Context7
Up-to-date docs for AI agents
Beschreibung vom Entwickler (englisches Original)
Provider-neutral web_search for AI agents. Grounding + agent search APIs, keyless defaults.
Diese drei werden nie zu einer Punktzahl zusammengefasst: Meinungen, Messungen und Beliebtheit sind verschiedene Dinge.
Für diesen Server haben wir noch keine Zusammenfassung in einfacher Sprache geschrieben. Unten stehen die Fakten, die wir aus der Registry gelesen haben.
Wähle die KI-App, die du nutzt, und kopiere die Einstellungen.
AGENT_WEB_SEARCH_PROVIDERS, ARK_API_KEY, GEMINI_API_KEY, XAI_API_KEY, DEEPSEEK_API_KEY, AGENT_WEB_SEARCH_RESPONSES_API_KEY, AGENT_WEB_SEARCH_RESPONSES_BASE_URL, AGENT_WEB_SEARCH_MESSAGES_API_KEY, AGENT_WEB_SEARCH_MESSAGES_BASE_URL, TAVILY_API_KEY, BRAVE_SEARCH_API_KEY, PERPLEXITY_API_KEY, YDC_API_KEY, EXA_API_KEY, PARALLEL_API_KEY, ZHIPU_WEB_SEARCH_API_KEY, ZHIPU_CHAT_SEARCH_API_KEYAls geheim markierte Werte sind Schlüssel zu deinem Konto. Gib sie nie weiter und füge sie nie in einen Chat ein.
Du brauchst
Welche App nutzt du?
Wähle oben deine App. Wir merken sie uns, damit der Button beim nächsten Mal „In … installieren“ anzeigt.
Öffne Claude Desktop → Settings → Developer → Edit Config und füge dies in claude_desktop_config.json ein
{
"mcpServers": {
"agent-web-search": {
"command": "uvx",
"args": [
"agent-web-search-mcp"
],
"env": {
"AGENT_WEB_SEARCH_PROVIDERS": "your-value",
"ARK_API_KEY": "your-value",
"GEMINI_API_KEY": "your-value",
"XAI_API_KEY": "your-value",
"DEEPSEEK_API_KEY": "your-value",
"AGENT_WEB_SEARCH_RESPONSES_API_KEY": "your-value",
"AGENT_WEB_SEARCH_RESPONSES_BASE_URL": "your-value",
"AGENT_WEB_SEARCH_MESSAGES_API_KEY": "your-value",
"AGENT_WEB_SEARCH_MESSAGES_BASE_URL": "your-value",
"TAVILY_API_KEY": "your-value",
"BRAVE_SEARCH_API_KEY": "your-value",
"PERPLEXITY_API_KEY": "your-value",
"YDC_API_KEY": "your-value",
"EXA_API_KEY": "your-value",
"PARALLEL_API_KEY": "your-value",
"ZHIPU_WEB_SEARCH_API_KEY": "your-value",
"ZHIPU_CHAT_SEARCH_API_KEY": "your-value"
}
}
}
}Führe das in deinem Terminal aus
claude mcp add agent-web-search --env AGENT_WEB_SEARCH_PROVIDERS=your-value --env ARK_API_KEY=your-value --env GEMINI_API_KEY=your-value --env XAI_API_KEY=your-value --env DEEPSEEK_API_KEY=your-value --env AGENT_WEB_SEARCH_RESPONSES_API_KEY=your-value --env AGENT_WEB_SEARCH_RESPONSES_BASE_URL=your-value --env AGENT_WEB_SEARCH_MESSAGES_API_KEY=your-value --env AGENT_WEB_SEARCH_MESSAGES_BASE_URL=your-value --env TAVILY_API_KEY=your-value --env BRAVE_SEARCH_API_KEY=your-value --env PERPLEXITY_API_KEY=your-value --env YDC_API_KEY=your-value --env EXA_API_KEY=your-value --env PARALLEL_API_KEY=your-value --env ZHIPU_WEB_SEARCH_API_KEY=your-value --env ZHIPU_CHAT_SEARCH_API_KEY=your-value -- uvx agent-web-search-mcpTrag die leeren Werte ein, bevor du ihn startest.
