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)
is it worth your commit? Pre-flight triage for OSS contribution targets.
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。
GITHUB_TOKEN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": {
"gitworthy": {
"command": "npx",
"args": [
"-y",
"gitworthy"
],
"env": {
"GITHUB_TOKEN": "your-value"
}
}
}
}在终端中运行这条命令
claude mcp add gitworthy --env GITHUB_TOKEN=your-value -- npx -y gitworthy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": {
"gitworthy": {
"command": "npx",
"args": [
"-y",
"gitworthy"
],
"env": {
"GITHUB_TOKEN": "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": {
"gitworthy": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"gitworthy"
],
"env": {
"GITHUB_TOKEN": "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。
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 trippyogi 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:GITHUB_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(0.3.6)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 Node.js。
同一分类中有:Spec Driven Development, Remote Desktop Commander, Recta
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.
Cheaper cross-chain stablecoin routes for AI agents; 5 % of the verified saving, nothing if none.
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。
Gitworthy
The decision layer before a coding agent starts work.
Gitworthy helps coding agents scout, rank, and preflight software work before they spend cycles implementing it. It finds the strongest candidates, checks whether the work is already handled or blocked, and returns evidence-backed ACT , VERIFY , or SKIP decisions for each target.
MCP setup · CLI · Agent workflow · Verdicts · Troubleshooting · Case studies · Roadmap · Contributing
Coding agents make implementation cheap. Choosing the wrong task is still expensive.
An issue can look open while:
main but has not been released;Gitworthy performs that preflight before a human or agent spends the next unit of work.
The agent owns the loop. Gitworthy is the MCP decision engine it calls to scout and validate work.
Contribution goal, repository, or organization
│ ▼ Cursor / ChatGPT / Hermes / agent │ Gitworthy MCP │ ▼ policy → scan → rank → preflight │ ┌────────┼────────┐ ▼ ▼ ▼ ACT VERIFY SKIP queue it inspect drop it │ ▼ optional portfolio (mode + dispatch, not a new verdict) │ ▼ Ranked candidate shortlist │ ▼ Select a candidate │ ▼ recheck → reproduce → implement → review
There are two distinct lanes:
ACT means “worth considering,” not “start coding blindly.” Scout results go stale, so Gitworthy should be run again when an agent actually claims or begins a target.
See docs/AGENT_WORKFLOW.md for the complete agent policy, tool-selection guide, and scout-to-execute handoff.
{
"mcpServers": { "gitworthy": { "command": "npx", "args": ["-y", "gitworthy@latest", "mcp"], "env": { "GITHUB_TOKEN": "github_pat_..." } } } }
Run or deploy the same engine over HTTP and point the client at a URL:
export GITWORTHY_MCP_TOKEN="$(openssl rand -hex 32)"
export GITHUB_TOKEN="github_pat_..." npx -y gitworthy@latest mcp --http --host 127.0.0.1 --port 8787
{
"mcpServers": { "gitworthy": { "url": "https://mcp.example.com/mcp", "headers": { "Authorization": "Bearer ${env:GITWORTHY_MCP_TOKEN}" } } } }
Non-loopback binds require GITWORTHY_MCP_TOKEN. Keep GITHUB_TOKEN on the server. Full deploy and Cloud Agent notes: docs/HTTP_MCP.md. Tool descriptions, annotations, and structured results: docs/MCP.md. Portable Agent Plugins packaging (skill + MCP): docs/AGENT_PLUGINS.md.
Give the agent a policy like this:
Use Gitworthy before investing in external repository work. Use
huntto
build a short ranked queue. Read each candidate's
worth_check;huntdoes
not produce one global verdict. Treat
ACTas a queue candidate, perform the
named checks on
VERIFY, and removeSKIPcandidates. Before implementing a
selected target, rerun
worth_checkand follow the repository's contribution
policy.
The token only needs read access to public repositories. For the most accurate linked-work detection, use a classic PAT or a fine-grained token with Issues: Read so Gitworthy can see timeline cross-references. Weaker tokens still work, but missing visibility is reported in not_checked.
Check that your environment is ready:
npx -y gitworthy@latest doctor --json
Evaluate a specific issue:
npx -y gitworthy@latest check owner/repo#123
Render a deterministic handoff brief from a stored decision:
npx -y gitworthy@latest brief decision_abc123 --format markdown --out brief.md
Brief generation is read-only over the local store and never calls GitHub, npm, or an LLM. Stored decisions are considered stale after 24 hours; stale briefs warn and recommend recheck.
