Context7
Up-to-date docs for AI agents
作者提供的说明(英文原文)
Local-first GitHub contribution research workbench
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": {
"gitcontribute": {
"command": "npx",
"args": [
"-y",
"gitcontribute"
]
}
}
}在终端中运行这条命令
claude mcp add gitcontribute -- npx -y gitcontribute粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"gitcontribute": {
"command": "npx",
"args": [
"-y",
"gitcontribute"
]
}
}
}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": {
"gitcontribute": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"gitcontribute"
]
}
}
}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 morluto 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(3.0.2)于2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:Context7, Codebase Memory, Exa
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
Up-to-date docs for AI agents
Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.
Connect AI agents to Exa for web search, content fetching, and multi-step research.
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。
Contribution research for agents: check repository guidance, related work, code context, and validation before writing a patch.
Quick start · Workflow · CLI · MCP · Safety · Documentation
gitcontribute is available as a CLI, terminal UI, and MCP server for coding agents.
GitHub can show you open issues. It cannot tell you whether an issue is still relevant, already being implemented, appropriate for an outside contributor, or supported by enough evidence to work on safely.
GitContribute collects repository guidance, related issues and pull requests, code context, accepted contribution patterns, and validation results in a local SQLite corpus. Results identify missing or stale coverage.
find work -> understand it -> check competing work -> prove the change -> prepare the handoff
[!IMPORTANT]
GitContribute never writes to GitHub. It prepares local research and drafts
for you to review.
Run the guided setup with Node.js 18 or newer:
npx --yes gitcontribute@latest setup
Choose MCP to use GitContribute from a supported coding agent, CLI for the terminal and TUI, or Both. The wizard shows every planned change before applying it. Adding a repository during setup does not contact GitHub or start a sync.
After setup, start with a repository or an exact issue:
| Task | Coding agent | CLI |
|---|
| Find candidates | Find contribution candidates in owner/repo. Rank them by contribution fit, evidence, scope, and coordination risk. | gitcontribute archive sync owner/repo gitcontribute radar owner/repo --limit 10 | | Research an issue | Investigate owner/repo#42. Check guidance, discussion, code, prior fixes, competing work, and missing evidence. | gitcontribute archive sync owner/repo --numbers 42 gitcontribute research brief issue:owner/repo#42 |
Results include source references, coverage gaps, and suggested next steps.
Other installation options
Install a persistent command:
npm install --global gitcontribute@latest
gitcontribute setup
Pin GitContribute to a project:
npm install --save-dev gitcontribute
npm exec -- gitcontribute setup --mode mcp --codex --token-source none --yes
Build from source with Go 1.26 or newer:
go install github.com/morluto/gitcontribute/cmd/gitcontribute@latest
Native npm binaries are included for macOS ARM64/x64, Linux ARM64/x64, and Windows x64. You also need git. The gh CLI is optional and can provide authentication through gh auth token.
Search a repository or rank its open issues by available evidence, scope, risks, blockers, and signs that maintainer coordination is needed.
Find contribution candidates in golang/go. Exclude issues with active
implementation work and explain why each remaining candidate is worth investigating.
The ranking only covers stored observations. Results report incomplete coverage.
Build a research brief from the issue, repository guidance, discussion, linked work, indexed code, and historical contributions. Extracted maintainer text and checkboxes are not presented as complete acceptance criteria.
Investigate issue owner/repo#42. Summarize the confirmed problem, likely scope,
relevant code, maintainer guidance, and open questions.
Look for duplicate reports, linked pull requests, closing relationships, and semantically overlapping work before investing in an implementation.
Check whether owner/repo#42 has duplicate reports or competing implementation
work. Tell me what you checked and identify any missing coverage.
Incomplete coverage is reported instead of being treated as proof that no competing work exists. In the MCP workflow, follow the returned typed recovery action, poll the durable job, and reread the affected exact thread or repository before drawing that conclusion.
Record a reproduction, test, benchmark, or other validation and compare the unmodified baseline with a candidate. Validation commands run only after explicit approval.
Validate my candidate change against the baseline. Run the approved checks,
record both results, and explain whether the evidence supports the change.
