{"id":46688669,"url":"https://github.com/remembra-ai/remembra","last_synced_at":"2026-04-02T13:38:05.163Z","repository":{"id":341390573,"uuid":"1169902862","full_name":"remembra-ai/remembra","owner":"remembra-ai","description":"Universal memory layer for AI applications. Self-host in minutes. 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Remembra fixes that.\u003cbr\u003e\n  Self-host in minutes. No vendor lock-in. MIT licensed.\n\u003c/p\u003e\n\n\u003cp align=\"center\"\u003e\n  \u003ca href=\"https://pypi.org/project/remembra/\"\u003e\u003cimg src=\"https://img.shields.io/pypi/v/remembra?color=blue\u0026label=PyPI\" alt=\"PyPI\"\u003e\u003c/a\u003e\n  \u003ca href=\"https://www.npmjs.com/package/remembra\"\u003e\u003cimg src=\"https://img.shields.io/npm/v/remembra?color=green\u0026label=npm\" alt=\"npm\"\u003e\u003c/a\u003e\n  \u003ca href=\"https://github.com/remembra-ai/remembra/stargazers\"\u003e\u003cimg src=\"https://img.shields.io/github/stars/remembra-ai/remembra?style=social\" alt=\"GitHub Stars\"\u003e\u003c/a\u003e\n  \u003ca href=\"https://opensource.org/licenses/MIT\"\u003e\u003cimg src=\"https://img.shields.io/badge/License-MIT-yellow.svg\" alt=\"License: MIT\"\u003e\u003c/a\u003e\n  \u003ca href=\"https://docs.remembra.dev\"\u003e\u003cimg src=\"https://img.shields.io/badge/docs-live-blue\" alt=\"Documentation\"\u003e\u003c/a\u003e\n  \u003ca href=\"https://discord.gg/Bzv3JshRa3\"\u003e\u003cimg src=\"https://img.shields.io/discord/1234567890?color=7289da\u0026label=Discord\u0026logo=discord\u0026logoColor=white\" alt=\"Discord\"\u003e\u003c/a\u003e\n\u003c/p\u003e\n\n\u003cp align=\"center\"\u003e\n  \u003ca href=\"https://docs.remembra.dev\"\u003e📚 Docs\u003c/a\u003e •\n  \u003ca href=\"https://remembra.dev\"\u003e🌐 Website\u003c/a\u003e •\n  \u003ca href=\"#-quick-start\"\u003e⚡ Quick Start\u003c/a\u003e •\n  \u003ca href=\"https://twitter.com/remembradev\"\u003e𝕏 Twitter\u003c/a\u003e •\n  \u003ca href=\"https://discord.gg/Bzv3JshRa3\"\u003e💬 Discord\u003c/a\u003e\n\u003c/p\u003e\n\n---\n\n## 💡 Why Remembra Exists\n\n\u003e *\"Dad, why doesn't the AI remember what I told it yesterday?\"*  \n\u003e — My 10-year-old daughter, asking the question that started everything\n\nEvery AI app has the same problem: **amnesia**. Your chatbot forgets users between sessions. Your agent can't recall decisions from yesterday. Your assistant asks the same questions over and over.\n\nWe built Remembra because existing solutions either cost a fortune ($249/mo for basic features) or require a PhD to deploy. \n\n**Remembra is different:** One command to start. Free tier that actually works. Entity graphs and temporal memory included.\n\n---\n\n## 🚀 What's New in v0.7.0\n\n✨ **Conversation Ingestion** — Auto-extract memories from chat history  \n⏰ **Sleep-Time Compute** — Background consolidation during idle time  \n🔒 **PII Detection** — Automatic redaction of sensitive data  \n🛡️ **Anomaly Detection** — Protection against memory poisoning  \n📦 **TypeScript SDK** — First-class JavaScript support  \n\n---\n\n## ⚡ Quick Start\n\n### Docker (Recommended)\n\n```bash\n# Start the server\ndocker run -d -p 8787:8787 remembra/remembra\n\n# Install SDK\npip install remembra\n\n# Done. That's it.\n```\n\n### Python\n\n```python\nfrom remembra import Memory\n\nmemory = Memory(user_id=\"user_123\")\n\n# Store — entities and facts extracted automatically\nmemory.store(\"Had coffee with Sarah from Acme Corp. She prefers email over Slack.\")\n\n# Recall — semantic search finds relevant memories  \nresult = memory.recall(\"How should I contact Sarah?\")\nprint(result.context)\n# → \"Sarah from Acme Corp prefers email over Slack.\"\n\n# It knows \"Sarah\" and \"Acme Corp\" are entities.\n# It builds relationships. It persists forever.\n```\n\n### MCP Server (Claude Code / Cursor)\n\n```bash\npip install remembra[mcp]\nclaude mcp add remembra -e REMEMBRA_URL=http://localhost:8787 -- remembra-mcp\n\n# Now Claude has persistent memory across all sessions! 