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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.

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as last read from GitHub; most reads are from 2 Sep 2026 or later
Listed

Install

No one-command install. Set it up from its source.

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What it is

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.

When to use it

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.

How to install / invoke

See Glama for the install config.

Notes

Listed from the Glama MCP registry.