Search & Web Crawling MCP Servers
1,328 servers for search & web crawling — ranked by real GitHub stars, refreshed continuously, never faked.
# MCP Server Stars
1 
PaddleOCR paddlepaddle/paddleocr Integrates with PaddleOCR and PP-StructureV3 to extract text from images and PDFs with confidence scores and bounding boxes, plus 85k ★ 2 
Context7 (Documentation Database) upstash/context7 Connects to Context7.com's documentation database to provide up-to-date library and framework documentation with intelligent proje 59k ★ 3 
Metabase metabase/metabase Official Metabase MCP server enabling AI agents to search, explore, query, and visualize data in a self-hosted Metabase instance. 48k ★ 4 
Graphiti getzep/graphiti Provides a temporal knowledge graph system for storing, retrieving, and reasoning about relationships between entities with persis 29k ★ 5 
Cognee topoteretes/cognee AI-friendly database and knowledge-management capabilities via various database schemes. 29k ★ 6 
Mastra Docs mastra-ai/mastra Provides AI assistants with direct access to Mastra.ai's complete knowledge base. 26k ★ 7 
n8n czlonkowski/n8n-mcp Integrates with n8n workflow automation platform to provide conversational access to 525+ nodes including AI-capable nodes and tri 22k ★ 8 
Context Mode mksglu/context-mode Reduces context consumption by 98% through sandboxed code execution and SQLite-based session continuity with FTS5 search. 19k ★ 9 
Claude Context zilliztech/claude-context Provides semantic code search and indexing using vector embeddings and AST-based code splitting, enabling natural language queries 12k ★ 10 
Assistant UI assistant-ui/assistant-ui The MCP server tools have been designed to allow an agent to query the specific information it needs to complete an assistant-ui r 11k ★ 11 
PraisonAI mervinpraison/praisonai Multi-agent framework with self-reflection capabilities 8.4k ★ 12 
Airweave Search airweave-ai/airweave Search Airweave collections with natural language queries. 6.5k ★ 13 
WhatsApp Bridge lharries/whatsapp-mcp Provides a secure bridge to your WhatsApp account, enabling message search, contact management, and sending capabilities while kee 5.9k ★ 14 
Atlassian Cloud sooperset/mcp-atlassian Access Confluence pages and Jira issues via Atlassian API. 5.6k ★ 15 
Exa Web Search exa-labs/exa-mcp-server Query Exa API to retrieve structured search results. 4.7k ★ 16 
Zotero 54yyyu/zotero-mcp Enables direct interaction with Zotero reference management libraries for searching literature, retrieving metadata and full-text 4.2k ★ 17 
Obsidian markuspfundstein/mcp-obsidian Access and modify notes in Obsidian vaults via REST API. 4.1k ★ 18 
Home Assistant homeassistant-ai/ha-mcp Enables natural language control of Home Assistant smart home devices, automations, and system management 4k ★ 19 
Tolgee tolgee/tolgee-platform Manage your Tolgee localization project from AI coding assistants — search translation keys, create and update translations, and t 4k ★ 20 
CodeGraphContext codegraphcontext/codegraphcontext Indexes codebases into a Neo4j graph database to enable sophisticated code analysis including function call relationships, class h 3.9k ★ 21 
Sourcebot sourcebot-dev/sourcebot Enables code search across multiple repository hosts including GitHub, GitLab, Gitea, Gerrit, and Bitbucket with advanced filterin 3.6k ★ 22 
Repowise repowise-dev/repowise Codebase intelligence for AI coding agents: dependency graphs, git history, documentation, architectural decisions, and code healt 3.5k ★ 23 
RevoGrid revolist/revogrid Hosted Pro MCP server for the RevoGrid DataGrid — docs, examples, feature checks, and migration guidance. 3.4k ★ 24 
Basic Memory basicmachines-co/basic-memory Knowledge management system that builds a persistent semantic graph in markdown, locally. 3.4k ★ 25 
Grafana grafana/mcp-grafana Integrates with Grafana to enable searching dashboards, fetching datasource information, querying Prometheus metrics, and managing 3.2k ★ 26 
Apple Native Tools supermemoryai/apple-mcp Integrates with Apple's native applications to enable searching contacts, managing notes, and sending messages within the macOS ec 3.1k ★ 27 
