Search & retrieval

Servers and agents that search, index, or retrieve information on demand. 756 matching entries in the Forge registry — showing the top 150.

• santifer/career-opsAI-powered job search system built on Claude Code. 14 skill modes, Go dashboard, PDF generation, batch process
• assafelovic/gpt-researcherAn autonomous agent that conducts deep research on any data using any LLM providers
• firecrawl-mcpMCP server for Firecrawl — search, scrape, and interact with the web
• firecrawl/firecrawl-mcp-server🔥 Official Firecrawl MCP Server - Adds powerful web scraping and search to Cursor, Claude and any other LLM c
• MinishLab/sembleFast and Accurate Code Search for Agents. Uses ~98% fewer tokens than grep+read
• exa-labs/exa-mcp-serverExa MCP for web search and web crawling!
• genieincodebottle/generative-aiComprehensive resources on Generative AI, including a detailed roadmap, projects, use cases, interview prepara
• aaron-he-zhu/seo-geo-claude-skills20 SEO & GEO skills for Claude Code, Cursor, Codex, and 35+ AI agents. Keyword research, content writing, tech
• doobidoo/mcp-memory-serviceOpen-source persistent memory for AI agent pipelines (LangGraph, CrewAI, AutoGen) and Claude. REST API + knowl
• qdrant/mcp-server-qdrantAn official Qdrant Model Context Protocol (MCP) server implementation
• ai-search-hubRun the AI Search Hub browser automation scripts for Yuanbao, LongCat, Doubao, Qwen, Gemini, Grok, and MiniMax
• study8677/antigravity-workspace-templateMulti-agent knowledge engine (ag-refresh / ag-ask) that turns any codebase into a queryable AI assistant.Works
• chigwell/telegram-mcpTelegram MCP server powered by Telethon to let MCP clients read chats, manage groups, and send/modify messages
• brave/brave-search-mcp-server
• can4hou6joeng4/boss-agent-cliAI-agent-first CLI for BOSS 直聘 — 职位搜索、福利筛选、招聘者工作流、MCP 工具与 AI 简历优化
• elastic/mcp-server-elasticsearchOfficial Elastic MCP server for interacting with Elasticsearch clusters
• perplexity-mcpMCP server providing search, reasoning, and research capabilities powered by Perplexity AI models
• browser-searchMulti-engine web search (SearXNG) + browsing/scraping (Camofox, CloakBrowser). Use whenever you need to do web
• ir-search🇰🇷 한국 정부 지원사업 전수조사 에이전트 스킬 [Claude Code·Codex·agy(Antigravity)·Cursor·Gemini CLI·Grok Build 지원] K-Startup·기업
• paper-search-proFind academic papers across up to 7 sources (OpenAlex / Semantic Scholar / CrossRef / PubMed / arXiv for Engli
• sole-search🇰🇷 소상공인(운영 중인 가게·자영업자) 지원사업 조사 에이전트 스킬 [Claude Code·Codex·agy(Antigravity)·Cursor·Gemini CLI 지원] 소상공인24·기업마당
• redhat-community-ai-tools/UnifAIProduction-grade multi-agent orchestration engine. Compose agentic workflows from a pluggable catalog of Agent
• awslabs/a2a-agent-registry-on-awsScalable agent registry for AI agents using A2A protocol AgentCard with semantic search. AWS serverless (Lambd
• modelcontextprotocol-servers/google-search-mcp
• multi-search智能多引擎搜索，自动检测网络环境并按优先级切换：DuckDuckGo -> Tavily -> Bing API -> Bing爬虫。支持自动配额管理和网络缓存。Invoke when user needs web se
• elbruno/ElBruno.ModelContextProtocolSemantic routing for MCP tools - .NET library that indexes MCP tool definitions and returns the most relevant
• IntunoAI/intunoOpen platform for AI agent networks — semantic discovery, a secure broker, and multidirectional agent-to-agent
• tokrepo-searchSearch and install AI assets from TokRepo — the open registry for skills, prompts, MCP configs, scripts, and w
• apple-search-ads-conquestUse when setting up, launching, or managing an Apple Search Ads (Apple Ads) campaign for an app — especially a
• integrated-semantics/flexible-graphragFlexible GraphRAG: Python, LlamaIndex (LangChain also coming) Docker Compose: 8 Property Graph dbs, 3 RDF grap
• shebe-oss/shebeFast BM25 full-text search for code repositories with CLI and MCP integration for AI coding agents.
• io-devel/rag-mcp-goA Go-based Open Source Universal Memory server that exposes a Model Context Protocol (MCP) interface for LLM c
• federicovittorini/pocket-vaultPocketVault es un vault de contexto y documentación para proyectos, con server MCP, API y búsqueda integrada p
• luthersystems/agentsearchThe agent that helps agents find other agents — MCP server, A2A card, OpenAPI for AgentSearch (agentsearch.lut
• ai.com.mcp/skills-searchSearch and discover Agent Skills from the skills.sh registry. Powered by HAPI MCP server.
