Top AI Repos — open-source AI, indexed and scored
Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
Governed shared memory for AI agent fleets — multi-agent, multi-tenant, MCP-native. Trust tiers, keystone policies, audit trails, knowledge graph, self-improving retrieval. Apache 2.0.
| Date | Stars |
|---|---|
| 2026-07-31 | 394 |
| 2026-08-06 | 410 |
Today
+16 stars today
This week
— stars this week
This month
— stars this month
Momentum
124.0
growth rate 0.00%/day
<p align="center">
<img src="static/images/memCLAW_logo_dark.png" alt="MemClaw" width="420" />
</p>
<h3 align="center">Fleet memory for AI agents — governed, shared, self-improving.</h3>
<p align="center">
<a href="LICENSE"><img src="https://img.shields.io/badge/License-Apache_2.0-blue.svg" alt="License" /></a>
<a href="https://github.com/caura-ai/caura-memclaw/stargazers"><img src="https://img.shields.io/github/stars/caura-ai/caura-memclaw?style=social" alt="GitHub Stars" /></a>
<a href="https://github.com/caura-ai/caura-memclaw/actions"><img src="https://img.shields.io/github/actions/workflow/status/caura-ai/caura-memclaw/ci.yml?label=CI" alt="CI" /></a>
<a href="https://github.com/caura-ai/caura-memclaw/releases"><img src="https://img.shields.io/github/v/release/caura-ai/caura-memclaw" alt="Release" /></a>
<a href="https://discord.com/invite/aNfpgfpj"><img src="https://img.shields.io/badge/Discord-join-5865F2?logo=discord&logoColor=white" alt="Join us on Discord" /></a>
</p>
<p align="center">
<a href="#quick-start">Quick Start</a> ·
<a href="#features">Features</a> ·
<a href="#performance">Performance</a> ·
<a href="#mcp-model-context-protocol">MCP</a> ·
<a href="#api-reference">API Reference</a> ·
<a href="static/docs/integration-guide.md">Plugin Docs</a> ·
<a href="CONTRIBUTING.md">Contributing</a> ·
<a href="https://discord.com/invite/aNfpgfpj">Discord</a>
</p>
---
## MemClaw — Fleet memory for AI agents
MemClaw is open-source memory for **multi-tenant, multi-agent** AI fleets. Your agents store what they learn, find what the fleet knows, and get smarter with every interaction — learning from each other instead of repeating mistakes.
Agents write plain text. MemClaw turns it into searchable, governed, self-improving memory.
**One loop, three pillars: write, recall, compound** — every interaction makes the next one smarter.
**Built for fleets, not single agents.** Public agent-memory benchmarks (LoCoMo, LongMemEval) measure one agent, one user, one long conversation — the single-chatbot shape. The deployment shape we see in production is the opposite: dozens or thousands of agents working on behalf of a company, sharing what they learn under governance. MemClaw is architected around that shape from day one — scoped memory, cross-agent outcome propagation, fleet-wide trust tiers — and competes on the axes that compound with agent count: latency, token efficiency, and governance. See [Performance](#performance) for the numbers, or read the [benchmarks write-up](https://memclaw.net/blog/memclaw-benchmarks).
> **In production at eToro (NASDAQ: ETOR):** 300+ AI agents on one governed
> memory — 26,500+ memories, 1,372 shared skills, 23 ms p50 search.
> [Architecture deep-dive →](https://memclaw.net/blog/etoro-company-brain/)
<p align="center">
<img src="static/images/memclaw-concept.png" alt="MemClaw — Fleet Memory that Compounds" width="700" />
</p>
<p align="center">
<img src="static/images/memclaw-demo.gif" alt="MemClaw demo — write, recall, and governed cross-fleet memory in action" width="700" />
</p>
---
## Quick Start
### Try it locally — no API key, no signup
The fastest way to see MemClaw work. Standalone mode runs single-tenant with auth bypassed — write and recall a memory in four commands. (It boots with dummy embeddings so there's nothing to configure; add an AI provider key for semantic search — see [Self-Hosted](#self-hosted-open-source) below.)
```bash
git clone https://github.com/caura-ai/caura-memclaw.git
cd caura-memclaw
cp .env.example .env && echo "IS_STANDALONE=true" >> .env # single-tenant, no API key
docker compose up -d # Postgres + pgvector + Redis + API (~30s)
# Write a memory — no API key needed
curl -X POST http://localhost:8000/api/v1/memories \
-H "X-API-Key: standalone" -H "Content-Type: application/json" \
-d '{"tenant_id": "default", "content": Excerpt of 65,680 characters
Read on GitHubWould you bet a product on this? Bounded 0–100 and slow moving.
matched fp:e325e10743c00134, topic:ai-agents, topic:multi-agent-systems, topic:agentic-ai
matched fp:e325e10743c00134, topic:rag, topic:knowledge-graph, desc:knowledge graph
matched fp:e325e10743c00134, topic:mcp, topic:mcp-server