SocratiCode giancarloerra/socraticode Local codebase indexing, semantic search, and code dependency graphs. 3.1k ★ 28 
PostgreSQL crystaldba/postgres-mcp Helps you and your AI agents throughout the entire development process—from writing SQL to tuning performance safely. 3k ★ 29 
shadcn/ui jpisnice/shadcn-ui-mcp-server Provides direct access to shadcn/ui v4 components, blocks, and demos through GitHub API integration with automatic framework detec 2.9k ★ 30 
Google Workspace taylorwilsdon/google_workspace_mcp Integrates with Google Workspace to enable seamless interaction with Gmail, Drive, Docs, and Calendar for searching emails, retrie 2.9k ★ 31 
Perplexity perplexityai/modelcontextprotocol Connector for the Perplexity API, to enable web search without leaving the MCP ecosystem. 2.4k ★ 32 
Tavily Search tavily-ai/tavily-mcp Integrates with Tavily API to provide real-time web search and content extraction capabilities for research, aggregation, and fact 2.2k ★ 33 
Financial Datasets financial-datasets/mcp-server Provides direct access to stock market data including income statements, balance sheets, cash flow statements, historical prices, 2.2k ★ 34 
Crawl4AI RAG coleam00/mcp-crawl4ai-rag Integrates web crawling with RAG functionality to enable website content retrieval, storage in vector databases, and semantic sear 2.2k ★ 35 
PaperBanana llmsresearch/paperbanana Generates publication-quality methodology diagrams and statistical plots from text descriptions using a multi-agent pipeline with 2.2k ★ 36 
Apify apify/apify-mcp-server Extract data from any website with thousands of scrapers, crawlers, and automations on Apify Store. Use ready-made tools to access 2.1k ★ 37 
DevDocs cyberagiinc/devdocs Free, private, UI-based software documentation context management server. Designed with software developers in mind. 2.1k ★ 38 
Agent Mail dicklesworthstone/mcp_agent_mail Coordinates multiple agents through structured messaging, exclusive file path claims, and persistent Git-based project archives wi 2k ★ 39 
pg-aiguide timescale/pg-aiguide Version-aware PostgreSQL documentation and best practices for AI coding assistants 1.8k ★ 40 
Clerk clerk/javascript Manage Clerk's authentication and user management organization management, session handling, and authorization features. 1.7k ★ 41 Supermemory supermemoryai/supermemory-mcp Personal knowledge platform that helps collect, organize, and recall information from various sources with end-to-end encryption a 1.7k ★ 42 
ToolUniverse mims-harvard/tooluniverse Provides scientific tools for AI scientists spanning life science, research, literature search, drug discovery, and more. 1.6k ★ 43 
BoostedTravel letsfg/letsfg Flight search and booking for AI agents across 400+ airlines. 1.5k ★ 44 
Documentation Scraper arabold/docs-mcp-server Provides specialized documentation scraping and retrieval from GitHub, NPM, PyPI, and web pages, enabling accurate reference to up 1.5k ★ 45 
MCPVault bitbonsai/mcpvault Lightweight MCP server for safe Obsidian vault access with 14 tools for reading, writing, and searching notes. 1.5k ★ 46 
Qdrant qdrant/mcp-server-qdrant Store and retrieve vector-based memories for AI systems. 1.5k ★ 47 
Terraform Registry hashicorp/terraform-mcp-server Integrates with HashiCorp's Terraform Registry APIs to enable provider documentation retrieval, module search, and infrastructure 1.5k ★ 48 
DuckDuckGo Search nickclyde/duckduckgo-mcp-server Integrates with DuckDuckGo to provide web search capabilities, content fetching, and parsing, with results formatted for large lan 1.3k ★ 49 
Claude Code steipete/claude-code-mcp Provides a streamlined interface for executing complex coding tasks including file operations, Git commands, and web searches with 1.3k ★ 50 
Jupyter Notebook datalayer/jupyter-mcp-server Integrates Jupyter notebooks with MCP to enable code execution, content manipulation, and interactive data exploration within note 1.2k ★ 51 
PM Claude Skills mohitagw15856/pm-claude-skills 400 professional Agent Skills + workflow recipes — searchable & fetchable over MCP. 1.2k ★ 52 
