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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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Описание

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

Установить Recall в Claude Desktop, Claude Code, Cursor

Рекомендуется · одна команда, все IDE
unyly install recall-mcp

Ставит в Claude Desktop, Claude Code, Cursor и VS Code — сам разбирается с npx, uvx и сборкой из исходников.

Впервые? Поставь CLI: curl -fsSL https://unyly.org/install | sh

Или настроить вручную

Выполни в терминале:

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

FAQ

Recall MCP бесплатный?

Да, Recall MCP бесплатный — установка в пару кликов через Unyly без оплаты.

Нужен ли API-ключ для Recall?

Нет, Recall работает без API-ключей и переменных окружения.

Recall — hosted или self-hosted?

Self-hosted: сервер запускается локально на твоей машине командой из раздела установки.

Как установить Recall в Claude Desktop, Claude Code или Cursor?

Открой Recall на unyly.org, выбери вкладку своего клиента (Claude Desktop, Claude Code, Cursor) и нажми Install — конфиг сгенерируется автоматически, без правки JSON.

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