by privetin
Provides vector database capabilities through Chroma, enabling semantic document search, metadata filtering, and persistent storage for documents.
by mjochum64
Provides document search capabilities through Apache Solr, exposing Model Context Protocol (MCP) resources and tools for LLMs to query, filter, sort, and retrieve documents via both MCP and direct HTTP interfaces.
by liuyoshio
Provides natural‑language search and recommendation for Model Context Protocol servers, delivering rich metadata and real‑time updates.
by nkapila6
Provides local RAG‑style web search capabilities for LLMs by fetching DuckDuckGo results, generating embeddings with MediaPipe, ranking relevance, and returning extracted markdown content without external APIs.
by nacos-group
Provides search, installation, and proxy functionalities for MCP servers, combining Nacos service discovery with optional Compass API support and offering both router and proxy operating modes.
by mamertofabian
Fast cross‑platform file searching leveraging the Everything SDK on Windows, Spotlight on macOS, and locate/plocate on Linux.
by leehanchung
Enables AI assistants to perform web, news, and image searches through the Bing Search API, handling rate limiting and errors.
by longyi1207
Provides Search and Chat capabilities via the Glean API as an MCP server.
by junmer
Search and retrieve Lottie animations through MCP endpoints for keyword queries, detailed animation data, and popular animation listings.
by kld3v
Search and retrieve Reed Jobs listings with flexible filters, returning detailed job information for AI‑driven workflows.
by jobswithgpt
Enables AI models to perform job‑search queries through a lightweight MCP server that can be accessed by Claude Desktop or OpenAI tools.
by ihor-sokoliuk
Provides web search capabilities via the SearXNG API, exposing them through an MCP server for seamless integration with AI agents and tools.
by garylab
Provides Google Search capabilities via the Serper API for LLMs through a Model Context Protocol server.
by foursquare
Provides AI agents with contextual location data and place‑search capabilities through the Foursquare Places API via the Model Context Protocol.
by erhwenkuo
Provides an SSE‑based MCP server that leverages a self‑hosted SearXNG meta‑search engine and markdownify to retrieve web pages and return results in Markdown format for AI agents.
by donghyun-chae
Provides flight search capabilities via natural language interfaces using the Amadeus Flight Offers Search API and the Model Context Protocol.
by delorenj
Provides query capabilities for events, venues, and attractions through the Ticketmaster Discovery API.
by cswkim
Provides a Model Context Protocol server that wraps the Discogs API, enabling music catalog operations, search, and collection management through MCP clients.
by cr7258
Provides Elasticsearch and OpenSearch interaction via Model Context Protocol, enabling document search, index management, cluster monitoring, and alias operations.
by coder-linping
Provides tools for AI agents to query Azure Edge Wiki content through MCP‑compliant endpoints.
by cnych
Provides SEO data retrieval via Ahrefs, exposing MCP tools for backlink analysis, keyword generation, traffic estimation, and keyword difficulty, with automated CAPTCHA solving and response caching.
by aliyun
Equips AI agents with standardized tools to query, index, and manage data in OpenSearch, enabling seamless integration of search capabilities into AI-driven applications.
by algolia
Enables interaction with Algolia APIs through experimental Model Context Protocol servers written in Go.
by VivekKumarNeu
Provides a Java‑based MCP‑compliant server that leverages Apache Lucene for full‑text indexing and retrieval through a RESTful API, with optional Docker deployment.
by VectorInstitute
Delivers curated positive and uplifting news stories by fetching articles from NewsAPI and ranking them with a Cohere language model based on positive sentiment.
by Taidgh-Robinson
Provides recent NBA game scores, player statistics, and advanced metrics to Claude via the MCP protocol.
by Rudra-ravi
Provides real-time Wikipedia information to large language models via the Model Context Protocol, enabling factual grounding for AI assistants.
by RamXX
Enables AI-driven web and news searches with Tavily's API, offering tools for comprehensive queries, answer generation, and domain filtering for language models.
by Laksh-star
Provides movie data, search, trending lists, and recommendations by integrating the TMDB API.
by KyrieTangSheng
Provides real-time information about U.S. National Parks, including park details, alerts, activities, visitor centers, campgrounds, and events via the NPS API.
by GongRzhe
Provides a simple interface to query documents through a Langflow backend, enabling document Q&A via the Model Context Protocol.
by DappierAI
Provides fast, free real‑time web search and access to premium data from trusted media brands, enabling AI agents to retrieve news, market data, sports, entertainment, weather, and more.