Better Icons better-auth/better-icons Provides access to 200,000+ icons from 150+ collections through the Iconify API with search, retrieval, batch operations, usage pa 1.2k ★ 53 
Ref ref-tools/ref-tools-mcp Integrates with Ref.tools documentation search service to provide curated technical documentation access, web search fallback, and 1.1k ★ 54 
Token Savior mibayy/token-savior Structural codebase indexing with surgical query tools that reduce token consumption by answering code navigation, dependency, and 1.1k ★ 55 
SearXNG ihor-sokoliuk/mcp-searxng Integrates SearXNG API to enable web searches with pagination control for up-to-date information retrieval and content analysis. 1.1k ★ 56 
Minima (Local RAG) dmayboroda/minima Search and retrieve context from local files for RAG. 1.1k ★ 57 
ArcadeDB arcadedata/arcadedb Multi-model database with built-in MCP support for SQL, Cypher, Gremlin, and GraphQL queries. 1k ★ 58 
Zotero cookjohn/zotero-mcp Integrates with Zotero reference management software through a dual-component architecture to provide access to bibliographic data 1k ★ 59 
Turkish Legal Databases saidsurucu/yargi-mcp Integrates with Turkish legal databases to provide unified search and retrieval of court decisions from Yargitay, Danistay, Consti 1k ★ 60 
Code Indexer johnhuang316/code-index-mcp Indexes and analyzes code repositories to enable file navigation, pattern searching, and complexity assessment across multiple pro 984 ★ 61 
Sequential Thinking arben-adm/mcp-sequential-thinking Implements structured step-by-step reasoning to break down and methodically analyze complex problems. 924 ★ 62 
Octocode bgauryy/octocode Integrates with GitHub CLI and npm to provide repository analysis, code discovery, file exploration, commit history tracking, and 880 ★ 63 
ToolFront statespace-tech/statespace Provides unified access to multiple database types including PostgreSQL, MySQL, SQLite, DuckDB, BigQuery, and Snowflake with tools 874 ★ 64 
X API xdevplatform/xmcp Exposes the X API as MCP tools, enabling posting, searching, and managing content on X (formerly Twitter). 841 ★ 65 
Obsidian Tools jacksteamdev/obsidian-mcp-tools Integrates AI-powered tools with Obsidian for enhanced note-taking, linking, and knowledge management workflows. 834 ★ 66 
Supabase alexander-zuev/supabase-mcp-server Integrates with Supabase to enable natural language-driven database schema exploration, management, and read-only SQL query execut 828 ★ 67 
Acemcp qy527145/acemcp Indexes codebases with automatic incremental updates and provides semantic search to find relevant code snippets with file paths a 812 ★ 68 
Fetch zcaceres/fetch-mcp Fetches and transforms web content into various formats. 802 ★ 69 
Garmin Connect taxuspt/garmin_mcp Integrates with Garmin Connect to expose fitness and health data, enabling access to activities, detailed workout information, and 784 ★ 70 
Context Portal greatscottymac/context-portal Database-backed project memory management system that stores decisions, progress tracking, and system patterns in a queryable know 765 ★ 71 
Stash alash3al/stash Persistent agent memory with 8-stage knowledge consolidation using PostgreSQL and pgvector. 744 ★ 72 
NixOS utensils/mcp-nixos Provides a server for accessing NixOS packages, system options, Home Manager, and nix-darwin configurations with multi-level cachi 740 ★ 73 
Axon harshkedia177/axon Builds knowledge graphs from source code repositories with multi-language parsing, hybrid search, community detection, and interac 721 ★ 74 
Obsidian stevenstavrakis/obsidian-mcp Integrates with Obsidian to enable natural language-based note creation, editing, and management within vaults. 720 ★ 75 
KeyID Agent Kit keyid-ai/agent-kit Provides AI agents with full email capabilities including send, receive, reply, search, contacts, and auto-reply through KeyID.ai 684 ★ 76 Mem0 (Long-Term Memory) coleam00/mcp-mem0 Provides persistent long-term memory capabilities through semantic indexing, retrieval, and search functions with support for mult 678 ★ 77 
Mem0 mem0ai/mem0-mcp Integrates with mem0.ai to store, retrieve, and semantically search coding preferences, snippets, and programming knowledge throug 659 ★ 78 