Stored runs include the command, outcome, timing, and available process metrics.
Create a local issue, pull-request, or review draft tied to the research and validation evidence already collected.
Prepare a pull-request draft for this contribution. Tie its claims to the
recorded evidence, include the validation results, and do not post anything.
Draft revisions retain their exact rendered bytes and provenance.
GitContribute stores repositories, threads, code snapshots, investigations, evidence, validation results, and contribution outcomes in SQLite. Network access is explicit; once information has been synced, corpus search and inspection work offline.
GitHub read APIs Local checkout
| | | explicit sync / hydrate | explicit index / acquire v v +------------------------------------------------+ | Local SQLite corpus | | observations · coverage · evidence · outcomes | +------------------------+-----------------------+ | offline reads +---------+---------+ v v CLI / TUI Coding agents
The CLI and MCP server use the same application services and side-effect boundaries.
The CLI exposes the same workflow without requiring an MCP client:
# Sync repository context and current threads
gitcontribute archive sync-context owner/repo gitcontribute archive sync owner/repo
gitcontribute radar owner/repo --limit 10 gitcontribute research brief issue:owner/repo#42
gitcontribute search threads "connection timeout" --repo owner/repo gitcontribute search code "context.WithTimeout" --repo owner/repo
For implementation work:
gitcontribute investigation start-thread issue:owner/repo#42 --json
gitcontribute workspace create gitcontribute validation define --kind=test --command="go test ./..." \ --working-dir=/path/to/workspace gitcontribute validation run --kind=base --execute gitcontribute validation run --kind=candidate --execute gitcontribute validation compare gitcontribute readiness opportunity gitcontribute prepare pr --approach="Bound retries with context" \ --workspace
Run gitcontribute --help or gitcontribute --help for the complete command and flag reference. Most non-interactive commands accept --json; machine-readable output goes to stdout and progress goes to stderr.
Launch the local TUI with:
gitcontribute tui
The MCP server advertises one unified catalog. Hosts such as Codex and Claude Code can discover large MCP catalogs with native tool search, so setup does not ask users to choose permanent capability profiles.
gitcontribute setup --mode mcp --codex --token-source none --yes
gitcontribute setup --mode mcp --all-clients --token-source none --yes
To start the stdio server directly:
gitcontribute mcp serve --transport=stdio
Add --read-only to remove tools that permit network access, local writes, or execution. See MCP catalog and composition for capability boundaries, snapshot recovery, resource handoffs, and common tool sequences.
GitHub users are stored as first-class actors. Live discovery records identity only; profile, social-account, organization, pinned-item, repository, and contribution facts are synchronized independently. See the actor corpus for the data and freshness model.
GitContribute separates corpus reads, GitHub reads, local writes, process execution, and external mutation.
| Operation | Network | Local write | Runs a process | GitHub write |
|---|---|---|---|---|
| Search and inspect stored research | No | No | No | No |
| Record investigations and evidence | No | Yes | No | No |
| Sync or hydrate GitHub context | Yes | Yes | No | No |
| Acquire and index code | Yes | Yes | git only | No |
| Run an explicitly approved validation | No by default | Yes | Yes | No |
See Architecture for the complete boundary definitions.
GitContribute follows platform conventions:
| Platform | Configuration | Data |
|---|---|---|
| Linux | $XDG_CONFIG_HOME/gitcontribute or ~/.config/gitcontribute | $XDG_DATA_HOME/gitcontribute or ~/.local/share/gitcontribute |
| macOS | ~/Library/Application Support/gitcontribute | ~/Library/Application Support/gitcontribute/Data |
| Windows | %APPDATA%\gitcontribute | %LOCALAPPDATA%\gitcontribute\Data |
The default corpus is gitcontribute.db in the data directory. Run gitcontribute metadata or gitcontribute doctor --json to inspect the local setup.
Linux and macOS are the primary development and test targets. Windows builds are tested in CI and use the standard %APPDATA% and %LOCALAPPDATA% locations.
make verify
go run ./cmd/gitcontribute --help
Before changing package boundaries or side effects, read docs/architecture.md. See CONTRIBUTING.md for the repository workflow.