In .cursor/mcp.json in deinem Projekt oder in ~/.cursor/mcp.json einfügen
{
"mcpServers": {
"agent-web-search": {
"command": "uvx",
"args": [
"agent-web-search-mcp"
],
"env": {
"AGENT_WEB_SEARCH_PROVIDERS": "your-value",
"ARK_API_KEY": "your-value",
"GEMINI_API_KEY": "your-value",
"XAI_API_KEY": "your-value",
"DEEPSEEK_API_KEY": "your-value",
"AGENT_WEB_SEARCH_RESPONSES_API_KEY": "your-value",
"AGENT_WEB_SEARCH_RESPONSES_BASE_URL": "your-value",
"AGENT_WEB_SEARCH_MESSAGES_API_KEY": "your-value",
"AGENT_WEB_SEARCH_MESSAGES_BASE_URL": "your-value",
"TAVILY_API_KEY": "your-value",
"BRAVE_SEARCH_API_KEY": "your-value",
"PERPLEXITY_API_KEY": "your-value",
"YDC_API_KEY": "your-value",
"EXA_API_KEY": "your-value",
"PARALLEL_API_KEY": "your-value",
"ZHIPU_WEB_SEARCH_API_KEY": "your-value",
"ZHIPU_CHAT_SEARCH_API_KEY": "your-value"
}
}
}
}Dein Browser fragt, ob er die App öffnen darf, dann zeigt die App die Einstellungen und bittet dich um Bestätigung. Schlüsselwerte bleiben leer, damit du sie selbst einträgst.
In .vscode/mcp.json in deinem Projekt einfügen
{
"servers": {
"agent-web-search": {
"type": "stdio",
"command": "uvx",
"args": [
"agent-web-search-mcp"
],
"env": {
"AGENT_WEB_SEARCH_PROVIDERS": "your-value",
"ARK_API_KEY": "your-value",
"GEMINI_API_KEY": "your-value",
"XAI_API_KEY": "your-value",
"DEEPSEEK_API_KEY": "your-value",
"AGENT_WEB_SEARCH_RESPONSES_API_KEY": "your-value",
"AGENT_WEB_SEARCH_RESPONSES_BASE_URL": "your-value",
"AGENT_WEB_SEARCH_MESSAGES_API_KEY": "your-value",
"AGENT_WEB_SEARCH_MESSAGES_BASE_URL": "your-value",
"TAVILY_API_KEY": "your-value",
"BRAVE_SEARCH_API_KEY": "your-value",
"PERPLEXITY_API_KEY": "your-value",
"YDC_API_KEY": "your-value",
"EXA_API_KEY": "your-value",
"PARALLEL_API_KEY": "your-value",
"ZHIPU_WEB_SEARCH_API_KEY": "your-value",
"ZHIPU_CHAT_SEARCH_API_KEY": "your-value"
}
}
}
}Dein Browser fragt, ob er die App öffnen darf, dann zeigt die App die Einstellungen und bittet dich um Bestätigung. Schlüsselwerte bleiben leer, damit du sie selbst einträgst.
Dieser Server läuft auf deinem Computer, und ChatGPT kann sich nur mit Servern im Internet verbinden. Wähle eine andere App.
Deine Auswahl bleibt in einem Cookie auf diesem Gerät; kein Konto nötig.
AGENT_WEB_SEARCH_PROVIDERS envAGENT_WEB_SEARCH_RESPONSES_BASE_URL envAGENT_WEB_SEARCH_MESSAGES_BASE_URL envDiese Einstellungen werden aus dem Registry-Eintrag des Entwicklers erzeugt. Wenn in der README etwas anderes steht, folge der README.
Läuft auf deinem Computer; die Tool-Liste erscheint nach der Installation in deiner KI-App.
Wir prüfen Informationen, die jeder sehen kann; den Code haben wir nicht gelesen. Checks, die nicht zutreffen, werden nicht mitgezählt. · Geprüft am 7. Nov. 2026
Der Registry-Name wurde mit dem GitHub-Konto JerryLiu369 bestätigt, dem das Repo gehört
Dieses Repo haben wir noch nicht von GitHub gelesen
Dieses Repo haben wir noch nicht von GitHub gelesen
Dieser Server läuft auf deinem Computer; es gibt keinen Endpunkt im Internet
Läuft auf deinem Computer und nutzt stattdessen lokale Einstellungen
Läuft auf deinem Computer; Tool-Listen können wir nur von Endpunkten im Internet lesen
Verglichen mit allen aktiven Servern dieser Kategorie in der Registry. Sterne zählen nur, wenn dem Herausgeber das Repo gehört.