A-Share Financial Data (Baostock) 24mlight/a-share-mcp-is-just-i-need Provides financial data tools for Chinese stock market analysis through the Baostock API, enabling retrieval of historical prices, 648 ★ 79 
Cloudflare cloudflare/mcp Integrates with the entire Cloudflare API, covering 2,500+ endpoints across DNS, Workers, R2, Zero Trust, and all other Cloudflare 632 ★ 80 
SonarQube sonarsource/sonarqube-mcp-server Integrates with SonarQube and SonarCloud platforms for code quality analysis, issue management, metrics retrieval, quality gate mo 601 ★ 81 
Marmot Data Catalog marmotdata/marmot Open-source data catalog with asset search, lineage exploration, and ownership tracking. 599 ★ 82 
Vestige samvallad33/vestige Biologically-inspired memory system that implements spaced repetition, dual-strength modeling, and forgetting curves to provide lo 584 ★ 83 
Chroma chroma-core/chroma-mcp Integrates with Chroma vector database to enable collection management, document operations, and vector search capabilities for kn 576 ★ 84 
WeRead freestylefly/mcp-server-weread Integrates with WeRead e-book platform to provide access to book content, user highlights, and annotations with efficient cache ma 562 ★ 85 
BioMCP (Biomedical Database Integration) genomoncology/biomcp Integrates with biomedical databases including ClinicalTrials.gov, PubMed, and MyVariant.info to provide structured access to clin 554 ★ 86 
Haiku RAG ggozad/haiku.rag Agentic RAG system powered by LanceDB, Pydantic AI, and Docling 548 ★ 87 
Redis redis/mcp-redis Provides a natural language interface to Redis databases, enabling operations on various data structures with tools for vector sim 544 ★ 88 
MotherDuck & DuckDB motherduckdb/mcp-server-motherduck Integrates MotherDuck and local DuckDB databases for flexible querying and analysis of structured data in MCP-compatible environme 503 ★ 89 
Second Brain rahilp/second-brain-cloudflare Self-hosted semantic memory MCP server on Cloudflare Workers with vector embeddings for intelligent recall and 4 tools for persona 499 ★ 90 
Docfork docfork/docfork Retrieves up-to-date documentation and code examples for any software library through the Docfork API, automatically selecting rel 489 ★ 91 
Airbnb openbnb-org/mcp-server-airbnb Integrates with Airbnb to enable vacation rental search and detailed property information retrieval without requiring API keys 489 ★ 92 
CRW us/crw Lightweight web scraper and crawler built in Rust, designed as a Firecrawl alternative for AI agents. 473 ★ 93 
Anytype anyproto/anytype-mcp Official MCP server for Anytype, the encrypted local-first knowledge platform, enabling search, space and member management, and c 468 ★ 94 
AppleScript peakmojo/applescript-mcp Enables AI to execute AppleScript code on macOS systems, providing access to applications and system features like Notes, Calendar 461 ★ 95 
Kagi Search kagisearch/kagimcp Integrates Kagi's advanced search capabilities into workflows, enabling high-quality, privacy-focused web information retrieval fo 453 ★ 96 
Stata hanlulong/stata-mcp Integrates Stata statistical software with code editors like VS Code and Cursor, enabling direct command execution, real-time outp 453 ★ 97 
Nexus nexus-router/nexus AI gateway that aggregates multiple MCP servers and LLM providers through a unified HTTP interface with JWT authentication, rate l 436 ★ 98 
Baidu Maps baidu-maps/mcp Integrates with Baidu Maps API for location-based operations including geocoding, route planning, and location search within the B 434 ★ 99 
ast-grep ast-grep/ast-grep-mcp Bridges to the ast-grep code search tool for finding code patterns in projects using abstract syntax tree matching, enabling effic 432 ★ 100 
Octocode muvon/octocode AI-powered code indexer with semantic search and knowledge graphs. 417 ★
