Context7
Up-to-date docs for AI agents
제작자가 쓴 설명(영어 원문)
Read-only MCP server for the OrchestKit docs: full-text search + Markdown fetch. No auth.
이 세 가지는 절대 하나의 점수로 합치지 않아요. 의견, 측정, 인기는 서로 다른 것이니까요.
이 서버는 아직 쉬운 말로 된 요약을 쓰지 못했어요. 아래는 레지스트리에서 읽어 온 사실이에요.
쓰고 있는 AI 앱을 고른 다음 설정을 복사하세요.
필요한 것
어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
웹, 데스크톱, 모바일의 Claude에서 쓸 수 있어요:
https://orchestkit.dev/api/mcpClaude Desktop → Settings → Developer → Edit Config를 열고 claude_desktop_config.json에 이 내용을 붙여 넣으세요
{
"mcpServers": {
"orchestkit": {
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"ghcr.io/yonatangross/orchestkit-docs-mcp:10.10.1"
]
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add --transport http orchestkit https://orchestkit.dev/api/mcpclaude mcp add orchestkit -- docker run -i --rm ghcr.io/yonatangross/orchestkit-docs-mcp:10.10.1프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"orchestkit": {
"url": "https://orchestkit.dev/api/mcp"
}
}
}프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"orchestkit": {
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"ghcr.io/yonatangross/orchestkit-docs-mcp:10.10.1"
]
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"orchestkit": {
"type": "http",
"url": "https://orchestkit.dev/api/mcp"
}
}
}프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"orchestkit": {
"type": "stdio",
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"ghcr.io/yonatangross/orchestkit-docs-mcp:10.10.1"
]
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
ChatGPT는 인터넷에 있는 서버에만 연결할 수 있어요:
https://orchestkit.dev/api/mcp메뉴 이름은 요금제나 시기에 따라 조금 다를 수 있어요.
선택한 앱은 이 기기의 쿠키에만 저장돼요. 계정은 필요 없어요.
이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.
도구 이름과 설명은 서버가 2026년 11월 6일에 알려 준 그대로예요. 우리가 아니라 제작자가 쓴 글이고, 일반 텍스트로만 보여 드려요.
orchestkit_docs_searchSearch the OrchestKit documentation. Use this first to find the right page for a question. Input: a query string. Returns a ranked list of pages with titles and URLs.
orchestkit_docs_getFetch one OrchestKit documentation page as Markdown. Use after orchestkit_docs_search to read a page in full. Input: the page path (e.g. '/docs/getting-started/installation'). Returns the page Markdown.
누구나 볼 수 있는 정보를 점검했고, 코드는 읽지 않았어요. 해당하지 않는 항목은 개수에서 뺐어요. · 2026년 11월 7일 점검
레지스트리 이름이 GitHub 계정 yonatangross 기준으로 확인되었고, 이 계정이 저장소를 소유하고 있어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
327ms 만에 응답(HTTP 200)
로그인 필요 없음
도구 설명 2개를 읽었고, AI에게 보내는 숨겨진 지시는 없었어요
레지스트리에서 이 카테고리의 활성 서버 전체와 비교했어요. 스타는 게시자가 저장소를 소유한 경우에만 세요.
해당하는 기본 점검 3개 중 3개를 통과했어요. 코드는 읽지 않았어요. 키나 토큰을 넣기 전에 서버가 어떤 권한을 요구하는지 확인하고, 꼭 필요한 권한만 있는 키를 쓰세요.
레지스트리에 필수 키가 나와 있지 않아요. 다만 처음 쓸 때 로그인을 요구하는 서버도 있어요.
둘 다 가능해요. 내 컴퓨터에 설치해도 되고, 클라우드 버전에 연결해도 돼요.
GitHub 저장소는 마지막으로 – 변경됐고, 최신 버전(10.10.1)은 어제 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. URL로 연결되기 때문에, 원격 MCP 서버를 지원하는 앱(예: 개발자 모드의 ChatGPT)에서도 쓸 수 있어요.
같은 카테고리에는: Context7, Codebase Memory, Exa
같은 카테고리에서 다른 제작자가 만든 서버예요. 스타 순으로 정렬했어요.
