Context7
Up-to-date docs for AI agents
제작자가 쓴 설명(영어 원문)
Free-first Chinese and English web search MCP using zero-key sources and inspectable evidence.
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.
BRAVE_API_KEY, TAVILY_API_KEY, EXA_API_KEY, YDC_API_KEY, TENCENT_WSA_API_KEY, BOCHA_API_KEY, SERPER_API_KEY, SEARCH_PROVIDER_MODE, PAID_ENGINE_ORDER비밀로 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.
Claude Desktop → Settings → Developer → Edit Config를 열고 claude_desktop_config.json에 이 내용을 붙여 넣으세요
{
"mcpServers": {
"agent-search": {
"command": "npx",
"args": [
"-y",
"agent-search-mcp"
],
"env": {
"BRAVE_API_KEY": "your-value",
"TAVILY_API_KEY": "your-value",
"EXA_API_KEY": "your-value",
"YDC_API_KEY": "your-value",
"TENCENT_WSA_API_KEY": "your-value",
"BOCHA_API_KEY": "your-value",
"SERPER_API_KEY": "your-value",
"SEARCH_PROVIDER_MODE": "your-value",
"PAID_ENGINE_ORDER": "your-value"
}
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add agent-search --env BRAVE_API_KEY=your-value --env TAVILY_API_KEY=your-value --env EXA_API_KEY=your-value --env YDC_API_KEY=your-value --env TENCENT_WSA_API_KEY=your-value --env BOCHA_API_KEY=your-value --env SERPER_API_KEY=your-value --env SEARCH_PROVIDER_MODE=your-value --env PAID_ENGINE_ORDER=your-value -- npx -y agent-search-mcp실행하기 전에 빈 값을 채워 주세요.
프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"agent-search": {
"command": "npx",
"args": [
"-y",
"agent-search-mcp"
],
"env": {
"BRAVE_API_KEY": "your-value",
"TAVILY_API_KEY": "your-value",
"EXA_API_KEY": "your-value",
"YDC_API_KEY": "your-value",
"TENCENT_WSA_API_KEY": "your-value",
"BOCHA_API_KEY": "your-value",
"SERPER_API_KEY": "your-value",
"SEARCH_PROVIDER_MODE": "your-value",
"PAID_ENGINE_ORDER": "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": {
"agent-search": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"agent-search-mcp"
],
"env": {
"BRAVE_API_KEY": "your-value",
"TAVILY_API_KEY": "your-value",
"EXA_API_KEY": "your-value",
"YDC_API_KEY": "your-value",
"TENCENT_WSA_API_KEY": "your-value",
"BOCHA_API_KEY": "your-value",
"SERPER_API_KEY": "your-value",
"SEARCH_PROVIDER_MODE": "your-value",
"PAID_ENGINE_ORDER": "your-value"
}
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
이 서버는 내 컴퓨터에서 실행되는데, ChatGPT는 인터넷에 있는 서버에만 연결할 수 있어요. 다른 앱을 고르세요.
선택한 앱은 이 기기의 쿠키에만 저장돼요. 계정은 필요 없어요.
SEARCH_PROVIDER_MODE envPAID_ENGINE_ORDER env이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.
내 컴퓨터에서 실행돼요. 설치하면 AI 앱에 도구 목록이 나타나요.
누구나 볼 수 있는 정보를 점검했고, 코드는 읽지 않았어요. 해당하지 않는 항목은 개수에서 뺐어요. · 2026년 11월 7일 점검
레지스트리 이름이 GitHub 계정 lennney 기준으로 확인되었고, 이 계정이 저장소를 소유하고 있어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
내 컴퓨터에서 실행되는 서버라 인터넷 엔드포인트가 없어요
내 컴퓨터에서 실행되며, 대신 로컬 설정을 사용해요
내 컴퓨터에서 실행돼요. 도구 목록은 인터넷 엔드포인트가 있는 서버에서만 읽을 수 있어요
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: BRAVE_API_KEY, TAVILY_API_KEY, EXA_API_KEY, YDC_API_KEY, TENCENT_WSA_API_KEY, BOCHA_API_KEY, SERPER_API_KEY
내 컴퓨터에서 실행돼요. AI 앱이 필요할 때 실행하고, 데이터는 제작자의 서버를 거치지 않아요(서버 자체가 온라인 서비스를 호출하는 경우는 제외).
GitHub 저장소는 마지막으로 – 변경됐고, 최신 버전(3.2.1)은 3개월 전 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. 내 컴퓨터에 Node.js도 있어야 해요.
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.
A Node.js MCP server and CLI for English and Chinese web search.