PaddleOCR paddlepaddle/paddleocr Integrates with PaddleOCR and PP-StructureV3 to extract text from images and PDFs with confidence scores and bounding boxes, plus 85k ★ 2 Context7 (Documentation Database) upstash/context7 Connects to Context7.com's documentation database to provide up-to-date library and framework documentation with intelligent proje 59k ★ 3 Metabase metabase/metabase Official Metabase MCP server enabling AI agents to search, explore, query, and visualize data in a self-hosted Metabase instance. 48k ★ 4 Graphiti getzep/graphiti Provides a temporal knowledge graph system for storing, retrieving, and reasoning about relationships between entities with persis 29k ★ 5 Cognee topoteretes/cognee AI-friendly database and knowledge-management capabilities via various database schemes. 29k ★ 6 Mastra Docs mastra-ai/mastra Provides AI assistants with direct access to Mastra.ai's complete knowledge base. 26k ★ 7 n8n czlonkowski/n8n-mcp Integrates with n8n workflow automation platform to provide conversational access to 525+ nodes including AI-capable nodes and tri 22k ★ 8 Context Mode mksglu/context-mode Reduces context consumption by 98% through sandboxed code execution and SQLite-based session continuity with FTS5 search. 19k ★ 9 Claude Context zilliztech/claude-context Provides semantic code search and indexing using vector embeddings and AST-based code splitting, enabling natural language queries 12k ★ 10 Assistant UI assistant-ui/assistant-ui The MCP server tools have been designed to allow an agent to query the specific information it needs to complete an assistant-ui r 11k ★ 11 PraisonAI mervinpraison/praisonai Multi-agent framework with self-reflection capabilities 8.4k ★ 12 Airweave Search airweave-ai/airweave Search Airweave collections with natural language queries. 6.5k ★ 13 WhatsApp Bridge lharries/whatsapp-mcp Provides a secure bridge to your WhatsApp account, enabling message search, contact management, and sending capabilities while kee 5.9k ★ 14 Atlassian Cloud sooperset/mcp-atlassian Access Confluence pages and Jira issues via Atlassian API. 5.6k ★ 15 Exa Web Search exa-labs/exa-mcp-server Query Exa API to retrieve structured search results. 4.7k ★ 16 Zotero 54yyyu/zotero-mcp Enables direct interaction with Zotero reference management libraries for searching literature, retrieving metadata and full-text 4.2k ★ 17 Obsidian markuspfundstein/mcp-obsidian Access and modify notes in Obsidian vaults via REST API. 4.1k ★ 18 Home Assistant homeassistant-ai/ha-mcp Enables natural language control of Home Assistant smart home devices, automations, and system management 4k ★ 19 Tolgee tolgee/tolgee-platform Manage your Tolgee localization project from AI coding assistants — search translation keys, create and update translations, and t 4k ★ 20 CodeGraphContext codegraphcontext/codegraphcontext Indexes codebases into a Neo4j graph database to enable sophisticated code analysis including function call relationships, class h 3.9k ★ 21 Sourcebot sourcebot-dev/sourcebot Enables code search across multiple repository hosts including GitHub, GitLab, Gitea, Gerrit, and Bitbucket with advanced filterin 3.6k ★ 22 Repowise repowise-dev/repowise Codebase intelligence for AI coding agents: dependency graphs, git history, documentation, architectural decisions, and code healt 3.5k ★ 23 RevoGrid revolist/revogrid Hosted Pro MCP server for the RevoGrid DataGrid — docs, examples, feature checks, and migration guidance. 3.4k ★ 24 Basic Memory basicmachines-co/basic-memory Knowledge management system that builds a persistent semantic graph in markdown, locally. 3.4k ★ 25 Grafana grafana/mcp-grafana Integrates with Grafana to enable searching dashboards, fetching datasource information, querying Prometheus metrics, and managing 3.2k ★ 26 Apple Native Tools supermemoryai/apple-mcp Integrates with Apple's native applications to enable searching contacts, managing notes, and sending messages within the macOS ec 3.1k ★ 27 SocratiCode giancarloerra/socraticode Local codebase indexing, semantic search, and code dependency graphs. 3.1k ★ 28 PostgreSQL crystaldba/postgres-mcp Helps you and your AI agents throughout the entire development process—from writing SQL to tuning performance safely. 