SpecForge
Rank #108,869glama/Johnbliss60/SpecForge
SpecForge is a Model Context Protocol (MCP) server that connects an LLM client to a fully autonomous code-fixing pipeline. Point it at a GitHub issue, and it reads the repo, plans a fix, writes the code, tests it, and opens a pull request.
SpecForge is a Model Context Protocol (MCP) server published by Johnbliss60. It ranks #108,869 of 137,492 servers tracked on MCP Toplist. SpecForge is listed on Glama, and ships as a single rolling release with no explicit version metadata. It was first listed on Jun 17, 2026.
Ranks ahead of 28,623 of 137,492 servers on MCP Toplist.
Use SpecForge
Requires user-supplied configuration before first use — typically an API key, token or connection string set via environment variables.
This server doesn't publish a machine-readable install config — see the repository README for install instructions.
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[](https://mcptoplist.com/server/glama%2FJohnbliss60%2FSpecForge)<a href="https://mcptoplist.com/server/glama%2FJohnbliss60%2FSpecForge"><img src="https://mcptoplist.com/badge/glama%2FJohnbliss60%2FSpecForge.svg" alt="MCP Toplist: #108,869 of 137,492" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Listed on 1 registry
Johnbliss60
Not versioned
This server is published through a registry that does not expose explicit version metadata, and no GitHub release tags were found on the linked repository. The listing tracks a single rolling release.
Frequently asked questions
- Who maintains SpecForge?
- SpecForge is maintained by Johnbliss60, which publishes 1 MCP server (0 total versions) tracked on MCP Toplist.
- Is SpecForge listed on the Official MCP Registry?
- SpecForge is not on the Official MCP Registry. It is listed on Glama.
- How many versions does SpecForge have?
- SpecForge ships as a single rolling release with no explicit version metadata.
- Where can I find the source code for SpecForge?
- The source code for SpecForge is hosted at github.com/Johnbliss60/SpecForge.
Do you run this server?
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