gtmmcps.Find a tool

What the
labels mean.

The current catalog contains 1,253 listings for 1,237 unique products. It was generated on 2026-10-17. Each record carries its own research dates and sources.

MCP support

Official
A cited source records first-party MCP support.
Community
A third party provides an MCP implementation for the product.
None found
The research pass did not find MCP support. This is not a claim that no integration exists.
Unknown / not applicable
The record does not establish MCP support, or MCP does not apply to the entry.

Testing

Exa is the single bench-tested entry in this snapshot. The other entries are researched. A list of tool names from source code or documentation tells you what is exposed; it does not prove those tools were called successfully.

Endpoint checks

Endpoint checks have their own dates. A “live” or “live-auth-gated” result means an MCP server answered at that time. “docs-only” identifies a documentation page. “repo-local” points to a server that is installed and run locally. “not-probed” means no check is recorded.

Access and job tags

API access may be free, paid, enterprise-only, or unknown. A recorded API plan does not automatically establish MCP access. Job tags are based on vendor claims and should be checked against the current tool schema.

Sources and corrections

Every record links to the material used in its research. The original JSON keeps the full notes and provenance. Report a specific error through the source repository, including the record ID and a supporting URL.