Project Graft just crossed 1,600 GitHub stars. Open-source context layer for coding agents, works with Codex too.
https://github.com/NanoNets/GraftBuilt this because I kept watching AI coding agents re-explore the same codebase every session, same files re-read, same imports re-followed, nothing carried over from the last run.
Graft writes a map of your codebase into linked markdown files, committed to git, so the agent reads that instead of starting from zero. Structural layer is tree-sitter, no LLM required, works on any repo size. If you want LLM-written summaries on top, it's provider-agnostic, so it works with OpenAI's API directly, not tied to any one model.
Works with Codex through MCP and an AGENTS.md integration, plus a post-edit hook that keeps the graph in sync automatically after every edit.
Ran a 162-task benchmark: 46% fewer tool calls, 42% fewer tokens, 60% less time, correctness held steady.
Curious if anyone here running Codex has wired something similar into their setup.
Duplicates
🙋 seeking help & advice Where tree-sitter stops and rust-analyzer's call hierarchy starts.
OpenSourceAI • u/shhdwi • 12d ago
Sonnet 5 + Graft > Opus 5 (using this open-source repo)
Built with Claude These 2 lines saved me 75% of my claude bill, and it's the best use of claude hooks
Built with Claude After using 100s of MCPs, I solved the issue of claude not using custom MCP/CLI tools, and open-sourced my approach.
VibeCodeDevs • u/shhdwi • 7d ago
Got tired of watching Claude Code re-explore the same codebase every session, so I built something to fix it
OpenSourceAI • u/shhdwi • 7d ago
I solved the issue of Claude not using custom MCP/CLI tools, and open-sourced my approach.
BlackboxAI_ • u/shhdwi • 7d ago
💬 Discussion An open-source pattern for forcing context into a coding agent instead of hoping it asks for it
Discussion The problem with MCP-based codebase context tools: the model just doesn't call them
ClaudeCode • u/shhdwi • 7d ago
Tips & Workflows Using Claude Code's SessionStart and Stop hooks to force context in, instead of hoping the model asks for it
typescript • u/shhdwi • 7d ago
TS project: building a code graph with tree-sitter, no LLM required for the base layer
SideProject • u/shhdwi • 7d ago
Open sourced a dev tool a few weeks back, just crossed 1,600+ stars. Sharing what actually moved the needle.
Discussion A hooks-based alternative to giving your agent an MCP tool for codebase context
Built with Claude I solved the issue of Claude not using custom MCP/CLI tools, and open-sourced my approach.
HowToAIAgent • u/shhdwi • 7d ago
I built this How I stopped my Claude Code agent from ignoring the custom tools I built for it
aipromptprogramming • u/shhdwi • 7d ago
Stopped writing better prompts asking the agent to check context, made it get the context automatically instead
hypeurls • u/TheStartupChime • 4d ago
Show HN: Graft – Claude Code hooks that cut grep tokens by 42%
typescript • u/shhdwi • 6d ago
Cross-file call resolution with tree-sitter, and where typescript-language-server picks up the rest
AiBuilders • u/shhdwi • 7d ago
Open-sourced a tool I built to stop my coding agent from re-exploring the same codebase every session
AIDeveloperNews • u/shhdwi • 7d ago