About agent-memory-mcp-server
agent-memory-mcp-server is an MCP server published by AiAgentKarl in the Search category: persistent memory for AI agents — store, retrieve and search knowledge across sessions.
Six months or more without a commit doesn't mean the server is broken, but check the open issues before depending on it in production.
Install
uvx agent-memory-mcp-serverpip install agent-memory-mcp-serverThis server has no ConduID identity, so agent calls to it are not receipted. Pin the version you install and review the source before granting it credentials.
Tools (7)
memory_deleteRemove a memory
Parameters not published.
memory_listList all memories in a namespace
Parameters not published.
memory_namespacesList all namespaces
Parameters not published.
memory_retrieveRetrieve stored knowledge by key
Parameters not published.
memory_searchFull-text search across all memories
Parameters not published.
memory_statsUsage statistics
Parameters not published.
memory_storeStore a key-value pair persistently
Parameters not published.
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README
Agent Memory MCP Server 🧠
Persistent memory for AI agents — store, retrieve and search knowledge across sessions. No more forgetting between conversations.
The Problem
AI agents lose all context when a session ends. This MCP server gives agents a persistent knowledge store that survives across sessions, tools, and even different agent frameworks.
Features
- Store & Retrieve — Key-value storage with full persistence
- Namespaces — Separate memories by project, user, or context
- Tags — Categorize memories for easy filtering
- Full-Text Search — Search across all stored knowledge
- Access Tracking — See which memories are accessed most
- Statistics — Dashboard showing memory usage
Installation
pip install agent-memory-mcp-server
Usage with Claude Code
{
"mcpServers": {
"memory": {
"command": "uvx",
"args": ["agent-memory-mcp-server"]
}
}
}
Tools
| Tool | Description |
|---|---|
memory_store |
Store a key-value pair persistently |
memory_retrieve |
Retrieve stored knowledge by key |
memory_search |
Full-text search across all memories |
memory_list |
List all memories in a namespace |
memory_delete |
Remove a memory |
memory_namespaces |
List all namespaces |
memory_stats |
Usage statistics |
Examples
"Remember that the user prefers dark mode"
"What do you know about Project Alpha?"
"Store this API response for later"
"What were the key decisions from last session?"
How It Works
Uses SQLite for zero-configuration persistent storage. Data is stored locally — no cloud, no API keys, no costs. The database file (memory.db) is created automatically in the server directory.
More MCP Servers by AiAgentKarl
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|---|---|
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| 🔒 Security | Cybersecurity · Policy Gateway · Audit Trail |
| 🤖 Agent Infra | Memory · Directory · Hub · Reputation |
| 🔬 Research | Academic · LLM Benchmark · Legal |
License
MIT
README copy captured when this server was indexed; it may lag the repository. The original is authoritative.