Recollect
БесплатноНе проверенLocal, cross-agent memory for AI coding agents using a single SQLite file, enabling persistent sessions and durable facts shared across multiple MCP-compatible
Описание
Local, cross-agent memory for AI coding agents using a single SQLite file, enabling persistent sessions and durable facts shared across multiple MCP-compatible tools.
README
Local, cross-agent memory for AI coding agents. One SQLite file on your machine, shared by Claude Code, Codex CLI, Gemini CLI, Cursor — anything that speaks MCP. Start a task in one agent, finish it in another.
- Local-first — a single file at
~/.recollect/memory.db. No cloud, no Docker, no daemon. - Cross-agent — every agent spawns the same stdio MCP server against the same database (SQLite WAL handles concurrency).
- Sessions + facts — resumable work sessions (summary, decisions, open threads, running log) and durable long-term memories.
- Fast keyword search — SQLite FTS5, works offline, zero extra dependencies.
- Never trapped —
recollect exportdumps everything to plain Markdown.
Install
# Claude Code
claude mcp add recollect -- npx -y recollect-mcp
# Codex CLI
codex mcp add recollect -- npx -y recollect-mcp
# Gemini CLI, Cursor, Windsurf, Cline, … (JSON config)
{
"mcpServers": {
"recollect": { "command": "npx", "args": ["-y", "recollect-mcp"] }
}
}
That's it. Each agent gets the same tools; they all read and write the same database.
Tools
| Tool | Purpose |
|---|---|
memory_save |
Store a durable fact (preference, convention, decision, gotcha). Dedupes; supports superseding old facts. |
memory_search |
FTS5 keyword search, most relevant first. Project scope includes globals. |
memory_list |
Browse recent memories, paginated. |
memory_update |
Edit content/tags/importance in place. |
memory_delete |
Remove a memory. |
session_start |
Open a work session for the current task. |
session_log |
Append a progress note to the active session. |
session_end |
Close with a handoff-quality summary, decisions, and open threads. |
session_resume |
The handoff primitive — recent sessions (active first) with logs, from any agent. Leads with the project brief. |
session_search |
FTS across session metadata and individual log entries. |
project_brief |
Your standing instructions for a project (stack, conventions, do-not-touch), curated in the web UI. |
context_resume |
One-call startup: brief + recent sessions + recent memories together. |
Plus a resume-work MCP prompt and a memory://recent/{project} resource for clients that support them.
Memories and sessions are scoped to a project, identified by the normalized git remote (github.com/user/repo — identical on every machine that clones the repo), falling back to the git root or directory name; RECOLLECT_PROJECT overrides. Global memories surface everywhere.
Secrets: memories are plaintext and may sync across machines. Agents are instructed never to store credentials, and memory_save (plus the CLI and UI) rejects content matching well-known secret formats — store a pointer to your password manager instead.
Web UI
recollect ui # opens http://127.0.0.1:7777
Browse every project, search memories and session logs, add/edit/delete memories, and — most usefully — write a project brief: a description plus standing notes ("Laravel 11 API, deploys via Forge, never touch the billing module"). Agents receive the brief through project_brief and at the top of session_resume, so anything you write there becomes permanent instructions for every agent. Loopback-only by design.
Multiple machines
Run one recollect as the shared hub on any small server (a Forge box, a VPS, a home machine on Tailscale):
recollect serve --http --port 8787 --token "$RECOLLECT_TOKEN"
Then pick a mode per machine:
Synced (recommended) — local-first with invisible background sync. Agents keep using the fast local database (and keep working offline); recollect syncs with the hub on start, shortly after every write, and immediately when a session ends. Deletes propagate; conflicts resolve last-write-wins.
recollect connect https://memory.example.dev --token "$RECOLLECT_TOKEN"
# that's it — every agent on this machine now shares the hub's memory
recollect sync # manual sync, if you want one
recollect disconnect # back to local-only
Remote — agents talk to the hub directly over streamable HTTP (zero local state, online-only). See docs/remote.md for per-agent connection snippets.
Sync design details (ULID ids, tombstones, clock-skew-safe cursors): docs/sync.md.
CLI
The same binary doubles as a CLI — so agents without MCP support (or you, in a terminal) can still use the memory:
recollect search "auth refactor" # search memories
recollect search --sessions "webhooks" # search sessions
recollect save "Deploys go via Forge" --tags deploy --importance 4
recollect sessions --project api # recent sessions
recollect export # dump everything to Markdown
recollect stats # what's in the database
Configuration
| Env var | Default | Purpose |
|---|---|---|
RECOLLECT_DB |
~/.recollect/memory.db |
Database file location |
RECOLLECT_PROJECT |
cwd basename | Default project scope |
RECOLLECT_AGENT |
MCP client name | Attribution recorded on writes |
Why not …?
OpenMemory / mem0 — great, but Docker + Postgres + Qdrant for personal memory is a lot of machinery. This is one file. Markdown handoff files — portable but unsearchable and per-project; recollect gives you FTS across everything you've ever done. Built-in agent memory — lives inside one vendor's tool; the whole point here is that memory belongs to you, not the agent.
Development
npm install
npm run lint # typecheck
npm test # vitest
npm run build # tsup → dist/
node dist/index.js help
Test the MCP surface interactively:
npx @modelcontextprotocol/inspector node dist/index.js
Roadmap
Optional semantic search (local embeddings via Ollama + sqlite-vec), Markdown import, memory decay/dedupe heuristics, TUI browser.
License
MIT
Установка Recollect
У этого сервера нет опубликованного пакета — он собирается из исходников. Открой репозиторий и следуй инструкции в README.
▸ github.com/danbaileyza/recollect-mcpFAQ
Recollect MCP бесплатный?
Да, Recollect MCP бесплатный — установка в пару кликов через Unyly без оплаты.
Нужен ли API-ключ для Recollect?
Нет, Recollect работает без API-ключей и переменных окружения.
Recollect — hosted или self-hosted?
Self-hosted: сервер запускается локально на твоей машине командой из раздела установки.
Как установить Recollect в Claude Desktop, Claude Code или Cursor?
Открой Recollect на unyly.org, выбери вкладку своего клиента (Claude Desktop, Claude Code, Cursor) и нажми Install — конфиг сгенерируется автоматически, без правки JSON.
Похожие MCP
wenb1n-dev/SmartDB_MCP
A universal database MCP server supporting simultaneous connections to multiple databases. It provides tools for database operations, health analysis, SQL optim
автор: wenb1n-devPostgres Server
This server enables interaction with PostgreSQL databases through the Model Context Protocol, optimized for the AWS Bedrock AgentCore Runtime. It provides tools
автор: madhurprashPostgres
Query your database in natural language
автор: AnthropicPostgreSQL
Read-only database access with schema inspection.
автор: modelcontextprotocolCompare Recollect with
Не уверен что выбрать?
Найди свой стек за 60 секунд
Автор?
Embed-бейдж для README
Похожее
Все в категории data