3k ★ 29 shadcn/ui jpisnice/shadcn-ui-mcp-server Provides direct access to shadcn/ui v4 components, blocks, and demos through GitHub API integration with automatic framework detec 2.9k ★ 30 Google Workspace taylorwilsdon/google_workspace_mcp Integrates with Google Workspace to enable seamless interaction with Gmail, Drive, Docs, and Calendar for searching emails, retrie 2.9k ★ 31 Perplexity perplexityai/modelcontextprotocol Connector for the Perplexity API, to enable web search without leaving the MCP ecosystem. 2.4k ★ 32 Tavily Search tavily-ai/tavily-mcp Integrates with Tavily API to provide real-time web search and content extraction capabilities for research, aggregation, and fact 2.2k ★ 33 Financial Datasets financial-datasets/mcp-server Provides direct access to stock market data including income statements, balance sheets, cash flow statements, historical prices, 2.2k ★ 34 Crawl4AI RAG coleam00/mcp-crawl4ai-rag Integrates web crawling with RAG functionality to enable website content retrieval, storage in vector databases, and semantic sear 2.2k ★ 35 PaperBanana llmsresearch/paperbanana Generates publication-quality methodology diagrams and statistical plots from text descriptions using a multi-agent pipeline with 2.2k ★ 36 Apify apify/apify-mcp-server Extract data from any website with thousands of scrapers, crawlers, and automations on Apify Store. Use ready-made tools to access 2.1k ★ 37 DevDocs cyberagiinc/devdocs Free, private, UI-based software documentation context management server. Designed with software developers in mind. 2.1k ★ 38 Agent Mail dicklesworthstone/mcp_agent_mail Coordinates multiple agents through structured messaging, exclusive file path claims, and persistent Git-based project archives wi 2k ★ 39 pg-aiguide timescale/pg-aiguide Version-aware PostgreSQL documentation and best practices for AI coding assistants 1.8k ★ 40 Clerk clerk/javascript Manage Clerk's authentication and user management organization management, session handling, and authorization features. 1.7k ★ 41 Supermemory supermemoryai/supermemory-mcp Personal knowledge platform that helps collect, organize, and recall information from various sources with end-to-end encryption a 1.7k ★ 42 ToolUniverse mims-harvard/tooluniverse Provides scientific tools for AI scientists spanning life science, research, literature search, drug discovery, and more. 1.6k ★ 43 BoostedTravel letsfg/letsfg Flight search and booking for AI agents across 400+ airlines. 1.5k ★ 44 Documentation Scraper arabold/docs-mcp-server Provides specialized documentation scraping and retrieval from GitHub, NPM, PyPI, and web pages, enabling accurate reference to up 1.5k ★ 45 MCPVault bitbonsai/mcpvault Lightweight MCP server for safe Obsidian vault access with 14 tools for reading, writing, and searching notes. 1.5k ★ 46 Qdrant qdrant/mcp-server-qdrant Store and retrieve vector-based memories for AI systems. 1.5k ★ 47 Terraform Registry hashicorp/terraform-mcp-server Integrates with HashiCorp's Terraform Registry APIs to enable provider documentation retrieval, module search, and infrastructure 1.5k ★ 48 DuckDuckGo Search nickclyde/duckduckgo-mcp-server Integrates with DuckDuckGo to provide web search capabilities, content fetching, and parsing, with results formatted for large lan 1.3k ★ 49 Claude Code steipete/claude-code-mcp Provides a streamlined interface for executing complex coding tasks including file operations, Git commands, and web searches with 1.3k ★ 50 Jupyter Notebook datalayer/jupyter-mcp-server Integrates Jupyter notebooks with MCP to enable code execution, content manipulation, and interactive data exploration within note 1.2k ★ 51 PM Claude Skills mohitagw15856/pm-claude-skills 400 professional Agent Skills + workflow recipes — searchable & fetchable over MCP. 1.2k ★ 52 Better Icons better-auth/better-icons Provides access to 200,000+ icons from 150+ collections through the Iconify API with search, retrieval, batch operations, usage pa 1.2k ★ 53 Ref ref-tools/ref-tools-mcp Integrates with Ref.tools documentation search service to provide curated technical documentation access, web search fallback, and 1.1k ★ 54 Token Savior mibayy/token-savior Structural codebase indexing with surgical query tools that reduce token consumption by answering code navigation, dependency, and 1.1k ★ 55 SearXNG ihor-sokoliuk/mcp-searxng Integrates SearXNG API to enable web searches with pagination control for up-to-date information retrieval and content analysis. 