Remembra
About
Persistent memory layer for AI agents with entity resolution, PII detection, AES-256-GCM encryption at rest, and hybrid search. Self-hosted. 100% on LoCoMo benchmark. Works with Claude Code, Cursor, VS Code, Windsurf, JetBrains, and more.
Details
- Transport
- SSE
Explore
| Feature | Remembra | Mem0 | Zep/Graphiti | Letta | Engram |
|---------|----------|------|-------------|-------|--------|
| One-Command Install | ✅ curl \| bash | ✅ pip | ✅ pip | ⚠️ Complex | ✅ brew |
| Bi-Temporal Relationships | ✅ Point-in-time | ❌ | ⚠️ Basic | ❌ | ❌ |
| Entity Resolution | ✅ Free | 💰 $249/mo | ✅ | ❌ | ❌ |
| Conflict Detection | ✅ Auto-supersede | ❌ | ❌ | ❌ | ❌ |
| PII Detection | ✅ Built-in | ❌ | ❌ | ❌ | ❌ |
| Hybrid Search | ✅ BM25+Vector | ❌ | ✅ | ❌ | ❌ |
| 6 Embedding Providers | ✅ Hot-swap | ❌ (1-2) | ❌ (1) | ❌ | ❌ |
| Plugin System | ✅ | ❌ | ❌ | ✅ | ❌ |
| Sleep-Time Compute | ✅ | ❌ | ❌ | ✅ | ❌ |
| Self-Host + Billing | ✅ Stripe | ❌ | ❌ | ❌ | ❌ |
| Memory Spaces | ✅ Multi-tenant | ❌ | ❌ | ❌ | ❌ |
| MCP Server | ✅ 11 Tools | ✅ | ❌ | ❌ | ✅ |
| Pricing | Free / $49 / $199 | $19 → $249 | $25+ | Free | Free |
| License | MIT | Apache 2.0 | Apache 2.0 | Apache 2.0 | MIT |
🧠 Smart Extraction — LLM-powered fact extraction from raw text
👥 Entity Resolution — "Adam", "Mr. Smith", "my husband" → same person
⏱️ Temporal Memory — TTL, decay curves, historical queries
🔍 Hybrid Search — Semantic + keyword for accurate recall
🔒 Security — PII detection, anomaly monitoring, audit logs
📊 Dashboard — Visual memory browser, entity graphs, analytics
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Setting up with Highlight
This MCP is not yet compatible with Highlight’s one-click setup. However, you can still use it with Highlight by following these steps:
- Download and install Highlight from highlightai.com/download
- Navigate to the plugins tab and select "Add Custom Plugin"
-
Configure the plugin with the settings below
Plugin Name
RemembraCommand (node, npx, python, etc.)Please refer to the README for specific instructions on how to obtain API keys or other required environment variables.
- Enable "Start Automatically" if you want the plugin to start when Highlight launches
From the repository
curl -sSL https://raw.githubusercontent.com/remembra-ai/remembra/main/quickstart.sh | bash
That's it. Remembra + Qdrant + Ollama start locally. No API keys needed.
Or with Docker Compose directly:
git clone https://github.com/remembra-ai/remembra && cd remembra
docker compose -f docker-compose.quickstart.yml up -d
Try it:
```bash
pip install -e ".[dev]"
store_memory
Store information in persistent memory. Automatically extracts entities (people, organizations, locations) and facts from the content.
recall_memories
Search persistent memory for relevant information using hybrid search (semantic + keyword). Use this BEFORE answering questions about past decisions, context, people, or projects.
forget_memories
Delete memories from persistent storage. GDPR-compliant deletion. Provide exactly one of: memory_id, entity, or all_memories.
health_check
Check Remembra server health and connection status. Returns server version, status, and component health.
ingest_conversation
Ingest a conversation and automatically extract memories. Processes messages and intelligently extracts facts worth remembering long-term.
Claude Desktop / Cursor
Paste into your MCP client config file to install this server.
{
"mcpServers": {
"remembra": {
"remembra": {
"command": "docker",
"args": [
"compose",
"-f",
"docker-compose.quickstart.yml",
"up",
"-d"
]
}
}
}
}McpServers
{
"remembra": {
"command": "docker",
"args": [
"compose",
"-f",
"docker-compose.quickstart.yml",
"up",
"-d"
]
}
}🔥 Why Remembra?
Feature Comparison
| Feature | Remembra | Mem0 | Zep/Graphiti | Letta | Engram |
|---------|----------|------|-------------|-------|--------|
| One-Command Install | ✅ curl \| bash | ✅ pip | ✅ pip | ⚠️ Complex | ✅ brew |
| Bi-Temporal Relationships | ✅ Point-in-time | ❌ | ⚠️ Basic | ❌ | ❌ |
| Entity Resolution | ✅ Free | 💰 $249/mo | ✅ | ❌ | ❌ |
| Conflict Detection | ✅ Auto-supersede | ❌ | ❌ | ❌ | ❌ |
| PII Detection | ✅ Built-in | ❌ | ❌ | ❌ | ❌ |
| Hybrid Search | ✅ BM25+Vector | ❌ | ✅ | ❌ | ❌ |
| 6 Embedding Providers | ✅ Hot-swap | ❌ (1-2) | ❌ (1) | ❌ | ❌ |
| Plugin System | ✅ | ❌ | ❌ | ✅ | ❌ |
| Sleep-Time Compute | ✅ | ❌ | ❌ | ✅ | ❌ |
| Self-Host + Billing | ✅ Stripe | ❌ | ❌ | ❌ | ❌ |
| Memory Spaces | ✅ Multi-tenant | ❌ | ❌ | ❌ | ❌ |
| MCP Server | ✅ 11 Tools | ✅ | ❌ | ❌ | ✅ |
| Pricing | Free / $49 / $199 | $19 → $249 | $25+ | Free | Free |
| License | MIT | Apache 2.0 | Apache 2.0 | Apache 2.0 | MIT |
Core Features
🧠 Smart Extraction — LLM-powered fact extraction from raw text
👥 Entity Resolution — "Adam", "Mr. Smith", "my husband" → same person
⏱️ Temporal Memory — TTL, decay curves, historical queries
🔍 Hybrid Search — Semantic + keyword for accurate recall
🔒 Security — PII detection, anomaly monitoring, audit logs
📊 Dashboard — Visual memory browser, entity graphs, analytics
---
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