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Recall

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Persistent memory MCP server for AI coding agents. Stores, searches, and retrieves context across sessions using SQLite and FTS5.

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About

Persistent memory MCP server for AI coding agents. Stores, searches, and retrieves context across sessions using SQLite and FTS5.

README

Persistent memory MCP server for AI coding agents.

Store, search, and retrieve context across sessions. Built on SQLite + FTS5.

Works with Claude Code, Cursor, GitHub Copilot, Gemini CLI, and any MCP-compatible agent.

Why?

AI coding agents are stateless. Every new session starts from zero. You re-explain your architecture, re-discover patterns, re-learn the same conventions.

Recall gives your agent a memory that persists. Store decisions, patterns, bug fixes, architecture notes — anything worth remembering. Next session, search and retrieve instantly.

Install

npm install -g recall-mcp

Or use directly with npx:

npx recall-mcp

Configure

Claude Code

Add to your .claude/settings.json:

{
  "mcpServers": {
    "recall": {
      "command": "npx",
      "args": ["recall-mcp"]
    }
  }
}

Cursor

Add to .cursor/mcp.json:

{
  "mcpServers": {
    "recall": {
      "command": "npx",
      "args": ["recall-mcp"]
    }
  }
}

Claude Desktop

Add to claude_desktop_config.json:

{
  "mcpServers": {
    "recall": {
      "command": "npx",
      "args": ["recall-mcp"]
    }
  }
}

Tools

recall_store

Store or update a memory. If a memory with the same key exists, it gets updated.

key: "project.auth.decision"
content: "Using JWT with RS256. Public key rotated weekly via /keys endpoint."
tags: ["decision", "architecture", "auth"]
scope: "my-project"

recall_get

Retrieve a specific memory by key.

key: "project.auth.decision"
scope: "my-project"  // optional

recall_search

Full-text search across all memories. Returns ranked results.

query: "authentication pattern"
limit: 10
scope: "my-project"  // optional

recall_list

List recent memories, optionally filtered by scope.

scope: "my-project"  // optional
limit: 20

recall_delete

Delete a memory by key.

key: "project.auth.decision"
scope: "my-project"  // optional

recall_stats

Show memory statistics — total count, breakdown by scope.

How It Works

  • Storage: SQLite with WAL mode. All data stored locally in ~/.recall/recall.db.
  • Search: FTS5 full-text search with automatic ranking. Fast even with thousands of memories.
  • Scoping: Memories are scoped to global by default. Use project-specific scopes to keep project context separate.
  • Auto-indexing: Every store/update/delete automatically syncs the FTS index via SQLite triggers.

Use Cases

  • Architecture decisions — "Why did we choose X over Y?" → stored and searchable
  • Bug fix patterns — "This weird null pointer was caused by..." → never debug the same thing twice
  • Code conventions — "In this project, we use..." → agents follow your rules automatically
  • Project context — Store project structure, key files, gotchas for instant onboarding
  • Cross-session learning — Agent remembers what it learned last session

Configuration

Env Var Default Description
RECALL_DB_PATH ~/.recall/recall.db Path to the SQLite database file

License

MIT

from github.com/autonsol/recall-mcp

Install Recall in Claude Desktop, Claude Code & Cursor

Recommended · one command, every IDE
unyly install recall-mcp

Installs into Claude Desktop, Claude Code, Cursor & VS Code — handles npx, uvx and build-from-source repos for you.

First time? Get the CLI: curl -fsSL https://unyly.org/install | sh

Or configure manually

Run in your terminal:

claude mcp add recall-mcp -- npx -y github:autonsol/recall-mcp

FAQ

Is Recall MCP free?

Yes, Recall MCP is free — one-click install via Unyly at no cost.

Does Recall need an API key?

No, Recall runs without API keys or environment variables.

Is Recall hosted or self-hosted?

Self-hosted: the server runs locally on your machine via the install command above.

How do I install Recall in Claude Desktop, Claude Code or Cursor?

Open Recall on unyly.org, pick your client tab (Claude Desktop, Claude Code, Cursor) and press Install — the config is generated automatically, no JSON editing.

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