• ai.law.mcp/lawyer-searchVerified lawyer and attorney search, discovery, and matching for AI — 991K+ US profiles.
• ai.nothumansearch/searchSearch the agentic web. 4,100+ sites, 11 tools incl. check_url + verify_mcp for probe-before-use.
• ai.parallel/search-mcpThe best web search for your AI Agent
• ai.smithery/adamamer20-paper-search-mcp-openaiSearch and download academic papers from arXiv, PubMed, bioRxiv, medRxiv, Google Scholar, Semantic…
• ai.smithery/arjunkmrm-brave-search-mcp-serverSearch the web, images, videos, news, and local businesses with robust filters, freshness controls…
• ai.smithery/arjunkmrm-perplexity-searchEnable AI assistants to perform web searches using Perplexity's Sonar Pro.
• ai.trycanonical/company-searchVerified, long-tail company search: describe what you want, get an LLM-verified company shortlist.
• ai.xpoz/social-insightsTwitter/X, Instagram, Reddit & TikTok data for AI agents. 1.5B+ posts. No API keys.
• casa.find-me.sub1/send-email-mcpNon functional server (yet)
• com.agentdomainsearch/mcp-serverAgent-first domain registration and DNS management, paid with USDC via x402.
• com.digitaldataonline.mcp/e-yearbookSearch over 300K U.S. yearbooks, over 100M mentions. Free preview; subscription unlocks scans.
• com.gleanmark/trademark-searchSearch 13.7M+ USPTO trademarks. Clearance, phonetic matching, TTAB stats, analytics.
• com.goveda/patent-mcpAI-powered patent intelligence for search & analysis
• com.historicalsoundscapes.www/semantic-searchSemantic search for Historical Soundscapes. Search eventos, entities, filters. Cross-lingual ES/EN.
• com.olyport/pubmedSearch biomedical literature, get article details, find related articles, and explore MeSH terms
• com.proflightsearch/airport-delaysRead-only airport delay, weather, and 24h forecast tools for AI assistants. Airport-level only.
• com.ski-france/agent-searchSearch about 9,000 ski apartments plus ski passes, prices, availability and destinations.
• com.transcriptapi/youtube-transcript-and-youtube-search💯 The fastest YouTube transcript + YouTube search MCP for AI agents. Try for free.
• com.unlistedinc/unlistedSearch and explore residential properties that aren't for sale (yet)
• com.worldairfares/flights-mcpFlight search MCP server providing search, pagination, and itinerary details for AI assistants.
• com.zeltser/website-searchImprove security writing, score it against rubrics, plan IR, CTI, vuln, and product strategy.
• eu.conformi/conformi-searchEU legal research with verifiable CELEX citations (EUR-Lex corpus, DE/EN/FR). Not legal advice.
• io.domainium.search/domainium-searchAI-powered domain & business name generation with real-time availability checks.
• io.github.6figr-com/jobgpt-mcp-serverJob search automation, auto apply, resume builder, application tracking, and recruiter outreach
• io.github.Ainode-tech/search-router4 web-search tiers (x402 USDC on Base) - simple/medium/deep/cached. Free health.
• io.github.Alfanous-team/alfanousSearch and explore the Holy Qur'an with Arabic text, transliteration, and advanced search support.
• io.github.Archivarix-com/tube-search-mcpSearch archived YouTube videos including deleted, private, or region-blocked content.
• io.github.Br0ski777/vector-searchIn-memory vector search with TF-IDF and cosine similarity. x402 micropayment.
• io.github.Br0ski777/web-searchWeb search returning structured results — titles, URLs, snippets. x402 micropayment.
• io.github.CSOAI-ORG/memory-search-mcpmemory-search-mcp MCP server by MEOK AI Labs
• io.github.DalecB/obsidian-semantic-mcpRead-only semantic search MCP server for Obsidian vaults using local Ollama embeddings.
• io.github.IBazylchuk/paparats-mcpLocal-first semantic code search across all your repos. Private context for AI coding assistants.
• io.github.KazKozDev/searchWeb search, content extraction, PDF parsing, plus datetime and geolocation tools. No API keys.
• io.github.Khamel83/argusMulti-provider search broker for AI agents: 14 providers, 12-step extraction, retrieval workflows.
• io.github.MCPServings/paper-mcpSearch arXiv, Semantic Scholar & OpenAlex, read full arXiv text, plus image-to-LaTeX OCR.
• io.github.MRNAQA/sourceweave-web-searchFully local MCP server and CLI for web research
• io.github.MastadoonPrime/sylex-searchUniversal search engine for AI agents. Discover products, services, and businesses via MCP.
