原型 · 预览版:收录官方注册中心里的全部服务器,每 30 分钟同步一次。评价和账户功能将在后续阶段推出。
PopNx MCP为使用 AI 的人准备的 MCP 服务器 · 用大白话讲清楚

Engram

作者:NickCirv版本 4.5.0i★ –i在你的电脑上运行
注册名称io.github.NickCirv/engram

安装

概览

作者提供的说明(英文原文)

Ranked local code-graph context for AI coding agents. Intercepts reads + greps. Apache-2.0.

PopNx MCP 的三大支柱

这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。

它能帮你做什么

我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。

  • 连接方式: 在你的电脑上运行
  • 传输方式: stdio
  • 分类: 其他
  • 你需要填写:ENGRAM_API_TOKEN

安装

选择你使用的 AI 应用,然后复制设置。

安装之前

  • 基础检查:1 项中通过 1 项
  • 在你的电脑上运行,拥有你的用户账户的权限(文件、网络、应用)。
  • 需要你自己填写: ENGRAM_API_TOKEN, ENGRAM_MISTAKE_GUARD, ENGRAM_ANTHROPIC_MEMORY_PATH, ENGRAM_MCP_CONFIG_PATH, ENGRAM_NO_UPDATE_CHECK

标为机密的值是你账户的钥匙。千万不要分享给别人,也不要粘贴到聊天里。

你需要

  • npm已安装 Node.js(用于 npx 命令)

你用的是哪个应用?

在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。

打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json

{
  "mcpServers": {
    "engram": {
      "command": "npx",
      "args": [
        "-y",
        "engramx"
      ],
      "env": {
        "ENGRAM_API_TOKEN": "your-value",
        "ENGRAM_MISTAKE_GUARD": "your-value",
        "ENGRAM_ANTHROPIC_MEMORY_PATH": "your-value",
        "ENGRAM_MCP_CONFIG_PATH": "your-value",
        "ENGRAM_NO_UPDATE_CHECK": "your-value"
      }
    }
  }
}

在终端中运行这条命令

claude mcp add engram --env ENGRAM_API_TOKEN=your-value --env ENGRAM_MISTAKE_GUARD=your-value --env ENGRAM_ANTHROPIC_MEMORY_PATH=your-value --env ENGRAM_MCP_CONFIG_PATH=your-value --env ENGRAM_NO_UPDATE_CHECK=your-value -- npx -y engramx

运行前请先填写空着的值。

在 Cursor 中打开

或者自己复制设置

粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json

{
  "mcpServers": {
    "engram": {
      "command": "npx",
      "args": [
        "-y",
        "engramx"
      ],
      "env": {
        "ENGRAM_API_TOKEN": "your-value",
        "ENGRAM_MISTAKE_GUARD": "your-value",
        "ENGRAM_ANTHROPIC_MEMORY_PATH": "your-value",
        "ENGRAM_MCP_CONFIG_PATH": "your-value",
        "ENGRAM_NO_UPDATE_CHECK": "your-value"
      }
    }
  }
}

浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。

在 VS Code 中打开

或者自己复制设置

粘贴到项目中的 .vscode/mcp.json

{
  "servers": {
    "engram": {
      "type": "stdio",
      "command": "npx",
      "args": [
        "-y",
        "engramx"
      ],
      "env": {
        "ENGRAM_API_TOKEN": "your-value",
        "ENGRAM_MISTAKE_GUARD": "your-value",
        "ENGRAM_ANTHROPIC_MEMORY_PATH": "your-value",
        "ENGRAM_MCP_CONFIG_PATH": "your-value",
        "ENGRAM_NO_UPDATE_CHECK": "your-value"
      }
    }
  }
}

浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。

这个服务器在你的电脑上运行,而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。

你的选择通过 Cookie 保存在这台设备上,无需账户。

需要你填写的值

  • ENGRAM_API_TOKEN 机密 env
    Optional HTTP bearer token. Auto-generated at ~/.engram/http-server.token if unset.
  • ENGRAM_MISTAKE_GUARD env
    Pre-mortem warnings: '1' = warn, '2' = deny. Unset = off, zero overhead.
  • ENGRAM_ANTHROPIC_MEMORY_PATH env
    Override path to Claude Code's Auto-Memory MEMORY.md.
  • ENGRAM_MCP_CONFIG_PATH env
    Override path to ~/.engram/mcp-providers.json (plugin MCP server declarations).
  • ENGRAM_NO_UPDATE_CHECK env
    Set to '1' to disable passive update notice. Auto-disabled when $CI is set.

这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。

它能做什么

它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。

基础检查i

我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月7日

  • ✓ 通过

    作者与仓库一致

    注册名称已通过 GitHub 账户 NickCirv 验证,该账户拥有此仓库

  • … 尚未检查

    仍在维护

    我们还没有从 GitHub 读取这个仓库

  • … 尚未检查

    有许可证

    我们还没有从 GitHub 读取这个仓库

  • – 不适用

    端点有响应

    它在你的电脑上运行,没有互联网端点

  • – 不适用

    使用 OAuth 登录

    在你的电脑上运行,改用本地设置

  • … 尚未检查

    工具描述中没有隐藏指令

    它在你的电脑上运行;我们只能读取互联网端点的工具列表

与“其他”中的其他服务器比较i

  • 星标数多于此分类中其他 32620 个服务器的 0%
  • 发布到注册中心的时间比此分类中其他 32620 个服务器的 14% 更新
  • 基础检查结果等于或优于此分类中其他 32620 个服务器的 100%

与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。

常见问题

Engram 安全吗?