Er hat 1 von 1 zutreffenden Basischecks bestanden. Den Code haben wir nicht gelesen. Bevor du einen Schlüssel oder Token hinzufügst, sieh nach, welche Zugriffe der Server verlangt, und nutze einen Schlüssel, der nur die Berechtigungen hat, die du brauchst.
Das musst du eintragen: ARK_API_KEY, GEMINI_API_KEY, XAI_API_KEY, DEEPSEEK_API_KEY, AGENT_WEB_SEARCH_RESPONSES_API_KEY, AGENT_WEB_SEARCH_MESSAGES_API_KEY, TAVILY_API_KEY, BRAVE_SEARCH_API_KEY, PERPLEXITY_API_KEY, YDC_API_KEY, EXA_API_KEY, PARALLEL_API_KEY, ZHIPU_WEB_SEARCH_API_KEY, ZHIPU_CHAT_SEARCH_API_KEY
Er läuft auf deinem Computer. Deine KI-App startet ihn bei Bedarf, und die Daten laufen nicht über die Server des Entwicklers (außer der Server ruft selbst einen Onlinedienst auf).
Das GitHub-Repo wurde zuletzt – geändert, und die neueste Version (0.8.1) kam vor 15 Tagen in die Registry.
Apps, die MCP unterstützen, etwa Claude Desktop, Claude Code, Cursor und VS Code. Außerdem brauchst du Python (uv) auf deinem Computer.
In derselben Kategorie: Context7, Codebase Memory, Exa
Server derselben Kategorie von anderen Entwicklern, sortiert nach Sternen.
So liest du eine Karte:★ GitHub-SterneiDrei Säulen: Bewertungen · Checks · NutzungiAktualisiert = neueste Version in der Registry veröffentlichti
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.
Unverändert aus dem Repo des Entwicklers übernommen. PopNx MCP hat den Inhalt weder geprüft noch empfiehlt es ihn. HTML, Bilder und Skripte wurden entfernt. Links führen von dieser Website weg.
Agent-native web search — model-native grounding and agent search APIs behind one provider-neutral contract.
English | 简体中文
One-click remote MCP
Works with Codex CLI, Claude Code, OpenCode, Hermes, DeepSeek Harness (DSH), ordinary shell scripts, Python applications, and remote Streamable HTTP MCP clients.
Quickstart · Use with an agent · Providers · Configuration
Shared interface · Other interfaces · Troubleshooting · FAQ · Architecture · Development
Agent Web Search (PyPI: agent-web-search-mcp) is an open-source, MIT-licensed web search MCP server, CLI, and Python library for AI agents. It gives an agent three ways to reach the same provider-neutral search core: a native MCP tool, a native plugin (Hermes, DeepSeek Harness), or a CLI taught through a standard Agent Skill.
If you are an AI agent: install with
pipx install agent-web-search-mcp
(or try instantly with
uvx --from agent-web-search-mcp agent-web-search " "),
then read
skills/agent-web-search/SKILL.md—
it teaches the CLI pathway only (for MCP setups, follow Option 1
instead).
llms.txt
is the machine-readable doc index.
This is not a Google/Bing/Baidu metasearch wrapper. Traditional search aggregation fans a keyword query out to conventional engines and merges their result pages. Agent Web Search instead aggregates search capabilities built for agents: model-native web grounding, agent-oriented search APIs, and context-ready sources that accept natural-language questions and return answers, citations, or structured evidence in forms an agent can use directly. DDGS is the only conventional search backend in the current provider set.
Natural-language question
| v SearchEngine +-----------+-----------+ | | | v v v DDGS Model Agent grounding APIs (Responses, (Exa, ARK, Grok, Parallel, Gemini...) Tavily...)
Three steps, about a minute: try it instantly, install it once, then connect your agent. Requirements: Python 3.10+. Default providers (DDGS, Exa, Parallel) require no API key.
Test immediate search capabilities using uvx (no environment modification):
# Direct natural-language search with keyless defaults
uvx --from agent-web-search-mcp agent-web-search "What changed in the latest OpenAI Codex CLI?"
uvx agent-web-search-mcp --help
Install once into your global user environment (recommended):
# Recommended isolated installation
pipx install agent-web-search-mcp
python -m pip install agent-web-search-mcp
# 1. Verify the CLI and run a real search
agent-web-search --version agent-web-search "What changed in the latest OpenAI Codex CLI?"
agent-web-search-mcp --help
Two commands, two roles:
-
agent-web-search: Direct search CLI for terminals, shell scripts, and Agent Skills.