• io.github.PJW2004/job-searchSearch Korean job postings from JobKorea and Saramin by company name
• io.github.Saidiibrahim/search-papersAn MCP server to search papers from arXiv
• io.github.Spacemandomains/mcp-registry-searchSearch and browse every MCP server in the Model Context Protocol registry.
• io.github.Swathi-MuraliSrinivasan/tavily-mcp-serverFastMCP server for Tavily search API with web search and content extraction
• io.github.TocharianOU/elasticsearchElasticsearch MCP Server with multi-version support (ES 5.x-9.x) and comprehensive API access
• io.github.TonySimonovsky/claude-code-conversation-search-mcpSearch Claude Code conversation history with natural language queries across all projects
• io.github.VelvetSP/web-retrieval-mcpMCP web search + tiered web fetch for AI agents (Exa, Firecrawl), SSRF-guarded, cross-platform.
• io.github.acamolese/google-search-console-mcpGoogle Search Console MCP server: SEO audits, performance queries, URL inspection, indexing checks.
• io.github.adelpro/quran-search-engine-mcpQuran Search Engine MCP for AI tools. Provides Quran search, Arabic normalization, and highlighting.
• io.github.airweave-ai/searchMCP server for searching Airweave collections with natural language queries.
• io.github.akkylab/litra-paper-searchMCP server for Litra.ai – AI-powered academic paper search with relevance scoring and summarization
• io.github.c5huracan/meyhemDiscover 6,700+ MCP servers and 15,000+ OpenClaw skills. Agent-native search with outcome ranking.
• io.github.connerlambden/bgpt-mcpSearch scientific papers with structured experimental data from full-text studies
• io.github.cr7258/elasticsearch-mcp-serverMCP server for interacting with Elasticsearch
• io.github.crunchtools/google-search-consoleSecure MCP server for Google Search Console analytics, sitemaps, and URL inspection
• io.github.damdafayton/avukatimSearch Turkish laws, court decisions, and legal documents using AI.
• io.github.dorukardahan/domain-search-mcpFast domain availability checker with pricing comparison and AI-powered suggestions.
• io.github.flowing-abyss/obsidian-hybrid-searchSearch Obsidian vaults with hybrid full-text, fuzzy, semantic, and graph retrieval.
• io.github.foundrole/jobs-mcp-proxyMCP server for AI job search — find jobs, track applications, get alerts. Claude, ChatGPT, Cursor.
• io.github.giskard09/searchPay-per-use web search for AI agents. Lightning invoice, Ed25519 signature, karma discounts.
• io.github.huoshuiai42/huoshui-file-searchAn MCP server that provides fast Spotlight file search capabilities for macOS
• io.github.ihor-sokoliuk/mcp-searxngMCP server for SearXNG — privacy-respecting web search with pagination, URL reading
• io.github.iridite/bing-search-freeFree Bing search MCP server - No API key required
• io.github.jxbaoxiaodong/ftirfun-mcpFTIR spectral search and material identification for AI agents via MCP.
• io.github.lazymac2x/embedding-searchCloudflare Workers MCP server: embedding-search
• io.github.llmops-pro/l402-search-mcpNo-KYC web search for AI agents, paid per query in Lightning sats (L402). Holds no keys.
• io.github.lulzasaur9192/marketplace-search22 tools: search 15+ marketplaces, verify licenses, childcare costs, FCC, GSA auctions
• io.github.manticoresoftware/mcp-manticoreMCP server for Manticore Search — lets AI assistants query and manage search databases.
• io.github.maxi-moss/medical-rag-mcp-testMedical RAG: semantic search for clinical guidelines, drug interactions, diagnoses & EHR data.
• io.github.maxi-moss/test-mcpMedical RAG: semantic search for clinical guidelines, drug interactions, diagnoses & EHR data.
• io.github.ofershap/npm-searchnpm search MCP — find packages, view details, compare, check downloads.
• io.github.parnasheps-eng/dark-search-protocol161 dark data sources, 25+ domains, 6-step pipeline, Streamable HTTP + stdio
• io.github.philmccarty/apple-search-ads-mcpApple Search Ads MCP: campaign analytics, bid management, and attribution tracking.
• io.github.pipeworx-io/brave-searchBrave Search MCP — independent web index (no Google/Bing dependency)
• io.github.pipeworx-io/google_search_consoleGoogle Search Console MCP Pack
• io.github.qune-tech/ocds-mcpSearch and match German public procurement tenders (OCDS) from your local LLM.
• io.github.sarahpark/google-search-consoleGoogle Search Console MCP server — search analytics, URL inspection, and sitemaps
• io.github.saurabhsharma2u/search-console-mcpMCP server for GSC, Bing, and GA4. Includes analytics, health checks, and SEO insights.
