持久记忆 系统为 AI 编程 agents. Agent-无关 Go binary 与 SQLite + FTS5, MCP 服务器, HTTP API, CLI,、TUI.GitHub 4,663 ⭐ / 533 Fork，主要使用 Go 开发。访问项目：https://github.com/Gentleman-Programming/engram
项目介绍
持久记忆 系统为 AI 编程 agents. Agent-无关 Go binary 与 SQLite + FTS5, MCP 服务器, HTTP API, CLI,、TUI.
核心功能
- HTTP REST API (`engram serve`): note that `engram serve` currently binds to `127.0.0.1` only, so it is not reachable from inside a container out of the box — a container cannot reach the host's loopback, and there is no bind-address flag yet. `ENGRAM_URL` lets the Pi plugin target an `engram serve` reachable on a routable host/port (e.g. `ENGRAM_URL=http://host.docker.internal:7437 pi`), but that only works once the server listens on a non-loopback interface, which is not supported today. The HTTP API is not the MCP protocol; Pi uses it for session capture and Pi-native `mem_*` tools. For Docker right now, prefer the stdio path below. - Stdio MCP (mount the binary): the cleanest path for a Dockerized agent that needs MCP tools is to mount the `engram` binary into the container and let the agent launch `engram mcp` locally via stdio, pointing `ENGRAM_DATA_DIR` at a volume shared with the host.
使用指南
<a href="docs/INSTALLATION.md">Installation</a> • <a href="docs/engram-cloud/README.md">Engram Cloud</a> • <a href="docs/AGENT-SETUP.md">Agent Setup</a> • <a href="docs/CODEBASE-GUIDE.md">Codebase Guide</a> • <a href="docs/ARCHITECTURE.md">Architecture</a> • <a href="docs/PLUGINS.md">Plugins</a> • <a href="docs/TEAM-USAGE.md">Team Usage</a> • <a href="CONTRIBUTING.md">Contributing</a> • <a href="DOCS.md">Full Docs</a> </p>
> engram `/ˈen.ɡræm/` — _neuroscience_: the physical trace of a memory in the brain. Your AI coding agent forgets everything when the session ends. Engram gives it a brain. A Go binary with SQLite + FTS5 full-text search, exposed via CLI, HTTP API, MCP server, and an interactive TUI. Works with any agent that supports MCP — Claude Code, OpenCode, Gemini CLI, Codex, VS Code (Copilot), Antigravity, Cursor, Windsurf, or anything else. ``` Agent (Claude Code / OpenCode / Gemini CLI / Codex / VS Code / Antigravity / ...) ↓ MCP stdio Engram (single Go binary) ↓ SQLite + FTS5 (~/.engram/engram.db) ```
项目信息
| 项目 | 信息 |
|---|---|
| 项目名称 | Gentleman-Programming/engram |
| Star 数 | 4,663 |
| Fork 数 | 533 |
| 编程语言 | Go |
| 开源协议 | MIT |
| 创建时间 | 2026-02-16 |
| 最近更新 | 2026-06-20 |
| 主题标签 | 无 |
项目地址
GitHub 仓库：<https://github.com/Gentleman-Programming/engram>
> 完整 URL：[https://github.com/Gentleman-Programming/engram](https://github.com/Gentleman-Programming/engram)
如需查看完整源码、安装命令、使用示例、API 文档，请直接访问上方项目地址。所有信息均以 GitHub 仓库为准。