_slug'. Still strong overall.

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 the action parameter (search, describe, invoke, install, etc.) and the interplay between mcp_id, tool_id, and arguments. It also clarifies prompt-related parameters (prompt_vars, prompt_slug) via the prompt library explanation. However, it does not exhaustively cover parameters like limit, immediate, tier_slug, or conversation, leaving some ambiguity for obscure fields.

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 marketplace as 'the official mcp.ai marketplace — the in-platform catalog of every MCP/tool, AND the way to run them.' It explains the core flow (search → describe → invoke) and distinguishes list_tools from the discovery functions, setting it apart from sibling tools like report_bug and toolkit_info.

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?

Explicit guidance is provided throughout: 'Use install only to make an MCP PERMANENT... prefer invoke for a single/occasional use,' and 'list_tools lists what is callable right now.' It also describes when invoke returns connect/checkout links and notes that writes require workspace owner/admin. This directly answers when to use this tool versus alternatives.

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

Try in Browser

Glama MCP Gateway

Add one secure layer between your agents and this server.

TDQS

A3.7/5.0
Disambiguation3/5

Most tools have distinct purposes, but marketplace bundles many sub-actions (search, describe, invoke, install, subscribe, etc.) into one tool, and connect/toolkit_info both report connection/status information, creating some boundary ambiguity.

Naming Consistency3/5

Naming is mixed: simple verbs (authenticate, connect), verb_noun patterns (show_version, report_bug, toolkit_info), a single noun (marketplace), and a domain-specific compound (nfe_inutilizacao_consultar) do not follow a consistent convention, though names remain readable.

Tool Count2/5

With 7 tools, the count is within a normal range, but only one tool (nfe_inutilizacao_consultar) relates to the server's stated purpose of NFe inutilizações. The other six are generic platform utilities that inflate the count for a domain-specific server.

Completeness2/5

The domain surface is severely limited: a single consult operation (nfe_inutilizacao_consultar) with no additional NFe-related operations such as listing, filtering, or exporting. The platform tools do not address the domain, leaving agents with only one tool for all NFe tasks.