TempoGraph
Your AI agent finds the right files. Every time.
TempoGraph builds a dependency graph of your codebase and gives your AI coding agent exactly the files it needs before making changes. One tool call. No guessing.
The Problem
AI coding agents guess which files to look at. They search by filename, grep for keywords, and hope for the best. In large codebases, they miss critical dependencies, break things downstream, and waste tokens reading irrelevant code.
The Fix
code hiddenAdd to your MCP config (Claude Code, Cursor, Windsurf, or any MCP client):
code hiddenYour agent calls prepare_context with a task description. TempoGraph returns the exact files that matter — based on real dependency analysis, not text matching.
Does It Work?
Tested on real PRs from django, flask, httpx, fastapi, requests, and pydantic. Task: predict which files need to change.
| Model | Without TempoGraph | With TempoGraph | Improvement |
|---|---|---|---|
| GPT-4o | 21.7% F1 | 27.5% F1 | +27% |
| GPT-4o-mini | 19.2% F1 | 24.5% F1 | +28% |
| qwen2.5-coder:32b | — | — | +18.6% (p=0.049) |






