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

TDQS

A4.8/5.0
Behavior5/5

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

The description discloses important behaviors beyond annotations: invoke works even for uninstalled MCPs, returns connect/checkout links on credential/payment needs, and writes require workspace owner/admin. It also mentions installed flags and the prompt library's shareable links. No contradiction with 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 a single dense paragraph containing substantial useful information. All sentences carry value, but the lack of structure (bullets/sections) and inclusion of a Portuguese word ('pontualmente') reduce scannability. It is appropriately sized for the tool's complexity but could be better organized.

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, 14 actions, no output schema), the description provides a comprehensive and actionable picture: core workflow, authentication/payment handling, permission requirements, and the prompt library. It covers critical paths and edge cases thoroughly, leaving little ambiguity for an agent.

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 and related fields like tool_id, arguments, and tier_slug through the core flow. However, not all 23 parameters are explicitly covered (e.g., immediate, prompt_targets), leaving some ambiguity, though the most critical ones are addressed.

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 states the tool's role as 'the official mcp.ai marketplace — the in-platform catalog of every MCP/tool, AND the way to run them,' covering discovery, description, installation, and invocation. It distinguishes itself from sibling tools (e.g., openfinance_*) by being the central marketplace platform.

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?

Provides explicit core flow (search → describe → invoke), and contrasts invoke vs install: 'Use install only to make an MCP PERMANENT in the active toolkit... prefer invoke for a single/occasional use.' It also explains when to use subscribe/cancel, report_bug, and request_mcp, and notes permission requirements for writes.

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

A3.9/5.0
Disambiguation4/5

The openfinance_* family is cleanly separated by resource and action, and tricky pairs like list_accounts vs get_account_balance and list_transactions vs list_transactions_by_item are explicitly cross-referenced in descriptions. However, marketplace bundles a large set of sub-actions, and connect/toolkit_info partially overlap on reporting connection state, so a couple of boundaries are fuzzy.

Naming Consistency4/5

The openfinance_* tools consistently follow a verb_resource pattern with snake_case, which is highly predictable. The generic platform tools mostly fit the same style, but marketplace and toolkit_info are noun-only names, and openfinance_provider_status also breaks the verb pattern, so it is not perfectly uniform.

Tool Count3/5

At 25 tools, this server falls at the heavy end of the borderline range. The many openfinance_* list/get tools are individually justified for the financial domain, but adding platform tools like marketplace, connect, toolkit_info, and show_version makes the overall surface larger than a minimal server needs.

Completeness5/5

The financial surface is remarkably thorough: accounts, transactions, credit card bills, loans, investments, categories, connection lifecycle, sync, and provider health are all covered with list/get and update paths where applicable. The platform side also covers auth, connection status, marketplace discovery/execution, versioning, and bug reporting, leaving no obvious dead ends.