Context7
Up-to-date docs for AI agents
제작자가 쓴 설명(영어 원문)
Guardrails for LLM output: pass / fail / review verdicts and one recommended action. Hosted or npm.
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.
OVERWING_API_KEY, OVERWING_AGENT_KEY, OVERWING_BASE_URL, Authorization비밀로 표시된 값은 내 계정의 열쇠예요. 절대 다른 사람과 공유하거나 채팅에 붙여 넣지 마세요.
필요한 것
어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
이 주소는 요청 header에 키가 필요한데, 커넥터 추가 메뉴에서는 넣을 수 없어요. 대신 Claude Code, Cursor, VS Code를 쓰세요.
Claude Desktop → Settings → Developer → Edit Config를 열고 claude_desktop_config.json에 이 내용을 붙여 넣으세요
{
"mcpServers": {
"overwing": {
"command": "npx",
"args": [
"-y",
"overwing-mcp"
],
"env": {
"OVERWING_API_KEY": "your-value",
"OVERWING_AGENT_KEY": "your-value",
"OVERWING_BASE_URL": "your-value"
}
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add --transport http overwing https://overwing.ai/mcp --header 'Authorization: your-value'claude mcp add overwing --env OVERWING_API_KEY=your-value --env OVERWING_AGENT_KEY=your-value --env OVERWING_BASE_URL=your-value -- npx -y overwing-mcp실행하기 전에 빈 값을 채워 주세요.
프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"overwing": {
"url": "https://overwing.ai/mcp",
"headers": {
"Authorization": "your-value"
}
}
}
}프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"overwing": {
"command": "npx",
"args": [
"-y",
"overwing-mcp"
],
"env": {
"OVERWING_API_KEY": "your-value",
"OVERWING_AGENT_KEY": "your-value",
"OVERWING_BASE_URL": "your-value"
}
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"overwing": {
"type": "http",
"url": "https://overwing.ai/mcp",
"headers": {
"Authorization": "your-value"
}
}
}
}프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"overwing": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"overwing-mcp"
],
"env": {
"OVERWING_API_KEY": "your-value",
"OVERWING_AGENT_KEY": "your-value",
"OVERWING_BASE_URL": "your-value"
}
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
이 주소는 요청 header에 키가 필요한데, 커넥터 추가 메뉴에서는 넣을 수 없어요. 대신 Claude Code, Cursor, VS Code를 쓰세요.
선택한 앱은 이 기기의 쿠키에만 저장돼요. 계정은 필요 없어요.
OVERWING_BASE_URL envAuthorization 비밀 HTTP header이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.
아직 이 서버의 도구 목록을 읽지 않았어요. 엔드포인트는 차례대로 돌아가며 점검해요.
누구나 볼 수 있는 정보를 점검했고, 코드는 읽지 않았어요. 해당하지 않는 항목은 개수에서 뺐어요. · 2026년 11월 6일 점검
레지스트리 이름이 도메인 overwing.ai 기준으로 확인되었어요(레지스트리가 도메인 소유를 확인해요)
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 점검하지 않았어요. 엔드포인트는 차례대로 돌아가며 점검해요
아직 점검하지 않았어요. 엔드포인트는 차례대로 돌아가며 점검해요
아직 점검하지 않았어요. 엔드포인트를 점검할 때 도구 목록을 읽어요
레지스트리에서 이 카테고리의 활성 서버 전체와 비교했어요. 스타는 게시자가 저장소를 소유한 경우에만 세요.
해당하는 기본 점검 1개 중 1개를 통과했어요. 코드는 읽지 않았어요. 키나 토큰을 넣기 전에 서버가 어떤 권한을 요구하는지 확인하고, 꼭 필요한 권한만 있는 키를 쓰세요.
입력해야 할 값: OVERWING_API_KEY, OVERWING_AGENT_KEY, Authorization
둘 다 가능해요. 내 컴퓨터에 설치해도 되고, 클라우드 버전에 연결해도 돼요.
GitHub 저장소는 마지막으로 – 변경됐고, 최신 버전(0.15.0)은 23일 전 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.
Guardrails for LLM output, as MCP tools.
Score any text for safety and quality. Get pass / fail / review verdicts with calibrated confidence, usually in under 500 ms.
