Project developer

Muhammad Umar Jabbar — Khanewal, Punjab, Pakistan. Developer website ↗

Quick contribution flow

Fork the repository and create a focused branch.
Install development dependencies with pip install -e '.[dev]'.
Make a small, documented change with regression tests.
Run pytest and git diff --check.
Open a pull request explaining the user problem and tradeoffs.

High-value feature opportunities

Client integrations: tested guides for more MCP hosts and native setup flows.
Memory quality: configurable ranking, confidence feedback, deduplication suggestions, and local optional embeddings.
Operations: memory inspection UI, backup/restore helpers, migration tooling, and repository health diagnostics.
Security: more redaction patterns, audit documentation, and threat-model review.
Accessibility: improve docs, examples, translations, and screen-reader behavior on the product site.
Testing: Windows/macOS/Linux matrix coverage, concurrency tests, and MCP protocol fixtures.

Contribution rules

Keep the default behavior local-first and explicit. Do not add telemetry, remote uploads, hidden conversation interception, or required API keys without a documented opt-in design and community review.

Please do not submit credentials or private repository data. Use the security process in SECURITY.md for vulnerability reports.

Community

Open an issue for a bug or feature idea. Pull requests should include tests when behavior changes. Documentation-only contributions are welcome and valuable.