Agent Search MCP starts without an API key. It returns compact multi-source evidence, records provider failures, and bounds work with request and evidence budgets. Paid providers run only when policy and credentials allow.
中文文档 · Product page · Benchmarks · Architecture · CHANGELOG
npx -y agent-search-mcp
Requires Node.js >= 18.17. The default runtime does not require a browser, database, Python, or a search API account.
Use this stdio configuration in MCP clients that accept mcpServers JSON, including Claude Desktop, Cursor, VS Code, and Windsurf:
{
"mcpServers": { "agent-search": { "command": "npx", "args": ["-y", "agent-search-mcp"] } } }
Claude Code and Codex can register the same npx -y agent-search-mcp stdio command through their MCP settings.
After connecting the MCP server, Agent Skills-compatible clients can install the repository-owned routing guide:
npx skills add lennney/agent-search-mcp --skill agent-search
Invoke it with a request such as Use $agent-search to verify this claim with official sources. The Agent Search Skill chooses one of four bounded paths: quick discovery, stricter verification, Chinese-source search, or extraction of a selected URL. It checks that the needed MCP tool exists and asks before any install or configuration change. Installing the Skill does not start or configure the MCP server.
After building the local package, run a CLI query without adding a provider key:
npm run build
fasm search "MCP server without an API key" --json
The response contract keeps result evidence, meta.execution, and partialFailures separate. A provider timeout or challenge remains visible to the agent instead of being converted into an unexplained empty result. This is a contract example, not a live availability or search-quality benchmark.
After a global install, check the local runtime without making a search request:
npm install -g agent-search-mcp
fasm doctor
| Need | Product behavior |
|---|---|
| Free web search | Zero-key sources work without an API account |
| Provider cost control | Paid providers run only under an explicit routing policy |
| Token cost control | Compact output and one evidence budget bound response size |
| Multi-source evidence | Results retain provenance, relevance, provider-family count, and partial failures |
| Chinese web search | Sogou and Baidu handle Chinese queries without a translation layer |
| Lightweight self-hosting | Pure Node.js runtime with stdio, Streamable HTTP, and CLI access |
| Plain multi-engine aggregation | Agent Search MCP |
|---|---|
| Returns N deduplicated results | Returns results plus the number of independent sources (provider families, not adapter names) |
| A provider failure quietly drops some results | Every failure stays in partialFailures (timeout, rate limit, challenge, permission, budget) |
| Stops when the result count looks sufficient | Stops only after a quality gate (count, relevance, confidence, source coverage) and returns the stop_reason |
| Fixed-size output | One shared evidence budget bounds response tokens; compact text keeps provenance |
| One adapter counts as one source | The same upstream through several adapters never inflates source_count |
The one-minute offline demo replays these differences through the production evidence scorer and formatter:
Each JSON response includes one Search Evidence Packet. It answers the routing questions an agent needs before it uses a result:
| Question | Response field |
|---|---|
| Which adapters ran? | meta.execution.searched_engines |
| Why did the router stop? | meta.execution.stop_reason and meta.execution.quality_gate |
| Did the request hit a work limit? | meta.execution.budget |
| Was evidence truncated? | meta.evidence_budget |
| Did an upstream provider fail? | partialFailures |
| Do multiple adapters represent independent sources? | results[].source_count counts provider families, not adapter names |
Run the one-minute offline contract demo:
npm run demo:evidence
npm run demo:evidence -- --json
It replays three synthetic scenarios through the production evidence scorer, formatter, and MCP output helper: same-family adapter overlap, visible fallback failure, and a bounded quality-gate stop. It makes no live availability or search-quality claim and performs no network request.
The default free_first policy never spends a configured API credential. free_only blocks paid providers. quality_escalation can call one configured paid provider after free evidence misses the quality gate, while paid_first tries that provider before the free fallback.
Request budgets cap adapter attempts, elapsed time, and admitted results. The evidence budget caps query-relevant passages across the complete response. Compact mode keeps full detail for the first results and reduces later entries to source-preserving references.
The checked-in bilingual fixture measures formatting with a locked tokenizer:
| Output | Average tokens per query | Savings vs normal |
|---|---|---|
| Normal | 2396.0 | |
| Compact | 1650.1 | 31.1% |
| Compact+ | 1633.0 | 31.8% |
This fixture verifies output formatting and evidence-packet behavior. It does not measure live engine availability or search quality. See the benchmark method and limitations.
flowchart LR
A["AI agent"] --> M["MCP search tools"] M --> P["Provider and request policy"] P --> F["Zero-key sources"] P --> O["Optional paid provider"] F --> E["Deduplicate, rank, and preserve failures"] O --> E E --> B["Evidence and token budget"] B --> R["Compact multi-source result"]
The router evaluates each search batch against separate result, relevance, confidence, and provider-family gates. It stops after the evidence passes those gates and exposes the decision in meta.execution. Provider failures stay visible in partialFailures, so an empty result cannot hide an upstream error.