🧠\n```\n\n### TypeScript / JavaScript\n\n```typescript\nimport { Remembra } from 'remembra';\n\nconst memory = new Remembra({ url: 'http://localhost:8787' });\nawait memory.store('User prefers dark mode');\nconst result = await memory.recall('preferences');\n```\n\n---\n\n## 🔥 How We Compare\n\n| Feature | Remembra | Mem0 | Zep | Letta |\n|---------|:--------:|:----:|:---:|:-----:|\n| **Self-host in 5 min** | ✅ | ❌ | ⚠️ | ❌ |\n| **Entity Resolution** | ✅ Free | 💰 $249/mo | ✅ | ❌ |\n| **Temporal Features** | ✅ | ❌ | ✅ | ✅ |\n| **Conversation Ingestion** | ✅ | ✅ | ❌ | ❌ |\n| **Sleep-Time Compute** | ✅ | ❌ | ❌ | ✅ |\n| **PII Detection** | ✅ | ❌ | ❌ | ❌ |\n| **MCP Server** | ✅ | ✅ | ✅ | ❌ |\n| **TypeScript SDK** | ✅ | ✅ | ✅ | ❌ |\n| **Free Tier** | ✅ Generous | ⚠️ Limited | ❌ | ✅ |\n\n**TL;DR:** We're the only solution with entity graphs, temporal memory, PII detection, AND easy self-hosting in the free tier.\n\n---\n\n## 🧠 Core Features\n\n| Feature | What It Does |\n|---------|--------------|\n| **🔍 Smart Extraction** | LLM-powered fact extraction from raw text |\n| **👥 Entity Resolution** | \"Adam\", \"Mr. Smith\", \"my husband\" → same person |\n| **⏱️ Temporal Memory** | TTL, decay curves, historical queries |\n| **🎯 Hybrid Search** | Semantic + keyword for accurate recall |\n| **🔒 Security** | PII detection, anomaly monitoring, audit logs |\n| **📊 Dashboard** | Visual memory browser, entity graphs, analytics |\n| **🔌 MCP Integration** | Native Claude Code / Cursor support |\n| **🌐 Multi-language** | Python, TypeScript, REST API |\n\n---\n\n## 📖 Documentation\n\n| Guide | Description |\n|-------|-------------|\n| [🚀 Quick Start](https://docs.remembra.dev/getting-started/quickstart/) | Running in minutes |\n| [🐍 Python SDK](https://docs.remembra.dev/guides/python-sdk/) | Full Python reference |\n| [📘 TypeScript SDK](https://docs.remembra.dev/guides/javascript-sdk/) | JavaScript/TypeScript guide |\n| [🤖 MCP Server](https://docs.remembra.dev/integrations/mcp-server/) | Claude Code / Cursor setup |\n| [🔌 REST API](https://docs.remembra.dev/guides/rest-api/) | API reference |\n| [🐳 Docker](https://docs.remembra.dev/getting-started/docker/) | Self-hosting guide |\n\n---\n\n## 💰 Pricing\n\n| Plan | Price | Memories | API Calls |\n|------|-------|----------|-----------|\n| **Free** | $0 | 1,000 | 10K/mo |\n| **Pro** | $49/mo | 50,000 | 500K/mo |\n| **Team** | $199/mo | 500,000 | 5M/mo |\n| **Enterprise** | Custom | Unlimited | Unlimited |\n\nSelf-hosted is always **free and unlimited**.\n\n---\n\n## 🏗️ Architecture\n\n```\n┌─────────────────────────────────────────────────────────────┐\n│                    Your Application                          │\n├──────────┬──────────────┬───────────────────────────────────┤\n│ Python   │ TypeScript   │ MCP Server (Claude/Cursor)        │\n│ SDK      │ SDK          │ remembra-mcp                      │\n├──────────┴──────────────┴───────────────────────────────────┤\n│                   Remembra REST API                          │\n├──────────────┬──────────────┬───────────────┬───────────────┤\n│  Extraction  │   Entities   │   Retrieval   │   Security    │\n│  (LLM)       │  (Graph)     │ (Hybrid)      │  (PII/Audit)  │\n├──────────────┴──────────────┴───────────────┴───────────────┤\n│                    Storage Layer                             │\n│         Qdrant (vectors) + SQLite (metadata/graph)          │\n└─────────────────────────────────────────────────────────────┘\n```\n\n---\n\n## 🤝 Contributing\n\nWe love contributions! See [CONTRIBUTING.md](CONTRIBUTING.md).\n\n```bash\ngit clone https://github.com/remembra-ai/remembra\ncd remembra\npip install -e \".[dev]\"\npytest\n```\n\n---\n\n## ⭐ Star Us!\n\nIf Remembra helps you build better AI, please star the repo! It helps others discover the project.\n\n[![Star History Chart](https://api.star-history.com/svg?repos=remembra-ai/remembra\u0026type=Date)](https://star-history.com/#remembra-ai/remembra\u0026Date)\n\n---\n\n\u003cp align=\"center\"\u003e\n  \u003cstrong\u003eBuilt with ❤️ by \u003ca href=\"https://dolphytech.com\"\u003eDolphyTech\u003c/a\u003e\u003c/strong\u003e\u003cbr\u003e\n  \u003ca href=\"https://remembra.dev\"\u003eWebsite\u003c/a\u003e • \n  \u003ca href=\"https://docs.remembra.dev\"\u003eDocs\u003c/a\u003e • \n  \u003ca href=\"https://twitter.com/remembradev\"\u003eTwitter\u003c/a\u003e • \n  \u003ca href=\"https://discord.gg/Bzv3JshRa3\"\u003eDiscord\u003c/a\u003e\n\u003c/p\u003e\n\n\u003cp align=\"center\"\u003e\n  \u003csub\u003eMIT License — Use it however you want.\u003c/sub\u003e\n\u003c/p\u003e\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fremembra-ai%2Fremembra","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fremembra-ai%2Fremembra","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fremembra-ai%2Fremembra/lists"}