Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
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.
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。
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。
选择你使用的 AI 应用,然后复制设置。
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
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。
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。
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。
ENGRAM_MISTAKE_GUARD envENGRAM_ANTHROPIC_MEMORY_PATH envENGRAM_MCP_CONFIG_PATH envENGRAM_NO_UPDATE_CHECK env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。
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
注册名称已通过 GitHub 账户 NickCirv 验证,该账户拥有此仓库
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
它在你的电脑上运行,没有互联网端点
在你的电脑上运行,改用本地设置
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。
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。
你需要填写:ENGRAM_API_TOKEN
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)。
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。
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。
同一分类中有:Spec Driven Development, Remote Desktop Commander, Intervals MCP
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
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Remote MCP server for intervals.icu run data and analysis
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。
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.
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.
| Workflow | Source-backed entry points |
|---|---|
| Explore structure | query, path, gods, callers, callees, impact, stats |
| Maintain context | init, watch, reindex, learn, mistakes |
| Generate agent documents | gen, gen-mdc, gen-aider, gen-windsurfrules, gen-ccs |
| Inspect hook integration | install-hook --dry-run, hook-preview, hook-stats, hook-disable, hook-enable |
| Serve context | server, ui, engram-serve MCP executable |
| Review measurements | measure, bench, cost, package benchmark scripts |
| Maintain installation | doctor, 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.
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.
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.
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.
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.
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 manual covers setup, skills, troubleshooting and removal. Sentinel explains current hook behavior and guard modes. Tool authors can use the integration guide.