1.1k ★ 56 Minima (Local RAG) dmayboroda/minima Search and retrieve context from local files for RAG. 1.1k ★ 57 ArcadeDB arcadedata/arcadedb Multi-model database with built-in MCP support for SQL, Cypher, Gremlin, and GraphQL queries. 1k ★ 58 Zotero cookjohn/zotero-mcp Integrates with Zotero reference management software through a dual-component architecture to provide access to bibliographic data 1k ★ 59 Turkish Legal Databases saidsurucu/yargi-mcp Integrates with Turkish legal databases to provide unified search and retrieval of court decisions from Yargitay, Danistay, Consti 1k ★ 60 Code Indexer johnhuang316/code-index-mcp Indexes and analyzes code repositories to enable file navigation, pattern searching, and complexity assessment across multiple pro 984 ★ 61 Sequential Thinking arben-adm/mcp-sequential-thinking Implements structured step-by-step reasoning to break down and methodically analyze complex problems. 924 ★ 62 Octocode bgauryy/octocode Integrates with GitHub CLI and npm to provide repository analysis, code discovery, file exploration, commit history tracking, and 880 ★ 63 ToolFront statespace-tech/statespace Provides unified access to multiple database types including PostgreSQL, MySQL, SQLite, DuckDB, BigQuery, and Snowflake with tools 874 ★ 64 X API xdevplatform/xmcp Exposes the X API as MCP tools, enabling posting, searching, and managing content on X (formerly Twitter). 841 ★ 65 Obsidian Tools jacksteamdev/obsidian-mcp-tools Integrates AI-powered tools with Obsidian for enhanced note-taking, linking, and knowledge management workflows. 834 ★ 66 Supabase alexander-zuev/supabase-mcp-server Integrates with Supabase to enable natural language-driven database schema exploration, management, and read-only SQL query execut 828 ★ 67 Acemcp qy527145/acemcp Indexes codebases with automatic incremental updates and provides semantic search to find relevant code snippets with file paths a 812 ★ 68 Fetch zcaceres/fetch-mcp Fetches and transforms web content into various formats. 802 ★ 69 Garmin Connect taxuspt/garmin_mcp Integrates with Garmin Connect to expose fitness and health data, enabling access to activities, detailed workout information, and 784 ★ 70 Context Portal greatscottymac/context-portal Database-backed project memory management system that stores decisions, progress tracking, and system patterns in a queryable know 765 ★ 71 Stash alash3al/stash Persistent agent memory with 8-stage knowledge consolidation using PostgreSQL and pgvector. 744 ★ 72 NixOS utensils/mcp-nixos Provides a server for accessing NixOS packages, system options, Home Manager, and nix-darwin configurations with multi-level cachi 740 ★ 73 Axon harshkedia177/axon Builds knowledge graphs from source code repositories with multi-language parsing, hybrid search, community detection, and interac 721 ★ 74 Obsidian stevenstavrakis/obsidian-mcp Integrates with Obsidian to enable natural language-based note creation, editing, and management within vaults. 720 ★ 75 KeyID Agent Kit keyid-ai/agent-kit Provides AI agents with full email capabilities including send, receive, reply, search, contacts, and auto-reply through KeyID.ai 684 ★ 76 Mem0 (Long-Term Memory) coleam00/mcp-mem0 Provides persistent long-term memory capabilities through semantic indexing, retrieval, and search functions with support for mult 678 ★ 77 Mem0 mem0ai/mem0-mcp Integrates with mem0.ai to store, retrieve, and semantically search coding preferences, snippets, and programming knowledge throug 659 ★ 78 A-Share Financial Data (Baostock) 24mlight/a-share-mcp-is-just-i-need Provides financial data tools for Chinese stock market analysis through the Baostock API, enabling retrieval of historical prices, 648 ★ 79 Cloudflare cloudflare/mcp Integrates with the entire Cloudflare API, covering 2,500+ endpoints across DNS, Workers, R2, Zero Trust, and all other Cloudflare 632 ★ 80 SonarQube sonarsource/sonarqube-mcp-server Integrates with SonarQube and SonarCloud platforms for code quality analysis, issue management, metrics retrieval, quality gate mo 601 ★ 81 Marmot Data Catalog marmotdata/marmot Open-source data catalog with asset search, lineage exploration, and ownership tracking. 