Repository dossier
Symbol-level code retrieval for AI agents: fetch the function you need, not the whole file. Tree-sitter powered, ~95% fewer tokens per lookup. Works with Claude Code, Cursor, Codex & any MCP client. 1.3T+ tokens saved.
*An MCP server that retrieves source code by symbol, not by file, using tree-sitter AST parsing.** On our pinned benchmark, one lookup costs 96.2% fewer tokens than a grep-and-read agent (26.5x fewer; 86.9% to 98.7% across the 15 lookups), so your agent stops spending its context window on whole files. Benchmark: 5 queries on each of express, fastapi and gin at pinned commits, tokens counted with tiktoken cl100k_base, jcodemunch-mcp at commit 15afcf75, whose version string is 1.108.391 but which also carries the settings-file ranking change released in 1.108.392 and the field/constant change r…
Turn any codebase, with its docs, SQL schemas, configs, and PDFs, into a queryable knowledge graph. A /graphify skill for Claude Code, Cursor, Codex, and Gemini CLI: local deterministic AST parsing, every edge explained, no vector store.
Reverse engineer anything with agents, from app behavior down to native binaries.
CLI proxy that reduces LLM token consumption by 60-90% on common dev commands. Single Rust binary, zero dependencies
Turn any idea, plan, or codebase into a beautiful interactive diagram. An agent skill for Claude Code, Codex, and more.
The open-source app everyone uses to manage agents at work
The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.
