spec-loop
Rank #31,884glama/ng-galien/spec-loop
Enables a coding agent to keep one JSON feature specification per feature, governed by a progressive schema, and to render it as editable Markdown documents for a product owner. Answers and direct Markdown edits are reconciled back into the validated model through stdio MCP tools, applying coherent changes and reporting those that widen scope or contradict the model.
What you can do with spec-loop
spec-loop is a Model Context Protocol (MCP) server published by ng-galien. It ranks #31,884 of 171,126 active servers on MCP Toplist. spec-loop 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 15, 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 spec-loop 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 spec-loop
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 Nov 7, 2026. Not independently verified by MCP Toplist.
No runtime, credential or payment requirements are recorded for this server beyond the declaration above.
Connect spec-loop 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.
When to choose another server
No task-specific alternatives are catalogued for spec-loopyet; the list above is its publisher's other servers.
What changed, and when this was checked
- First listed
- Oct 15, 2026
- Version history
- Unavailable — no registry exposes versions and no release tags were found
- Requirements evidence
- Declared by Glama, last synced Nov 7, 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
- Nov 7, 2026
- Glama ↗listed since Oct 15, 2026 · still listed
Do you maintain spec-loop? 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 139,242 of 171,126 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%2Fng-galien%2Fspec-loop)<a href="https://mcptoplist.com/server/glama%2Fng-galien%2Fspec-loop"><img src="https://mcptoplist.com/badge/glama%2Fng-galien%2Fspec-loop.svg" alt="MCP Toplist: Top 25% of 171,126" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Frequently asked questions
- Who maintains spec-loop?
- spec-loop is maintained by ng-galien, which publishes 2 MCP servers (10 total versions) tracked on MCP Toplist.
- Is spec-loop listed on the Official MCP Registry?
- spec-loop is not on the Official MCP Registry. It is listed on Glama.
- How many versions does spec-loop have?
- Version information is unavailable for spec-loop: 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 spec-loop?
- The source code for spec-loop is hosted at github.com/ng-galien/spec-loop.
Do you run this server?
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