LetsFG — Flights & Hotels
Search and book flights and hotels: hundreds of airlines, plus bookable hotel rates.
作者提供的说明(英文原文)
is it worth your commit? Pre-flight triage for OSS contribution targets.
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。
通过 2/2 项检查 · 在你的电脑上运行
第一步:你用哪个 AI?
选择你用的应用,步骤会显示在下方。
可连接 Claude,但需要先准备
需要 Gitworthy 的密钥(在开发者网站注册,可能收费) · 需要先在电脑上安装 Node.js(只需一次) · 仅限电脑上的 Claude 应用(Windows 或 Mac),网页和手机不可用
SettingsDeveloperEdit Config
{
"mcpServers": {
"gitworthy": {
"command": "npx",
"args": [
"-y",
"gitworthy"
],
"env": {
"GITHUB_TOKEN": "your-value"
}
}
}
}只把密钥粘贴到应用的输入框里,不要粘贴到聊天中或发给任何人
用 Gitworthy 告诉我你能帮我做什么,然后做一件给我看✓ 如果 Claude 说正在使用 Gitworthy,或回答中出现 Gitworthy 的工具名称,就表示连接成功
菜单名称已于 2026年11月11日 对照 Anthropic 帮助页面核实 · 你的界面可能因版本略有不同
ChatGPT 暂时无法连接 Gitworthy
Gitworthy 需要安装在你的电脑上,而 ChatGPT 只能连接在网上运行的服务器
A · 使用能连接 Gitworthy 的应用
B · 旅行、地图与天气 类中能连接 ChatGPT 的其他服务器
从同类中使用较多的里挑选,仅限用地址即可连接、无需密钥的
可连接 Claude Code,但需要先准备
需要 Gitworthy 的密钥(在开发者网站注册,可能收费) · 需要先在电脑上安装 Node.js(只需一次)
打开开发者网站,注册账户并创建 API 密钥,下一步要用。可能收费。
获取密钥的方法见下方开发者的 README
Mac:按 Command+空格,输入 Terminal · Windows:打开 PowerShell
claude mcp add gitworthy --env GITHUB_TOKEN=your-value -- npx -y gitworthy按 Enter 前,把“your-value”改成你的密钥
只把密钥粘贴到应用的输入框里,不要粘贴到聊天中或发给任何人
应能看到 Gitworthy 在列表中并显示已连接
用 Gitworthy 告诉我你能帮我做什么,然后做一件给我看✓ 如果 Claude Code 说正在使用 Gitworthy,或回答中出现 Gitworthy 的工具名称,就表示连接成功
菜单名称已于 2026年11月11日 对照 Anthropic 帮助页面核实 · 你的界面可能因版本略有不同
可连接 Cursor,但需要先准备
需要 Gitworthy 的密钥(在开发者网站注册,可能收费) · 需要先在电脑上安装 Node.js(只需一次)
打开开发者网站,注册账户并创建 API 密钥,下一步要用。可能收费。
获取密钥的方法见下方开发者的 README
在 Gitworthy 的设置中,GITHUB_TOKEN 还是空的,填入你的密钥并保存
只把密钥粘贴到应用的输入框里,不要粘贴到聊天中或发给任何人
用 Gitworthy 告诉我你能帮我做什么,然后做一件给我看✓ 如果 Cursor 说正在使用 Gitworthy,或回答中出现 Gitworthy 的工具名称,就表示连接成功
菜单名称已于 2026年11月11日 对照 Cursor 帮助页面核实 · 你的界面可能因版本略有不同
可连接 VS Code,但需要先准备
需要 Gitworthy 的密钥(在开发者网站注册,可能收费) · 需要先在电脑上安装 Node.js(只需一次)
打开开发者网站,注册账户并创建 API 密钥,下一步要用。可能收费。
获取密钥的方法见下方开发者的 README
在 Gitworthy 的设置中,GITHUB_TOKEN 还是空的,填入你的密钥并保存
只把密钥粘贴到应用的输入框里,不要粘贴到聊天中或发给任何人
用 Gitworthy 告诉我你能帮我做什么,然后做一件给我看✓ 如果 VS Code 说正在使用 Gitworthy,或回答中出现 Gitworthy 的工具名称,就表示连接成功
菜单名称已于 2026年11月11日 对照 VS Code 帮助页面核实 · 你的界面可能因版本略有不同
Claude Code
claude mcp add gitworthy --env GITHUB_TOKEN=your-value -- npx -y gitworthyClaude Desktop (claude_desktop_config.json)
{
"mcpServers": {
"gitworthy": {
"command": "npx",
"args": [
"-y",
"gitworthy"
],
"env": {
"GITHUB_TOKEN": "your-value"
}
}
}
}Cursor (~/.cursor/mcp.json)
{
"mcpServers": {
"gitworthy": {
"command": "npx",
"args": [
"-y",
"gitworthy"
],
"env": {
"GITHUB_TOKEN": "your-value"
}
}
}
}VS Code (mcp.json)
{
"servers": {
"gitworthy": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"gitworthy"
],
"env": {
"GITHUB_TOKEN": "your-value"
}
}
}
}GITHUB_TOKEN 机密 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。
依据这个服务器的连接方式和各应用自己的文档,检查于 2026年11月10日。
在你的电脑上运行,适用于
ClaudeGooseLM StudioMsty StudioCherry StudioCursorVS Code + GitHub CopilotVisual StudioWindsurf (Devin Desktop)ZedKiroClineContinueJetBrains AI AssistantClaude CodeCodex CLIGemini CLIOpenCodenodecodeWarpLibreChatRaycast
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11日
注册名称已通过 GitHub 账户 trippyogi 验证,该账户拥有此仓库
代码最后更新于前天
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
提问、分享技巧或报告无法使用。按“有帮助”数量排序。
还没有评价
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 2 项适用的基础检查中通过了 2 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 仓库最后更新于前天,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:LetsFG — Flights & Hotels, Google Maps MCP Server, Mu
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:↓ 每周下载量i★ 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
Search and book flights and hotels: hundreds of airlines, plus bookable hotel rates.
18 Google Maps tools for AI agents — geocode, search, directions, weather, and more.
News, web search, mail, markets, weather, places, files, calendar, contacts. 67 tools, one endpoint.
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