카드 보는 법:★ GitHub 스타i세 기둥: 리뷰 · 점검 · 사용 정도i업데이트 = 최신 버전을 레지스트리에 공개한 날i
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.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
115 skills · 36 agents · 163 hooks
OrchestKit is a free, open source Claude Code plugin: skills, agents and hooks for review, testing, security and memory.
claude plugin marketplace add yonatangross/orchestkit && claude plugin install ork@orchestkit
Docs · What's new in v10 · yonyon.ai
Explore the Docs → · OrchestKit Community →
Skill browser, demo gallery, setup wizard
Pick the host you actually use. Claude Code is the full plugin (skills + agents + hooks). Cursor gets the same ork plugin minus Claude hook scripts. skills.sh is skills only — start with the 12 below, not the whole catalog.
Measured 2026-09-08 on pi 0.85, Codex CLI and cursor-agent. Details, commands and the lane model: OrchestKit on pi, Codex and Cursor. Antigravity measured 2026-09-18 on agy 1.2.6; full evidence in docs/audits/agy-host-support-2026-09-18.md.
| Surface | Claude Code | Cursor | Codex | pi | Devin | Antigravity |
|---|---|---|---|---|---|---|
| Skills (SKILL.md) | all | all, via the ork plugin | 6 (ork-codex pack) | all via pi install, 78 auto-listed | 76 of 107, GH-4146 | all via workspace .agents/skills (skills.sh); ork: via agy plugin install |
| Agents | all | all | 4 role templates | none | not reported by info | 36 via agy plugin install (validated); none via .agents/skills |
| Hooks | all | none | none | none | none | none of ork's; agy hooks.json is a different schema |
| Rules | repo convention | 14, plugin rules key | AGENTS.md | none | AGENTS.md, always on | AGENTS.md, per-directory |
| Commands | /ork: | 36 wrappers | $ork- | /skill: | /ork: | / ; ork: via plugin install |
| MCP config | .mcp.json | .cursor/mcp.json | plugin mcp.json | .pi/mcp.json | mcp.json / .mcp.json | ~/.gemini/config/mcp_config.json or plugin mcp_config.json; repo .mcp.json not read |
| Status | shipped | shipped | shipped | shipped | skills only, GH-4146 | skills only, measured agy 1.2.6 |
/plugin marketplace add yonatangross/orchestkit
/plugin install ork
Then /ork:setup. The wizard scans the repo, recommends skills, and writes MCP config.
CLI equivalent: claude plugin marketplace add yonatangross/orchestkit && claude plugin install ork@orchestkit.
Channels: ork is the stable channel, pinned to the latest release. ork-alpha is the same plugin tracking main, in the same marketplace (claude plugin install ork-alpha@orchestkit); use it only if you want changes before they are released.
Settings → Plugins / marketplaces → add yonatangross/orchestkit → enable ork → open a new chat. Same plugin Claude Code installs, not a five-skill fork. See Install → Cursor.
Starter 12 from measured installs plus the ork skills we retain (full why table under Install):
npx skills add yonatangross/orchestkit -s devops-deployment -s responsive-patterns -s architecture-decision-record -s ui-components -s rag-retrieval -s agent-orchestration -s brainstorm -s expect -s auto -s review-pr -s fix-issue -s commit
Full catalog: npx skills add yonatangross/orchestkit (hundreds of SKILL.md files; do not treat that as unique users). Live install totals stay on the skills.sh badge above.
Every Claude Code session starts from zero. You explain your stack, patterns, preferences—again and again.
OrchestKit gives Claude persistent knowledge of production patterns that work automatically:
| Without | With OrchestKit |
|---|---|
| "Use FastAPI with async SQLAlchemy 2.0..." | "Create an API endpoint" → Done right |
| "Remember cursor pagination, not offset..." | Agents know your patterns |
| "Don't commit to main branch..." | Hooks block bad commits |
| "Run tests before committing..." | /ork:commit runs tests for you |
One unified plugin, everything included.
| Component | Details |
|---|---|
| 115 Skills | RAG patterns, FastAPI, React 19, testing, security, database design, ML integration — loaded on-demand, zero overhead |
| 36 Agents | Specialized personas (backend-architect, frontend-dev, security-auditor) — route tasks to the right expert |
| 163 Hooks | Pre-commit checks, git protection, quality gates, browser safety — ship with confidence |
All available in a single /plugin install ork. Skills load on-demand. Hooks work automatically.
