{"id":50454161,"url":"https://github.com/mizcausevic-dev/knowledge-memory-workbench","last_synced_at":"2026-06-01T01:05:42.583Z","repository":{"id":357458347,"uuid":"1236216088","full_name":"mizcausevic-dev/knowledge-memory-workbench","owner":"mizcausevic-dev","description":"Python memory engine for snapshot packets, context aging, retrieval scoring, and operator context 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Knowledge Memory Workbench\r\n\r\n`knowledge-memory-workbench` is a Python memory engine for snapshot packets, context aging, retrieval scoring, and operator context recovery.\r\n\r\nIt is designed for the moment when teams know the relevant knowledge exists somewhere, but not which memory packet is fresh enough, trusted enough, and relevant enough to use without wasting time rebuilding context manually.\r\n\r\n## Screenshots\r\n\r\n### Hero\r\n![Hero](./screenshots/01-hero.png)\r\n\r\n### Memory Lanes\r\n![Memory lanes](./screenshots/02-memory-lanes.png)\r\n\r\n### Retrieval Engine\r\n![Retrieval engine](./screenshots/03-retrieval-engine.png)\r\n\r\n### Anatomy\r\n![Anatomy](./screenshots/04-anatomy.png)\r\n\r\n## Endpoints\r\n\r\n- `GET /`\r\n- `GET /docs`\r\n- `GET /api/dashboard/summary`\r\n- `GET /api/packets`\r\n- `GET /api/packets/:id`\r\n- `GET /api/sample`\r\n- `POST /api/analyze/retrieval`\r\n\r\n## Local Run\r\n\r\n```powershell\r\ncd knowledge-memory-workbench\r\npy -3.11 -m app.main\r\n```\r\n\r\nIf `4562` is occupied:\r\n\r\n```powershell\r\n$env:PORT = \"4566\"\r\npy -3.11 -m app.main\r\n```\r\n\r\nThen open:\r\n\r\n- [http://127.0.0.1:4562/](http://127.0.0.1:4562/)\r\n- [http://127.0.0.1:4562/docs](http://127.0.0.1:4562/docs)\r\n\r\n## Validation\r\n\r\n```powershell\r\ncd knowledge-memory-workbench\r\npy -3.11 -m unittest discover -s tests\r\npy -3.11 scripts\\run_demo.py\r\npy -3.11 scripts\\smoke_check.py\r\npy -3.11 -m pip install -r requirements-dev.txt\r\npy -3.11 scripts\\render_readme_assets.py\r\n```\r\n\r\n## Repo Layout\r\n\r\n- [app/main.py](./app/main.py)\n- [app/services/memory_engine.py](./app/services/memory_engine.py)\n- [app/data/sample_memory_data.py](./app/data/sample_memory_data.py)\n- [scripts/run_demo.py](./scripts/run_demo.py)\n- [docs/architecture.md](./docs/architecture.md)\n\r\n---\r\n\r\n**Connect:** [LinkedIn](https://www.linkedin.com/in/mirzacausevic/) · [Kinetic Gain](https://kineticgain.com) · [Medium](https://medium.com/@mizcausevic/) · [Skills](https://mizcausevic.com/skills/)\r\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmizcausevic-dev%2Fknowledge-memory-workbench","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmizcausevic-dev%2Fknowledge-memory-workbench","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmizcausevic-dev%2Fknowledge-memory-workbench/lists"}