简体中文 · 日本語 · 한국어
Overwing is an API that checks what your model said before it ships. This package exposes it to any MCP-capable agent: Claude Desktop, Claude Code, Cursor, Windsurf, VS Code, OpenAI's Agents SDK, and anything else that speaks the Model Context Protocol.
fail means a rule matched; review means it was unsure; pass means neither.Try it without installing anything: paste text into the console at overwing.ai.
The same 41 tools are served at https://overwing.ai/mcp (Streamable HTTP). Point any client that takes a remote MCP URL at it:
claude mcp add --transport http overwing https://overwing.ai/mcp
No key is needed for evaluate, atlas_lookup, atlas_summary, list_plans, create_account, the three beacon_ tools, and preflight_verdict, preflight_report, preflight_record and preflight_overview. For the rest, send Authorization: Bearer ow_live_... on the connection.
It works with no API key: evaluate and atlas_lookup each run 10 times a day free, and text sent without a key is not stored. For more, get a key at overwing.ai/login, or let your agent make its own account with the create_account tool. That account has no email: nothing is sent to anyone, and the key is returned once. The same call from a shell:
curl -X POST https://overwing.ai/api/v1/signup
Put the key in OVERWING_API_KEY. An account with no email starts at 50 evaluations a day; proving a domain (prove_domain, verify_domain) raises it to the normal free limits and makes a lost key recoverable.
Claude Code
claude mcp add overwing -e OVERWING_API_KEY=ow_live_... -- npx -y overwing-mcp
Claude Desktop, Cursor, Windsurf, VS Code (any JSON-configured client)
{
"mcpServers": { "overwing": { "command": "npx", "args": ["-y", "overwing-mcp"], "env": { "OVERWING_API_KEY": "ow_live_..." } } } }
Set OVERWING_BASE_URL to point at a self-hosted deployment. Requires Node 20+.
For Overwing Tower, set OVERWING_AGENT_KEY=ow_agent_... to operate as an existing agent. Without it, tower_create_agent mints a key with the organization key and keeps it in memory for the session.
evaluate, atlas_lookup, atlas_summary and list_plans work with no key at all.
For Overwing Preflight, preflight_check needs OVERWING_API_KEY; the other preflight_ tools need no key. No Preflight tool takes a private key, and none should ever be given one.
The text can be in any language. It was tested on 2026-09-29 in Spanish, Portuguese, French, German, Japanese, Simplified Chinese, Korean, Arabic and Hindi: a small test, not a benchmark. Results come back in English.
| Tool | What it does |
|---|---|
evaluate | Score one text against a rule set. Returns the verdict, a recommended_action (block, redact, review, or allow), aggregate score, confidence, latency, and per-rule results with each rule's action. Takes an optional context object (recipient, channel, ownership) that context-aware rule sets such as outbound-message read, and store: false to run the check without keeping the text. |
evaluate_batch | Score up to 50 texts in one call, with a summary and per-item verdicts and recommended actions. |
list_rule_sets · get_rule_set · create_rule_set | Browse the prebuilt set or define your own rules: yes/no questions, classifications, or scored scales. |
get_evaluation · list_evaluations | Read stored results, filter by verdict or rule set, page with a cursor. |
create_account · prove_domain · verify_domain | An account for the agent itself, with no email: create_account returns a key and sends nothing to anyone. Proving a domain (a DNS TXT record or a file) takes the place of the email: it raises the limits, opens full Beacon reports, and makes a lost key recoverable. |
atlas_lookup | Overwing Atlas: say what a User-Agent string claims to be and whether the claim can be trusted (Web Bot Auth, spoofable string, or unattributable). Works with no key, 10 a day; 100 a day with a free key. |
atlas_agents · atlas_summary | Search the registry of AI crawlers, fetchers and browser agents; get traffic shares, sector field-scan headlines, and the agent-spending summary. |
atlas_register_agent · atlas_verify_registration · atlas_list_registrations · atlas_withdraw_registration | Add an agent you operate to the Atlas registry, free, so a lookup of its User-Agent names you. Register it, publish the value you are given at the operator's domain (a DNS TXT record or a file), then verify. Needs OVERWING_API_KEY. |