-
agent-web-search-mcp: Stdio and Streamable HTTP MCP server for MCP clients.
| Integration | Client / Environment | Setup |
|---|---|---|
| CLI + Skill *(Recommended)* | Terminal agents (Claude Code, Codex, OpenCode, Hermes) | npx skills add JerryLiu369/agent-web-search --skill agent-web-search (Details) |
| MCP (Stdio) | Codex CLI, Claude Code, Cursor, Cline, Roo Code | codex mcp add agent-web-search -- agent-web-search-mcp (Details) |
| DSH Plugin | DeepSeek Harness (desktop & web) | dsh plugin --profile desktop add github:JerryLiu369/agent-web-search (Details) |
| Hermes Plugin | Hermes Agent | hermes plugins install JerryLiu369/agent-web-search (Details) |
[!TIP]
Why CLI + Skill is recommended for shell-capable agents: If your agent already has terminal/bash execution capabilities (like Claude Code, Codex CLI, OpenCode, or Hermes), the CLI + Skill pathway offers the lowest friction and highest reliability. No MCP JSON configuration to debug, no background transport lifecycle to manage, and clean stdout JSON output taught through a standard Skill.
Traditional search aggregation (Google/Bing/Baidu wrappers, scraped SERPs) sends a keyword query to conventional engines and merges result pages. Agent Web Search instead aggregates search capabilities built for agents: one tool call returns structured, citation-ready evidence — or, through model-native grounding providers, a synthesized answer with explicit citations. A measured benchmark shows the practical difference: on a natural-language Chinese query asking for official sources, conventional SERP backends returned no government-domain results in the top 5, while the grounding provider returned official figures from China's General Administration of Customs with a working citation.
results; model-backed providers may also return an answer.The provider list is intentionally split by the kind of search capability it provides. Only DDGS is a conventional search backend; the other two groups are built around model-native grounding or agent-facing search services.
Free, keyless defaults: DDGS, Exa, and Parallel all work without an API
key. Exa and Parallel automatically use their free MCP transports until a
paid API key is provided.
| Provider | Website | Search backend | API key | Enabled by default |
|---|---|---|---|---|
| DDGS | DuckDuckGo | Conventional DuckDuckGo search | Free · no key required | Yes |
These providers use a model-native search or grounding surface. Their responses can include a model-generated answer together with citations or other explicit search evidence.
| Provider | Website | Model-native search surface | API key | Enabled by default |
|---|---|---|---|---|
| ARK | Volcengine Ark | Responses API with Doubao web-search grounding | ARK_API_KEY | No |
| Codex Alpha (experimental) | Alpha Search-compatible gateway | Model-backed Alpha Search surface | AGENT_WEB_SEARCH_CODEX_ALPHA_API_KEY | No |
| DeepSeek | DeepSeek API | Anthropic Messages API with native web search | DEEPSEEK_API_KEY | No |
| Gemini | Google AI | Gemini Google Search grounding | GEMINI_API_KEY | No |
| Grok | xAI | xAI web search and X Search | XAI_API_KEY | No |
| Responses | Responses API-compatible gateway | Generic OpenAI Responses API with web search grounding | AGENT_WEB_SEARCH_RESPONSES_API_KEY | No |
| Messages | Messages API-compatible gateway | Generic Anthropic Messages API with web search grounding | AGENT_WEB_SEARCH_MESSAGES_API_KEY | No |
| Zhipu Chat Search | Zhipu AI | GLM Chat Completions with native web search | ZHIPU_CHAT_SEARCH_API_KEY | No |
These providers expose search services for agent consumption: natural-language queries, structured source rows, high-signal excerpts, or citation-friendly metadata rather than a conventional search-page experience.
| Provider | Website | Agent-facing search surface | API key | Enabled by default |
|---|---|---|---|---|
| Exa | Exa | Semantic Search API or free MCP fallback | Free without key · optional EXA_API_KEY | Yes |
| Parallel | Parallel | Context-oriented search API or free MCP | Free without key · optional PARALLEL_API_KEY | Yes |
| Brave | Brave Search | Structured Web Search API | BRAVE_SEARCH_API_KEY | No |
| Perplexity | Perplexity API | Native structured Search API | PERPLEXITY_API_KEY | No |
| Tavily | Tavily | Agent-oriented Search API | TAVILY_API_KEY | No |
| You.com | You.com API | Unified web and news Search API | YDC_API_KEY | No |
| **Zhipu Web Sear
Nur der Anfang wird gezeigt; den Rest findest du im Repo