Glama (MCP directory)
Vendor domain: glama.ai · vendor page id glama-ai
A live handshake means the URL answered an MCP initialize as a server on the probe date. It is liveness and nothing more: nobody has run its tools. A tool being catalogued means a server names it, by answering tools/list, in its own source, or in the vendor's documentation. None of them has been called. A tool count of 0 means not measured, never zero tools.
Glama (MCP directory)
A large searchable registry/catalog of open-source MCP servers (77,000+ listed as of this check), filterable by language, hosting type (remote/local/hybrid), capability, and category; also offers separate hosting services.
1 of 1 gate unknown, not established from public sources and published as unknown.
The gate is the api_gate field on each product entry, established by hand on the last_checked date shown above. It records whether a solo operator can get API access without a contract. Money is not tracked.
1 distinct job label, the union across 1 product, tagged 2026-08-25. A job tag means the vendor says the tool does this. It is not a test result, not proof the capability is reachable through the tool's MCP server, and not proof it is available on the gate this entry records.
No product of this vendor records an MCP endpoint or docs URL that the probe could classify.
Glama (MCP directory) glama-submit community CLI
This is a third party's CLI. It was published by somebody other than the vendor, so it is that author's surface for the vendor's API and not the vendor's published surface. The two must not be read as the same thing.
npm install -g glama-submitquoted from https://www.npmjs.com/package/glama-submit on 2026-09-27, via npm, a third party source
harvested 2026-09-27, all on the tool page.
A CLI being listed means the harvest found an install command or a package on a stated date. Nobody has run it. Every command is quoted verbatim from the URL beneath it.
github.com/glama-ai tied to the vendor by rule 3, account website https://glama.ai/ has the vendor's domain, confidence strong
The five most recently pushed, on 2026-09-08:
| Repository | Kind | Description | Stars | Pushed | Latest release |
|---|---|---|---|---|---|
| tool-definition-quality-score | other | An open framework for scoring how well an MCP tool definition communicates to an AI agent – the Tool Definition Quality... | 32 | 2026-09-04 | |
| lightport | other | A lightweight AI gateway that makes LLM providers OpenAI-compatible. | 17 | 2026-08-16 | v2.11.0 |
| rjsf-validator-cfworker | other | The @cfworker/json-schema based validator for @rjsf/core | 5 | 2026-01-13 | v1.0.2 |
Kind is a heuristic guessed from the repository name, topics and description, not a fact the vendor stated. A repository count is activity, not a verdict. Read 2026-09-08.
A job tag is a vendor claim: it means the vendor says the product does this, and it is not a test result. A listed tool has not been run: the catalogue says what an agent could try, not what works. 1 of 1,252 directory entries are bench tested, meaning somebody personally ran the tool on a stated date, and 0 of this vendor's 1 product are among them. There is no verdict here on whether this vendor is better than another.
Vendor pages group the directory's canonical product entries by vendor_domain. The vendor name is the product display name that matches the domain when several products share it; nothing on this page is typed by hand. Data baked 2026-09-27 by build_directory.py (phase 1).