beacon_start · beacon_report · beacon_sample | Overwing Beacon: is a site reachable by agents? Checks robots.txt, llms.txt, the MCP server card, endpoint and Registry listing, the A2A agent card and OpenAPI, and how the home page reads to a model. A check is free: beacon_start returns an id and beacon_report runs the check and returns the report. With OVERWING_API_KEY it is the full report, saved to your dashboard; with no key it is the summary (the score, the three answers and the first fix). beacon_sample is a real report in full. |
feedback | Tell the people who run Overwing what went wrong: a wrong verdict, an error you could not act on, a payment you could not make. No key needed. |
preflight_check | Overwing Preflight: should the agent sign this Solana transaction? Give it the unsigned transaction in base64 and a policy: the wallet to protect, the most SOL that may leave it (max_sol_out, fees included, or max_sol_out_lamports), and optionally max_token_out, min_token_in, allowed_programs and allow_delegation. It simulates the transaction and answers allow or refuse with every reason. Sign only on allow; a refusal, an error or anything else means do not sign. A verdict is valid for about two minutes. It never takes a private key. One check counts as one evaluation. Needs OVERWING_API_KEY. |
preflight_payment | Should the agent sign this x402 payment? Reads the 402's terms and checks the payee against x402-list's directory and the server's own manifest, and the price against the record. allow, review or refuse with reasons. No key needed. |
preflight_verdict · preflight_report · preflight_record · preflight_overview | Preflight's public side, with no key: read one published verdict, report the transaction that landed after a verdict (by its signature) to learn whether the verdict held, read the record of every verdict and miss, and read the overview of policy fields, reason codes, limits and prices. |
tower_load_template · tower_create_agent · tower_list_agents · tower_revoke_agent | Overwing Tower setup, with the organization key: load the starter order-entry workflow, then mint a scoped agent identity. The new agent key is used for the rest of the session. |
tower_capabilities · tower_decide · tower_submit_action · tower_get_action · tower_compensate | Overwing Tower operations, with the agent key: see which operations you may call and their input schemas, ask how a request would be ruled, submit it (executed, pending human review, or rejected), poll it, undo it. |
tower_get_receipt · tower_verify_receipts | Read a signed receipt, or recompute every hash and signature in the chain. |
get_usage · whoami · list_plans | Today's quota, the org behind the key, and the public plan catalog. |
The overwing://guide resource returns the full plain-text API guide.
What this server does on your machine: it reads three environment variables (OVERWING_API_KEY, OVERWING_AGENT_KEY, OVERWING_BASE_URL) and makes HTTPS requests to the Overwing API. It reads no files, runs no commands, and talks to no other host. It has two runtime dependencies (@modelcontextprotocol/sdk, zod), and the whole server is one file: src/index.ts.
What happens to text you evaluate:
get_evaluation, until you delete them. To change that:store: false to evaluate or evaluate_batch to keep no text or context for that call;store_inputs: false on the organization (PATCH /api/v1/org, or the dashboard) to keep none at all;retention_days on the organization to delete evaluations after that many days.preflight_check is sent to the Overwing API with its policy, and simulated against a Solana node. What is published is the verdict: its id, decision, reason codes, programs and the transaction's digest. Never the wallet, the amounts or the transaction. No private key is ever sent, and the tool does not accept one.Give your agent a restricted key. A key with scope evaluate can run checks and read rule sets, and cannot read stored evaluations, change rule sets, manage keys, webhooks or billing, or delete anything:
curl -X POST https://overwing.ai/api/v1/api-keys \
-H "Authorization: Bearer ow_live_..." -H "Content-Type: application/json" \ -d '{"name":"agent","scope":"evaluate"}'
Overwing is a young service and has not had an independent security audit. The full picture, including subprocessors and what we have not done, is at overwing.ai/security; the privacy policy is at overwing.ai/privacy. To report a vulnerability, see SECURITY.md.
Ask your agent:
Check this reply before I send it: "Reach me at dana@example.com or 555-0142 to sort out the refund."
It calls evaluate and gets back:
Verdict: FAIL score=0.82 confidence=0.97 251ms
toxicity: pass (answer="safe", confidence=1) pii_detected: fail (answer=true, confid
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