
CodeSpine
MCP server for AI agents to understand Java codebase
What it does
CodeSpine is a Python MCP server that indexes your Java project once and serves structural info to AI agents on demand. Instead of reading 30 files per query, it makes one MCP call and returns caller trees, impact paths, dead code reports, and execution flows. Features: hybrid BM25+fuzzy search, git change coupling, multi-module support, dirty overlay for in-progress edits. Zero hallucinations, 90% fewer tokens. MIT licensed.
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We built a Rust MCP server, which wraps the excellent headless terminal (HT)[1] to makes it available for agentic coding tools. Most agentic coding tools struggle with blocking, interactive terminal tools (all the boilerplate generator, infra CLI tools etc). This is because many existing CLI dev tools are built for humans and require interactive input. We built this so agentic coding tools (Claude Code, Cursor, Memex, etc) can “see” and “interact” with terminals exactly like humans do. In our demo video [2], you'll see it operating vim/emacs just as a human would - selecting options,…

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Launched alongside, March 2026
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Switch from ChatGPT to Claude with import memory feature
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