RichSchefren

RichSchefren / atlas

Public

Open-source local-first cognitive memory. AGM-compliant belief revision (49/49 postulates). When a fact changes, downstream beliefs are automatically re-evaluated, not just flagged.

livememory.dev agm ai-agents anthropic apache-2 belief-revision
14
3
100% credibility
Found Apr 28, 2026 at 14 stars -- GitGems finds repos before they trend. Get early access to the next one.
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AI Analysis
Python
AI Summary

Atlas is an open-source local-first system that builds a knowledge graph from personal notes, transcripts, and chats, automatically reassessing and propagating changes to dependent beliefs while flagging contradictions.

How It Works

1
📖 Discover Atlas

You hear about Atlas, a helpful tool that organizes your notes, meetings, and chats into a smart map of your business knowledge.

2
🖥️ Set it up on your laptop

With a few simple steps, you get it running locally using everyday tools like Docker and Python—no cloud needed.

3
✨ Watch the demo magic

Run a quick demo and see how it instantly updates connected ideas when one fact changes, proving it works in seconds.

4
🔗 Connect your personal files

Point it to your note folder, meeting transcripts, and chat logs so it starts learning from your real work.

5
👀 Let it watch and update

It quietly scans new files, spots changes, and keeps your knowledge fresh without you lifting a finger.

6
📝 Review smart suggestions

Check easy notes in your familiar app for any tricky updates or conflicts it found.

🧠 Enjoy consistent insights

Your business knowledge stays accurate and connected, helping you make better decisions every day.

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Star Growth

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AI-Generated Review

What is atlas?

Atlas is a Python-based, local-first cognitive memory system that ingests data from Obsidian vaults, transcripts, screen captures, and chat logs into a Neo4j graph database. It automatically revises beliefs using AGM-compliant logic—when a fact like a price changes, it propagates updates downstream, detecting contradictions and routing conflicts to markdown queues. Run it via Docker Compose for a 12-second demo that plants facts, triggers revisions, and verifies tamper-proof ledgers, all on your laptop without cloud dependencies.

Why is it gaining traction?

It stands out with Ripple propagation—the only open-source tool that doesn't just flag stale data but re-evaluates dependent beliefs, outperforming Graphiti, Mem0, and Letta in business memory benchmarks. Adapters plug into Claude Code, Hermes, and OpenClaw via MCP tools, plus HTTP/gRPC endpoints for easy integration. Amid github open source tools like self-hosted github alternatives, its verified AGM math and $0/month deterministic mode hook devs tired of vector-search limitations in atlas github ai or atlas github llm setups.

Who should use this?

Agent builders wiring memory backends for tools like atlas github copilot integrations or Hermes agents handling pricing shifts and role changes. Obsidian power users cross-checking vaults with Limitless/Fireflies transcripts for emergent contradictions. Local-first AI researchers benchmarking non-monotonic reasoning against Kumiho, avoiding atlassian-style cloud lock-in.

Verdict

Try the demo if belief revision is your pain point—446 passing tests and full AGM compliance make alpha (14 stars, 1.0% credibility) promising for niche use. Skip for production scale or chat-only memory; extraction on unstructured text needs polish.

(198 words)

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