The competitive landscape (2026-08-07) maps the crowded baseline and the product gaps. It records source dates and fixed commits for facts that can change. The 2026-08-10 update adds competitor activity since then: direct local competitors are dormant, and token-efficient evidence is becoming an industry-explicit lever. The earlier source-level product comparison contains the architecture-specific evidence.
The runtime registers 17 adapters: 9 zero-key adapters and 8 optional API adapters.
| Engine | Access | Languages | Role |
|---|---|---|---|
| DuckDuckGo | Zero-key | en | General Web Search |
| Sogou Search | Zero-key | zh | Chinese Web Search |
| Bing | Zero-key | en, zh | Multilingual Web Search |
| Baidu | Zero-key | zh | Chinese Web Search |
| Wikipedia | Zero-key | en, zh, ja, de, fr, es, auto | Encyclopedic references |
| Startpage | Zero-key | en, auto | Privacy-oriented Web Search |
| Yandex | Zero-key | ru, en, auto | Russian and international Web Search |
| Mojeek | Zero-key | en, auto | Independent privacy-oriented index |
| Wiby | Zero-key | en | Independent small-Web index |
| Brave Search | BRAVE_API_KEY | en, zh | Optional commercial Web Search |
| Tavily Search | TAVILY_API_KEY | en, zh | Optional agent-oriented Search |
| Exa Search | EXA_API_KEY | en, zh | Optional neural Search |
| Keenable Search | KEENABLE_API_KEY | en, auto | Optional independent agent-oriented Search |
| You.com Search | YDC_API_KEY | en, zh | Optional commercial Web Search |
| Tencent Web Search API | TENCENT_WSA_API_KEY | zh | Optional official Chinese Web Search |
| Bocha Web Search | BOCHA_API_KEY | zh, en | Optional Chinese-first AI Search |
| Serper Google Search | SERPER_API_KEY | en, zh, auto | Optional Google SERP Search |
| Tool | Description | Best for |
|---|---|---|
free_search | Multi-engine Web Search with bounded fallback | Quick facts and general discovery |
free_search_advanced | Filtered waterfall search and optional enrichment | Domain policy and progressive verification |
free_extract | Extract a URL as clean Markdown | Reading complete source pages |
fetch_github_readme | Fetch a public GitHub repository README | Project documentation |
fetch_csdn_article | Fetch a CSDN article | Chinese technical articles |
fetch_juejin_article | Fetch a Juejin article | Chinese developer articles |
search_with_synthesis | Search evidence with an LLM synthesis hint | Agent-authored answers from cited evidence |
| Environment | Default | Purpose |
|---|---|---|
ENABLED_TOOLS / DISABLED_TOOLS | all / none | Tool registration allowlist and denylist; deny wins |
ALLOWED_ENGINES / DENIED_ENGINES | all / none | Engine execution allowlist and denylist; deny wins |
SEARCH_PROVIDER_MODE | free_first | Default routing: free_first, quality_escalation, paid_first, or free_only |
PAID_ENGINE_ORDER | brave,exa,tavily,keenable,youcom,tencent_wsa,bocha,serper | Selects the first configured optional provider; not a quality claim |
SEARCH_BUDGET_MAX_CALLS | 16 | Adapter-attempt budget |
SEARCH_BUDGET_MAX_ELAPSED_MS | 30000 | End-to-end elapsed-time budget |
SEARCH_BUDGET_MAX_RESULTS | 100 | Admitted raw-result budget |
EVIDENCE_BUDGET_CHARS | 1200 | Evidence-character budget |
search_with_synthesis uses the same canonical structuredContent evidence packet as the primary search tools and adds prompt_hint; its text content is only a compact compatibility view. Execution metadata distinguishes scheduled adapters from retry-inclusive adapter attempts. http_requests is null until all adapter transports can report it without false precision.
Wiby is a genuine zero-key source backed by its official JSON API and is used late in the free waterfall as an independent small-Web supplement. Optional providers require user credentials; any signup credit or trial quota is provider-controlled and is not treated as permanent free access.
All tools are read-only and idempotent. Search cancellation reaches rate-limit waits, retries, provider requests, and optional enrichment. Enrichment can improve a snippet but cannot increase source confidence or independent source count.
free_search_advanced.time_range rem
앞부분만 보여 드려요. 나머지는 저장소에서 읽어 보세요