Dev Tools
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Local-first code intelligence graph for MCP and CLI. Builds a persistent map of your codebase so AI coding tools read only what matters, with benchmarked con…
★ 31.9k starsMIT
View guide →A context graph for the AI-native SDLC — so agents and humans share one map of the codebase.
potpie is an open-source dev tools project by potpie-ai (potpie-ai/potpie on GitHub). It has 5,739 GitHub stars and 685 forks, is released under the Apache-2.0 license, and was last updated on GitHub on 8 October 2026.
If agents keep misunderstanding your repo's architecture or past decisions, Potpie is the shared context layer to add.
Install Potpie with uv tool or pip.
Run the setup wizard against your repository and connect your coding harness (for example Claude Code) and GitHub.
Ask what you should know before working in the repo, search the graph, and record decisions as you make them.
Builds a knowledge graph over your repository so agents retrieve structured context instead of guessing from file scans.
potpie resolve answers questions like what you should know before working in a repository, grounded in the graph.
potpie search finds code by meaning — for example, the authentication flow — across the indexed repo.
potpie record stores decisions and other typed notes in the graph, preserving project memory for future sessions.
Works with coding harnesses such as Claude Code, with GitHub login and auth/status commands for connected workflows.
potpie setup configures everything interactively, and potpie ui opens the configured harness interface.
Clone Potpie if you want the source; most users install the CLI in the next step.
git clone https://github.com/potpie-ai/potpie.git
cd potpieInstall Potpie from PyPI with uv (or pip) and run the setup wizard.
uv tool install potpie
potpie setupPoint Potpie at your repo and ask your first question.
potpie setup --repo . --agent claude
potpie resolve "what should I know before working in this repository?"Potpie is maintained by potpie-ai, with a hosted product at potpie.ai alongside the open-source CLI.
The CLI in this repository is Apache-2.0 licensed; Potpie also offers hosted services with their own terms.
Potpie works with your coding harness and its model access; check the setup wizard for what your chosen configuration requires.
Semble focuses on fast code search; Potpie builds a persistent context graph for the whole SDLC, including recorded decisions, and integrates it into your coding harness's workflow.
uv tool install potpie, run potpie setup in your repo, then potpie resolve your first question.
Local-first code intelligence graph for MCP and CLI. Builds a persistent map of your codebase so AI coding tools read only what matters, with benchmarked con…
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Free and open — grab the source, star the repo, and start creating.