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)
Local-first code intelligence MCP: symbol graph, impact analysis, 60+ tools.
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。
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 …”。
链接指向作者自己的文件;我们不托管也不重新打包它。打开文件后,Claude Desktop 会进行安装。
在终端中运行这条命令
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。
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。
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6日
注册名称已通过 GitHub 账户 VeyrForge 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。
注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。
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(3.0.3)于3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 MCPB。
同一分类中有:Spec Driven Development, Remote Desktop Commander, Dechonet 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.
30 security tools for AI agents: phishing links, exposure maps, DNS, SSL, PQC, history, pivots.
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。
Local-first repo intelligence for AI coding assistants.
Codehelper indexes git repositories on your machine, builds a symbol and call graph, and exposes 60+ MCP tools so Cursor, Claude Code, Codex, and other MCP clients can search, understand, and safely change *your* code — without uploading the whole repo to a cloud model.
codehelper init per repo.Linux / macOS (recommended):
curl -fsSL https://raw.githubusercontent.com/VeyrForge/codehelper/main/scripts/install.sh | sh
Windows (PowerShell):
powershell -ExecutionPolicy Bypass -File .\scripts\install.ps1
From source (requires Go 1.25+, CGO, and a C compiler):
git clone https://github.com/VeyrForge/codehelper.git && cd codehelper
npm run build
Prebuilt 3.0.3 bundles (Linux, macOS, Windows) include codehelper, MCP server, `ge` 1.1.1, and `greencompress` 1.1.1 on GitHub Releases.
Updates: codehelper upgrade downloads the latest release from VeyrForge/codehelper by default. Override the upgrade source with --repo owner/name or CODEHELPER_UPGRADE_REPO. codehelper update rebuilds from a local git checkout and works from any directory (remembers the source path, or use CODEHELPER_SOURCE / update /path/to/codehelper).
cd your-git-repo
codehelper init codehelper help tools --main
Reload Cursor or Claude Code after the first init, then call `project_context` once per session so the agent knows which tools exist and how fresh the index is.
No bundled demo video yet — here is a typical first session:
$ codehelper init
init: ready — index + watch daemon active
$ codehelper status symbols: 1247 edges: 3891 freshness: current
$ codehelper help tools --main project_context bootstrap tool catalog + index stats query search the symbol graph context source + callers + callees impact blast radius before you edit
Benchmark methodology (no invented competitor numbers): docs/BENCHMARK_COMPARISON.md.
| Platform | Install | Notes |
|---|---|---|
| Linux | scripts/install.sh | Full support; primary CI target |
| macOS | scripts/install.sh | Universal + per-arch release binaries |
| Windows | scripts/install.ps1 | x64 supported |
| Client | Setup |
|---|---|
| Cursor | Per-project .mcp.json via codehelper init |
| Claude Code | Managed block in ~/.claude.json |
| Codex | Reads generated AGENTS.md |
| Layer | Technology |
|---|---|
| Indexing | tree-sitter parsers + SQLite symbol/call graph |
| Search | BM25 + trigrams + call-graph ranking (optional local semantic rerank — docs/LOCAL_EMBED.md) |
| MCP transport | stdio (default) or HTTP (codehelper mcp --http :8765) |
| Optional local models | Green Engine embed/chat + Green Compress weights |
init indexes the repo, starts the watch daemon, wires MCP for your editor, and writes agent rules. Optional local dashboard: ge ui serve → http://127.0.0.1:8780
Full tool reference: docs/MCP_TOOLS.md
See docs/BENCHMARK_COMPARISON.md for competitor-comparison methodology (arms, metrics, bed tiers — no invented competitor numbers). Fill measured cells from reproducible local harness runs only.
Caveats: many published tables are self-repo (this tree) or methodology-lite paired locate probes (MCP vs host file walk). Those are not end-to-end coding-assistant issue-fix rates. Prefer multi-bed hold-outs (CODEHELPER_TESTBEDS) and fill competitor cells only from local re-runs.
# One recipe: prepare + paired + dated report
scripts/testbeds-all.sh scripts/testbeds-all.sh fixture # always-safe, no beds
Layout and prepare/eval usage: docs/TESTBEDS.md.
bash scripts/install-local-embed.sh / codehelper green init-embed) — see docs/LOCAL_EMBED.md. Enrichment needs optional local model services (Green Engine).windows-11-arm). Releases always ship Windows amd64; a *_windows_universal.zip is published only when both amd64 and arm64 builds succeed (historical *_windows_universal.zip assets through v3.0.2 were amd64-sized and should not be treated as true universal).Bug reports, benchmark results, compatibility notes, and suggested improvements are welcome on the official VeyrForge/codehelper repository.
Pull requests improving Codehelper are welcome. By contributing, you agree to the Contributor License Agreement. You may also keep private/internal forks for your own deployment under the BUSL-1.1 Additional Use Grant. Do not offer Codehelper (or a substantially similar substitute) to third parties as a hosted or competing product. See License and permitted use and LICENSE-FAQ.md.
See CHANGELOG.md and GitHub Releases.
Codehelper is source-available under the Business Source License 1.1 (BUSL-1.1). It is not OSI open source until the Change License applies.
You may:
You may not (until the Change License applies):
Change Date: 2029-07-24 — on that date, or the fourth anniversary of the first public BSL distribution of this version (whichever is earlier), this version becomes available under Apache License 2.0.
Tutorials and blog posts may include short illustrative snippets from the published source for explanation, provided they do not redistribute the software as a competing product or imply an OSI open-source grant before the Change Date.
For commercial redistribution, OEM licensing, or other usage not covered above, contact licensing@veyrforge.com.
This section is a plain-language summary. The binding terms are in LICENSE. Interpretive Q&A: LICENSE-FAQ.md. See also CLA.md, SECURITY.md, docs/PERMISSIONS.md, and docs/ROADMAP.md.