[Browse everything in the Docs →](https://orchestkit.dev/docs/skills/overview)
/ork:auto # Front door: describe a goal, it routes to the right skill
/ork:setup # Personalized onboarding wizard /ork:implement # Full-stack implementation with parallel agents /ork:expect # Diff-aware AI browser testing /ork:review-pr # PR review with parallel agents /ork:verify # Multi-agent validation /ork:commit # Conventional commit with pre-checks /ork:explore # Analyze unfamiliar codebase /ork:remember # Save to persistent memory /ork:doctor # Health check
/ork:setup detects your stack, recommends MCP servers, and writes the configuration for you.
| Server | Purpose | Required? |
|---|---|---|
| Context7 | Up-to-date library docs | Prerequisite (22 of 36 agents grant its tools) |
| Memory | Knowledge graph persistence | Recommended |
| Sequential Thinking | Structured reasoning for subagents | Recommended |
| Tavily | Web search and extraction | Optional |
Set "alwaysLoad": true on the first three in your .mcp.json. It skips the per-skill tool probe and shaves ~150ms off cold starts.
Context7 is a prerequisite, and ork does not ship it. 22 agents grant mcp__context7__* in their frontmatter, but .mcp.json is user-owned and project-scoped, so the grant refers to a server you add. Skip it and those agents answer from training data with no error raised. The recommended entry is the hosted HTTP server, which costs no local process:
"context7": {
"type": "http", "url": "https://mcp.context7.com/mcp" }
Free tier: 1,000 requests, public repos, no account. Context7 Pro ($10 per seat per month) raises that to 5,000 per seat and parses private repos; add "headers": { "Authorization": "Bearer ${CONTEXT7_API_KEY}" } and export the ctx7sk- key. Add the header only once the variable is exported: with it unset the unexpanded literal is sent as the token and every query fails, and it does not fall back to the anonymous free tier, so the keyless entry above is strictly better than a header with no key behind it. The legacy stdio transport (npx -y @upstash/context7-mcp@4.0.2) is the fallback when the hosted endpoint is unreachable, but it spawns one child process per Claude Code session, so the fan-out scales with how many sessions you keep open.
Skills install as files on your disk, but don't hand-edit the installed copy — it gets overwritten on update and silently diverges from the canonical playbook. The supported ways to extend (user-level skills, project skills, upstream PRs, or disabling a bundled skill) are in docs/extending-skills.md.
OrchestKit is a quality-gate plugin, so its hooks are the product rather than an add-on. This section states plainly what they see, where it goes, and how to turn each piece off.
Scope: broad and intentional. OrchestKit registers 163 hooks across 32 lifecycle events, including SessionStart, UserPromptSubmit, PreToolUse, PostToolUse, and Stop. They are not gated to a particular framework or project type, because the gates they enforce (secret-write blocking, protected-file guards, git safety, file-size limits, agent status protocol) apply to any codebase. If you only want gates on some projects, enable the plugin per-project rather than globally.
Where data goes: a local file on your own disk.
| What | Destination | Notes |
|---|---|---|
| Lifecycle events (session end, PR merged, goal converged, chain phase) | ~/.local/state/orchestkit/events.jsonl | Written unconditionally, rotated at 10 MB. ORK_EVENTS_LOG redirects the path (used by the test suite) |
| Hook metrics: event name, tool name, payload size, duration | same local file | Size-capped metrics only |
| Hook telemetry log: event, tool name, session id, branch, timestamp, and tool inputs and outputs | telemetry/events.jsonl in the plugin data folder (or .claude/telemetry/ in the project) | Secrets redacted, every string cut to 500 characters. Rotated at 10 MB at session end; rotated files deleted after 7 days |
| Prompt text | Not recorded in either log | Hooks read it to make an allow/deny decision, then discard it |
| Remote sync | Off | No endpoint is compiled in; see below |
There is deliberately no global kill switch for the local write, because the gates depend on that state (the git-safety and chain-staleness hooks read their own prior events). To stop it entirely, disable the plugin. Individual noisy hooks have their own opt-outs: ORK_DISABLE_DEBT_TRACKER, ORK_DISABLE_WORKTREE_VERIFIER, ORK_DISABLE_COORDINATION_METRICS, ORK_NO_NOTIFY, ORK_NO_STALE_SWEEP, and ORCHESTKIT_SKIP_SLOW_HOOKS among others.
Network access from the hooks themselves is opt-in and unset by default. The only remote host compiled into the shipped hook bundles is api.typesafe.ai, used solely by the two opt-in TypeSafe settings below (`grep
앞부분만 보여 드려요. 나머지는 저장소에서 읽어 보세요