{"id":47595590,"url":"https://github.com/5queezer/distill","last_synced_at":"2026-04-01T18:02:58.515Z","repository":{"id":344621987,"uuid":"1181991497","full_name":"5queezer/distill","owner":"5queezer","description":"Privacy-first team memory MCP server — local LLM distillation before team sync","archived":false,"fork":false,"pushed_at":"2026-03-15T16:45:29.000Z","size":299,"stargazers_count":0,"open_issues_count":12,"forks_count":0,"subscribers_count":0,"default_branch":"main","last_synced_at":"2026-03-16T04:14:42.810Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/5queezer.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2026-03-14T22:31:32.000Z","updated_at":"2026-03-15T16:26:31.000Z","dependencies_parsed_at":null,"dependency_job_id":null,"html_url":"https://github.com/5queezer/distill","commit_stats":null,"previous_names":["5queezer/distill"],"tags_count":5,"template":false,"template_full_name":null,"purl":"pkg:github/5queezer/distill","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/5queezer%2Fdistill","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/5queezer%2Fdistill/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/5queezer%2Fdistill/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/5queezer%2Fdistill/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/5queezer","download_url":"https://codeload.github.com/5queezer/distill/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/5queezer%2Fdistill/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":31290741,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-04-01T13:12:26.723Z","status":"ssl_error","status_checked_at":"2026-04-01T13:12:25.102Z","response_time":53,"last_error":"SSL_read: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2026-04-01T18:02:56.748Z","updated_at":"2026-04-01T18:02:58.327Z","avatar_url":"https://github.com/5queezer.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# 🧪 Distill\n\n[![CI](https://github.com/5queezer/distill/actions/workflows/ci.yml/badge.svg)](https://github.com/5queezer/distill/actions/workflows/ci.yml)\n![Python 3.11+](https://img.shields.io/badge/python-3.11%2B-blue)\n[![License: MIT](https://img.shields.io/badge/license-MIT-green)](LICENSE)\n\nAn MCP server that gives Claude Code a shared team knowledge base — a local LLM transforms your raw input into anonymous, factual knowledge *before* anything leaves your device.\n\nNo author. No frustration. No names. Just a clean, reusable fact.\n\n![Distill demo — raw thought to clean team fact](https://raw.githubusercontent.com/5queezer/distill/main/docs/demo.gif)\n\n![Raw input → local Ollama → review → team DB or discard](https://raw.githubusercontent.com/5queezer/distill/main/docs/flow.svg)\n\n## Quick Start\n\n```bash\npip install distill-mcp\nollama pull gemma3:4b \u0026\u0026 ollama pull nomic-embed-text\nclaude mcp add distill -- python -m distill_mcp\n```\n\nThen in Claude Code:\n\n```\nYou:    \"No, we don't use REST here. We switched to gRPC last month.\"\n\nClaude: [saves to distill]\n        Got it. I've noted that the team uses gRPC, not REST.\n\n        ... next session, different repo ...\n\nYou:    \"Set up the API for this new service.\"\n\nClaude: [searches distill → finds gRPC decision]\n        Based on your team's knowledge, I'll set up a gRPC\n        service since the team switched from REST last month.\n```\n\nDistill saves when you correct a mistake or make a decision, and searches before proposing architecture — no prompting needed.\n\n## What makes this different\n\nEvery \"memory MCP\" stores your raw text in a database. Distill doesn't. The local LLM is a mandatory privacy gateway that transforms personal thoughts into impersonal team knowledge.\n\n|  | Raw stays local | LLM distills | Team sync | Platform agnostic |\n|--|----------------|-------------|-----------|-------------------|\n| Claude-Mem | Partial (`\u003cprivate\u003e` opt-out) | Cloud API compresses | Single-user | Claude Code only |\n| Cipher | No | No | Yes | No |\n| Supermemory | No | No | Yes | No |\n| Mem0 | Yes | No | No | Yes |\n| Memctl | Yes | No | Yes | Yes |\n| **Distill** | **Yes** | **Yes** | **Yes** | **Yes** |\n\nBased on public documentation as of March 2026.\n\n## Documentation\n\n- [Getting Started](https://5queezer.github.io/distill/tutorials/getting-started/) — full tutorial\n- [Installation](https://5queezer.github.io/distill/how-to/installation/) — all setup options\n- [GCP Backend](https://5queezer.github.io/distill/how-to/gcp-backend/) — team-shared database\n- [MCP Tools](https://5queezer.github.io/distill/reference/tools/) — all 8 tools\n- [Configuration](https://5queezer.github.io/distill/reference/configuration/) — environment variables\n- [Architecture](https://5queezer.github.io/distill/explanation/architecture/) — Clean Architecture design\n- [Privacy Model](https://5queezer.github.io/distill/explanation/privacy-model/) — how your data stays private\n\n## Development\n\n```bash\ngit clone https://github.com/5queezer/distill.git\ncd distill\nuv sync\nuv run pytest tests/ -x -v\n```\n\n## License\n\n[MIT](LICENSE)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2F5queezer%2Fdistill","html_url":"https://awesome.ecosyste.ms/projects/github.com%2F5queezer%2Fdistill","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2F5queezer%2Fdistill/lists"}