Scout and preflight a short list of contribution targets:
npx -y gitworthy@latest hunt owner/repo --json
npx -y gitworthy@latest hunt openclaw --max-checks 3 --json
Use @latest for exploration. Pin a version in repeatable agent workflows and CI.
hunt actually returnshunt is a bounded funnel, not a bulk verdict command:
contribution policy
↓ scan repository or organization ↓ rank issue quality and optional skill fit ↓ remove obvious land-only, assigned, weak, or known-SKIP rows ↓ run worth_check on only the best few candidates ↓ return candidates with individual verdicts and evidence
The agent should read each hunt_candidate.worth_check. Gitworthy intentionally avoids running an expensive full preflight on every issue returned by a broad scan.
| Verdict | Scout behavior | Execution behavior |
|---|---|---|
| ACT | Add it to the ranked queue after reading evidence. | Recheck before claiming or implementing; proceed only if fresh state and policy still allow it. |
| VERIFY | Surface it with the unresolved checks named. | Resolve those checks before forking or making a public claim. |
| SKIP | Remove it from the queue. | Do not begin parallel work; inspect the cited work or choose another target. |
A verdict is not a vibes-based score. Gitworthy returns structured evidence, the checks it completed, and the checks it could not complete.
A target issue in block/buzz appeared open, but a prior implementation already existed in a pull request using nearly the same title.
Target: block/buzz#1659
Verdict: VERIFY Disposition: review
Evidence:
Next action: Inspect the current implementation before starting parallel work.
That case also exposed a false-positive path in duplicate detection: GitHub's issues API includes pull requests. The fix became a regression test and calibration case.
More real contribution sessions are documented in CASE_STUDIES.md.
Gitworthy combines bounded checks that answer different ways a task can be unsafe or wasteful to start.
| Check | What it protects against |
|---|---|
| Linked work | Existing pull requests, assignments, referenced commits, and prior attempts |
| Branch scan | Work already present on unlinked remote branches |
| Issue vs. main | Fixes that landed while the issue remained open |
| Release gap | Changes on main that are not in the published package |
| Contribution policy | Claim requirements, assignment rules, and repositories that do not accept pull requests |
| Duplicate analysis | Related or previously reported issues |
| Scan / org scan | Unranked issue tracker noise |
| Hunt | Wasteful broad checking by narrowing candidates before expensive preflight |
The CLI and MCP server are thin adapters over the same TypeScript core.
Gitworthy is designed to be useful without pretending to know more than it checked.
SKIP.SKIP requires definitive evidence.VERIFY.checked and not_checked fields.ACT does not mean “blindly start coding.” Read the evidence, disposition, reasons, linked work, and repository policy before investing.
Every core result includes a structured envelope:
{
"verdict_summary": "one sentence", "evidence": [], "signals": [], "checked": [], "not_checked": [], "cached": false, "fetched_at": "2026-01-01T00:00:00.000Z" }
signals is the load-bearing input to the decision policy. checked and not_checked are part of the result, not footnotes.
gitworthy check owner/repo#123 [--npm-package name] [--json]
gitworthy hunt owner/repo [--manifest path] [--max-checks 3] [--json] gitworthy portfolio owner/repo [--max-items 10] [--json] gitworthy prs owner/repo [--json] gitworthy ci-triage --head-check test:failure --base-check test:success [--json] gitworthy history owner/repo --path src/core/hunt.ts [--json] gitworthy opportunity-ingest --source hermes-eval --id case-9 [--json] gitworthy scan owner/repo [--label "help wanted"] [--json] gitworthy org owner [--manifest path] [--max-repos 8] [--json] gitworthy policy owner/repo [--json] gitworthy init [--user] [--repo] [--json] gitworthy config validate [--path path] [--manifest path] [--json] gitworthy config show --effective [--json] gitworthy profile show [--json] gitworthy related owner/repo [issue] [--json] gitworthy ledger show owner/repo#123 [--json] gitworthy doctor [--json] gitworthy mcp gitworthy mcp --http [--host 127.0.0.1] [--port 8787] [--stateless]
Exit codes for check:
0 — ACT10 — VERIFY20 — SKIP1 — errorSee SKILL.md for the strict contribution gates and docs/AGENT_WORKFLOW.md for the explanatory workflow guide.
| Doc | Topic |
|---|---|
| docs/AGENT_WORKFLOW.md | Scout vs execute, tool selection |
| docs/VERDICTS.md | ACT / VERIFY / SKIP and dispositions |
| docs/CLI.md | CLI reference and exit codes |
| docs/MCP.md | MCP tools, annotations, structured results |
| docs/AGENT_PLUGINS.md | Agent Plugins v1 packaging (skill + MCP) |
| docs/HTTP_MCP.md | Streamable HTTP MCP |
| docs/CONFIG.md | Config, manifests, profiles |
| docs/DATA.md | Local store, outcomes, captures |
| docs/EVALS.md | Frozen / live / private eval |
| docs/CORPUS.md | Corpus taxonomy (pass rate vs precision) |
| [docs
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