• io.github.shubhamekapure/social-search-mcpDeep social media search for LLMs: Facebook, Reddit, LinkedIn, Instagram & more.
• io.github.smythmyke/patent-search-mcp-serverPatent dossiers, prosecution, claims + a legal layer (PTAB, litigation, term) + AI risk. USPTO.
• io.github.tbrajkovic/fixatia-property-searchSearch real estate auction properties across Europe with filtering by country, price, and ROI.
• io.github.verivus-oss/sqryAST-based semantic code search - understands code structure and relationships across 37 languages.
• io.github.yokingma/one-search-mcpWeb search, crawl, scrape & extract with agent-browser, SearXNG, Tavily, DuckDuckGo, Bing & more
• io.github.zcag/npm-search-mcpSearch npm packages, get live registry data, and compare alternatives. No API key needed.
• io.github.zhengyanglsun/iflow-searchMCP server for iFlow Search web search, image search, and URL fetch tools.
• org.memoryapi/legalUS legal case search: court decisions and company litigation history
• org.memoryapi/patentPatent search and company IP portfolio data
• org.memoryapi/researchAcademic research search across PubMed and arXiv
• ru.supertours/toursSearch tours and excursions on supertours.ru by destination, price, duration, and rating.
• tavily-mcpMCP server for advanced web search using Tavily
• tavily-searchProvides web search capabilities using Tavily AI-optimized search API. Supports searching the web for relevant
• client-scout-search>
• search-hono-docsSearches Hono documentation to find information about its features, APIs, and usage.
• dspy-3-retrieval-augmented-generationSub-skill of dspy: 3. Retrieval-Augmented Generation.
• exa-searchNeural search via Exa MCP for web, code, and company research. Use when the user needs web search, code exampl
• smart-search基于 opencli 命令的智能搜索路由器。当用户想要使用 OpenCLI、CLI 或 API 搜索、查询、查找或研究信息时，尤其是涉及指定网站、社交媒体、技术资料、新闻、购物、旅游、求职、金融或中文内容时，务必使用此
• initializ-tavily-searchSearch the web using Tavily AI search API
• context-retrievalRetrieve relevant information from a knowledge base using semantic, keyword, or hybrid search to ground a quer
• apple-notes-searchSearch, recall, and discover connections across the user's own Apple Notes via the apple-notes MCP server — se
• evo-searchSolves complex, open-ended problems using an evolutionary search mechanism inspired by genetic algorithms. Gen
• agentverse-searchSearch Fetch.ai's Agentverse for agents by keyword, capability, or protocol. Returns agent names, addresses, d
• web-search-use-case-playbookApply Claude's web search feature (announced March 20, 2025, made globally available May 27, 2025) effectively
• api-web-search-with-citationsReusable implementation notes derived from the Claude blog post “Introducing web search on the Anthropic API”.
• microsoft-365-enterprise-searchUse Claude with Microsoft 365 context (SharePoint/OneDrive, Outlook, Teams) by framing questions for cross-too
• dynamic-web-search-filteringUse web_search + web_fetch efficiently by filtering retrieved pages before analysis, focusing only on relevant
• browseract-amazon-product-search-api-skillThis skill is designed to help users automatically extract product data from Amazon search results. The Agent
• browseract-facebook-ads-library-searchSearches Meta Ad Library (Facebook/Instagram/WhatsApp ads) by keyword or Facebook page ID and extracts ad deta
• browseract-google-maps-search-api-skillThis skill is designed to help users automatically extract business data from Google Maps search results. The
• browseract-google-search-serpExtracts Google Search results page (SERP) data including organic results, paid ads, related searches, People
• browseract-linkedin-jobs-searchSearch LinkedIn job listings and extract full job details. Supports filtering by work type (remote/on-site/hyb
• browseract-tiktok-search-videosTikTok keyword search video scraper: input search keyword → output paginated video list with full metadata (au
• browseract-web-search-scraper-api-skillThis skill helps users automatically extract complete Markdown content from any website via the BrowserAct Web
• browseract-wechat-article-search-api-skillThis skill helps users extract full article contents from WeChat using the BrowserAct API. The Agent should pr
• browseract-x-tweet-searchScrapes tweets from X (Twitter) by search query, user handle, or direct URL — returns full tweet data includin
• browseract-xiaohongshu-searchSearch Xiaohongshu (RedNote / xhs) notes by keyword and return a paginated list with title, author, engagement
• browseract-youtube-search-api-skillThis skill helps users automatically extract structured data from YouTube search results using the BrowserAct
• browseract-zhihu-search-api-skillThis skill helps users automatically extract structured article details and full content from Zhihu via the Br
• exa-financial-report-searchFind financial filings with Exa — SEC filings (10-K, 10-Q, S-1), earnings reports, and annual reports. Use to