aipg
Rank #147,300glama/joydeep195/ai-product-governance
Enables MCP clients to apply organization-specific AI product governance policies through read-only tools, prompts, and resources, including risk-tier scoring, unit-economics calculations, and gated governance workflows.
What you can do with aipg
aipg is a Model Context Protocol (MCP) server published by joydeep195. It ranks #147,300 of 149,623 active servers on MCP Toplist. aipg is listed on Glama; no version information is available from the registries that list it or from its repository. It was first listed on Oct 18, 2026.
Not verifiedMCP Toplist has not yet written a checked profile for this server, so the paragraph above is assembled from registry data only. The repository README is the authority on what it does.
What aipg can and cannot do
Not verifiedMCP Toplist has not catalogued this server's tools or limitations. The repository README lists them.
What you need before using aipg
The registry listing declares no required environment variables or authentication. This is declared metadata, not a verified install — the repository README is the authority.
Declared by Glama, last synced Oct 18, 2026. Not independently verified by MCP Toplist.
No runtime, credential or payment requirements are recorded for this server beyond the declaration above.
Connect aipg and confirm it works
Install configuration unavailable. No registry publishes a machine-readable install config for this server — follow the repository README.
After adding the config, ask your client to list this server's tools. A tool list confirms the connection; an empty list or an error means the server did not start or needs credentials.
What changed, and when this was checked
- First listed
- Oct 18, 2026
- Version history
- Unavailable — no registry exposes versions and no release tags were found
- Requirements evidence
- Declared by Glama, last synced Oct 18, 2026. Not independently verified by MCP Toplist.
- Profile checked
- Not yet — purpose, capabilities and requirements above come from registry data only
- Ranking data as of
- Oct 18, 2026
- Glama ↗listed since Oct 18, 2026 · still listed
Do you maintain aipg? to correct or enrich this profile.
Version information unavailable
The registry that lists this server does not expose version metadata, and no release tags were found on the linked repository. MCP Toplist cannot say how, or whether, this server is versioned.
Ranks ahead of 2,323 of 149,623 servers on MCP Toplist.
Show your rank
Maintain this server? Add the live rank badge to your README — it updates automatically as the leaderboard changes.
[](https://mcptoplist.com/server/glama%2Fjoydeep195%2Fai-product-governance)<a href="https://mcptoplist.com/server/glama%2Fjoydeep195%2Fai-product-governance"><img src="https://mcptoplist.com/badge/glama%2Fjoydeep195%2Fai-product-governance.svg" alt="MCP Toplist: #147,300 of 149,623" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Frequently asked questions
- Who maintains aipg?
- aipg is maintained by joydeep195, which publishes 1 MCP server tracked on MCP Toplist.
- Is aipg listed on the Official MCP Registry?
- aipg is not on the Official MCP Registry. It is listed on Glama.
- How many versions does aipg have?
- Version information is unavailable for aipg: no registry that lists it exposes version metadata, and no release tags were found on its repository.
- Where can I find the source code for aipg?
- The source code for aipg is hosted at github.com/joydeep195/ai-product-governance.
Do you run this server?
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