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?

Beyond the annotations, the description discloses important behavioral traits: invoke works for non-installed MCPs via a one-off mechanism, credential needs surface as connect links, payment needs surface as checkout links, install makes tools permanently available, and write actions require workspace owner/admin. It also clarifies the prompt library is separate from MCP discovery. No contradiction with annotations exists.

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 dense but well-structured: opening definition, core flow with arrows, a KEY callout for the critical invoke behavior, then grouped mentions of install, list_tools, billing, writes, and the prompt library. Every sentence adds information, though the single-paragraph layout and the Portuguese word 'pontualmente' make it slightly harder to scan than an equivalent bulleted structure.

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 23 parameters, no output schema, and minimal annotations, the description covers a remarkable amount: the full workflow, permission model, billing/credential redirects, installed-state flags, and the prompt library. It is less complete on per-action return shapes/results and some parameter specifics, but for a gateway-style tool it provides enough context to select actions and invoke them 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 across 23 parameters, the description carries heavy explanatory weight and does add real semantics to the action enum by walking through search, describe, invoke, install, list_tools, subscribe/cancel, report_bug, request_mcp, and the prompt-library actions. It also clarifies the role of mcp_id/tool_id in the flow and prompt variables/slug for prompts, though many smaller params (tier_slug, immediate, conversation, etc.) remain explained only by name or not at all.

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 immediately identifies the resource ('the official mcp.ai marketplace') and states its dual role as catalog and execution layer. It lays out a concrete core flow (search → describe → invoke) and adds specific capability examples, making the tool's purpose unmistakable and clearly distinct from generic helpers.

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 gives explicit when-to-use guidance: prefer invoke for one-off use, use install only for permanent toolkit additions, list_tools for currently callable tools, subscribe/cancel for billing, and request_mcp when nothing fits. It also explains when invoke will return connect/checkout links and that writes require owner/admin, which is strong alternative-selection guidance.

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

B3.3/5.0
Disambiguation3/5

Tools are generally distinct, with the domain-specific consult tool clearly separated from platform utilities. However, 'marketplace' is a broad catch-all that overlaps with 'toolkit_info' for listing/installing capabilities, creating potential confusion.

Naming Consistency2/5

Naming is inconsistent: verbs (authenticate, connect), nouns (marketplace), compound names with underscores (mpf_processos_consultar, toolkit_info). No consistent verb-noun or noun-verb pattern, mixing English and Portuguese.

Tool Count2/5

With 7 tools, the count is moderate, but only one tool serves the stated domain (MPF Processos). The other six are generic platform management tools that belong to a separate server, making the set feel bloated and misaligned with its name.

Completeness3/5

The core consultation tool covers the primary need but offers no additional process-related operations (e.g., listing, detailing, or updating). The platform tools do not contribute to domain completeness, leaving the surface minimal but functional.