599 ★ 82 Vestige samvallad33/vestige Biologically-inspired memory system that implements spaced repetition, dual-strength modeling, and forgetting curves to provide lo 584 ★ 83 Chroma chroma-core/chroma-mcp Integrates with Chroma vector database to enable collection management, document operations, and vector search capabilities for kn 576 ★ 84 WeRead freestylefly/mcp-server-weread Integrates with WeRead e-book platform to provide access to book content, user highlights, and annotations with efficient cache ma 562 ★ 85 BioMCP (Biomedical Database Integration) genomoncology/biomcp Integrates with biomedical databases including ClinicalTrials.gov, PubMed, and MyVariant.info to provide structured access to clin 554 ★ 86 Haiku RAG ggozad/haiku.rag Agentic RAG system powered by LanceDB, Pydantic AI, and Docling 548 ★ 87 Redis redis/mcp-redis Provides a natural language interface to Redis databases, enabling operations on various data structures with tools for vector sim 544 ★ 88 MotherDuck & DuckDB motherduckdb/mcp-server-motherduck Integrates MotherDuck and local DuckDB databases for flexible querying and analysis of structured data in MCP-compatible environme 503 ★ 89 Second Brain rahilp/second-brain-cloudflare Self-hosted semantic memory MCP server on Cloudflare Workers with vector embeddings for intelligent recall and 4 tools for persona 499 ★ 90 Docfork docfork/docfork Retrieves up-to-date documentation and code examples for any software library through the Docfork API, automatically selecting rel 489 ★ 91 Airbnb openbnb-org/mcp-server-airbnb Integrates with Airbnb to enable vacation rental search and detailed property information retrieval without requiring API keys 489 ★ 92 CRW us/crw Lightweight web scraper and crawler built in Rust, designed as a Firecrawl alternative for AI agents. 473 ★ 93 Anytype anyproto/anytype-mcp Official MCP server for Anytype, the encrypted local-first knowledge platform, enabling search, space and member management, and c 468 ★ 94 AppleScript peakmojo/applescript-mcp Enables AI to execute AppleScript code on macOS systems, providing access to applications and system features like Notes, Calendar 461 ★ 95 Kagi Search kagisearch/kagimcp Integrates Kagi's advanced search capabilities into workflows, enabling high-quality, privacy-focused web information retrieval fo 453 ★ 96 Stata hanlulong/stata-mcp Integrates Stata statistical software with code editors like VS Code and Cursor, enabling direct command execution, real-time outp 453 ★ 97 Nexus nexus-router/nexus AI gateway that aggregates multiple MCP servers and LLM providers through a unified HTTP interface with JWT authentication, rate l 436 ★ 98 Baidu Maps baidu-maps/mcp Integrates with Baidu Maps API for location-based operations including geocoding, route planning, and location search within the B 434 ★ 99 ast-grep ast-grep/ast-grep-mcp Bridges to the ast-grep code search tool for finding code patterns in projects using abstract syntax tree matching, enabling effic 432 ★ 100 Octocode muvon/octocode AI-powered code indexer with semantic search and knowledge graphs. 417 ★ Showing the top 100 of 1,328 — browse and filter all mcp servers.
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Frequently asked questions
What are the best search & web crawling servers for coding agents?
Ranked by GitHub stars, the current top search & web crawling servers are: PaddleOCR (85k ★), Context7 (Documentation Database) (59k ★), Metabase (48k ★), Graphiti (29k ★), Cognee (29k ★).
How do I install a search & web crawling mcp server?
Add the server to your MCP client (Claude Code: `claude mcp add <name> -- <command>`). Every server page shows its exact command.
How many search & web crawling servers are listed here?
1,328 search & web crawling servers are currently tracked, with metrics (stars, downloads, last-update dates) sourced from GitHub and package registries and refreshed continuously.