它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。

它需要哪些密钥或代码?

你需要填写:ENGRAM_API_TOKEN

它在我的电脑上运行还是在云端?

它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。

它还在维护吗?

GitHub 仓库最后更新于–,最新版本(4.5.0)于5个月前进入注册中心。

哪些应用可以使用它?

支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。你的电脑上还需要有 Node.js。

有什么可以替代它?

同一分类中有:Spec Driven Development, Remote Desktop Commander, Intervals MCP

替代选择

同一分类中其他作者的服务器,按星标数排序。

如何看卡片:★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i

Spec Driven Development

作者:formulahendry

MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.

在你的电脑上运行★ 440MIT14个月前更新
安装

Remote Desktop Commander

作者:desktop-commander

Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.

在云端运行★ 211前天更新
安装

Intervals MCP

作者:ljcl

Remote MCP server for intervals.icu run data and analysis

在你的电脑上运行今天更新
安装

作者的 README

打开 README

按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。

Engram

A local structural code graph and context toolkit for AI coding agents. Engram indexes source entities, Git relationships and selected project memory, then exposes focused context through a CLI, agent hooks, MCP and an authenticated local dashboard.

Use it to find relevant code before reading full files, inspect relationships and carry recorded mistakes into a later session. Read the source returned by a query before making a behavioral claim: graph retrieval is an aid to investigation.

Quickstart

The inspected package is engramx 4.5.0 and requires Node >=20. This source-build example is source-inspected, not executed; it does not assume a currently published package or extension version.

git clone https://github.com/NickCirv/engram.git

cd engram git checkout 9fa2a4b74ca8e66560d74d1255c16c43157d32bd npm install --ignore-scripts npm run build export ENGRAM_NO_UPDATE_CHECK=1 node dist/cli.js init ../your-project --no-hook node dist/cli.js query "authentication" --project ../your-project --budget 2000 node dist/cli.js stats --project ../your-project

Replace ../your-project with a codebase you can inspect. Indexing writes the project's .engram/ graph. The --no-hook flag matters: the default CLI init also installs a Sentinel hook. Start with the graph, examine the output, then decide which integration to enable. The build includes grammar bundling; inspect package scripts and dependencies before installation.

The query returns matching graph entities and an estimated token count, or a no-matching-nodes message. Counts depend on the indexed project; no benchmark output is fabricated here.

What is implemented

WorkflowSource-backed entry points
Explore structurequery, path, gods, callers, callees, impact, stats
Maintain contextinit, watch, reindex, learn, mistakes
Generate agent documentsgen, gen-mdc, gen-aider, gen-windsurfrules, gen-ccs
Inspect hook integrationinstall-hook --dry-run, hook-preview, hook-stats, hook-disable, hook-enable
Serve contextserver, ui, engram-serve MCP executable
Review measurementsmeasure, bench, cost, package benchmark scripts
Maintain installationdoctor, setup --dry-run, update --check, database/cache/plugin commands

These entry points are declared in the pinned CLI. Consult each command's help before a write operation. Generators, hook installers, cache/database commands and plugin installation can modify local state.

Architecture

Source miners extract entities, references, Git co-change and selected mistake/session information. The graph store persists project-local SQLite using sql.js. Queries traverse the graph and render bounded context. The provider resolver combines built-in sources and optional plugins/MCP providers; integrations can add external processes and network access.

The architecture and integration guide maps these paths, documents HTTP authentication and gives a local MCP configuration. Existing design records, release notes, integration documents and the ECP draft remain linked in the documentation inventory. They retain historical context and are not all certified against this revision.

Privacy and operational boundaries

The core graph is local, but the entire system is not guaranteed to be network-free. The CLI has npm update checks, Context7 can call an external wrapper, and configured MCP/plugin providers can execute their own processes. ENGRAM_NO_UPDATE_CHECK=1 disables the update-check path; it does not disable every optional integration. Review configured providers and the agent that receives graph output.

The HTTP server binds to 127.0.0.1, validates Host/Origin and requires a bearer token or dashboard cookie for protected routes. It resolves a token from ENGRAM_API_TOKEN or a local token file. Keep that token private and retain the existing security policy.

Limits and measurement

Structural context size, estimated token reductions, session replay and actual provider billing answer different questions. A smaller packet does not by itself demonstrate equal answer quality or a lower bill. Reproduce the included benchmarks on your own representative workload and track correctness alongside cost. This documentation review did not run a build, test suite, benchmark or agent session.

Development

npm run build

npm run lint npm test -- --run

The repository contains unit and integration test sources for graph storage, providers, hooks, HTTP security and other modules. Their presence is evidence of test coverage intent; results at this revision remain unverified here. See the preserved contribution guide before changing behavior.

License and author

Apache-2.0 license. The ECP specification carries its own attribution and licensing in its source document; this rewrite does not alter either.

Nicholas Ashkar · Applied AI, systems and consulting.

User guides

User manual covers setup, skills, troubleshooting and removal. Sentinel explains current hook behavior and guard modes. Tool authors can use the integration guide.

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