by blukglug
Provides AI‑enhanced YouTube video search, transcript retrieval, and semantic content queries without using the official API, leveraging a vector database for discovery.
by perplexityai
Enables Claude and other MCP‑compatible applications to perform real‑time web searches through the Perplexity (Sonar) API without leaving the MCP ecosystem.
by pingcap
Provides a Python SDK to interact with TiDB for unified vector, full‑text, and hybrid search, including automatic embeddings and transaction support.
by pinecone-io
Retrieves information from Pinecone Assistant via an MCP server, offering configurable result limits and easy Docker deployment.
by opensearch-project
A Model Context Protocol server that lets AI assistants interact with OpenSearch clusters to perform searches, retrieve mappings, manage shards, and execute a wide range of cluster‑level operations via stdio or streaming transports.
by MicrosoftDocs
Provides semantic search and fetch capabilities for Microsoft official documentation, returning content in markdown format via a lightweight streamable HTTP transport for AI agents and development tools.
by meilisearch
Provides a Model Context Protocol server that lets LLMs manage Meilisearch indices, add or retrieve documents, and execute fast, natural‑language searches.
by lambda-capture
Provides a semantic search API for macroeconomic data, enabling AI agents and quantitative research tools to retrieve relevant economic indicators via MCP calls.
by kagisearch
Provides web search and video summarization capabilities through the Model Context Protocol, enabling AI assistants like Claude to perform queries and summarizations.
by inkeep
Provides RAG‑powered retrieval of product documentation and content through a Model Context Protocol (MCP) endpoint.
by graphlit
Enables integration between MCP clients and the Graphlit platform, providing ingestion, extraction, retrieval, and RAG capabilities across a wide range of data sources and connectors.
by fetchSERP
Provides a unified API for SEO analysis, SERP retrieval, keyword research, and web scraping, exposing all FetchSERP endpoints via a Model Context Protocol server.
by fatwang2
Provides web and news search, URL crawling, sitemap extraction, deep‑reasoning, and trending topic retrieval via Search1API, exposed as an MCP server for integration with AI clients.
by exa-labs
Provides real-time web search capabilities to AI assistants via a Model Context Protocol server, enabling safe and controlled access to the Exa AI Search API.
by elastic
Enables natural‑language interaction with Elasticsearch indices via the Model Context Protocol, exposing tools for listing indices, fetching mappings, performing searches, running ES|QL queries, and retrieving shard information.
by data-skunks
Provides keyword research tools such as People Also Ask, Google Autocomplete, Reddit and Quora questions, and semantic keyword extraction via a Model Context Protocol server.
by TakoData
Provides a simple MCP server that queries Tako for real-time data and generates visualizations.
by vectorize-io
Provides a Model Context Protocol (MCP) server that integrates with Vectorize to enable vector‑based document retrieval, text extraction, and deep research capabilities for LLM workflows.
by variflight
Provides tools to query flight schedules, weather forecasts, real-time aircraft locations, and flight comfort metrics for Variflight services.
by universal-mcp
Provides a standardized interface for interacting with Ahrefs's tools and services through a unified API.
by vectara
Provides fast, reliable retrieval‑augmented generation and semantic search via the Model Context Protocol, allowing agents to query Vectara corpora and receive generated answers together with source passages.
by universal-mcp
Provides a standardized API to interact with Serpapi tools and services via the Universal MCP framework.
by ubie-oss
Search documents using Vertex AI with Gemini grounding, allowing private data to improve relevance of results.
by universal-mcp
Provides a standardized interface to interact with Google SearchConsole tools and services through a unified API built on the Universal MCP framework.
by szeider
Provides programmatic access to the DBLP computer science bibliography for large language models, enabling publication search, citation extraction, BibTeX export, and statistical analysis via defined tools.
by suhail-ak-s
Enables AI models to access Typesense search capabilities through the Model Context Protocol, allowing discovery, querying, and analysis of collection data.
by r-huijts
Provides natural‑language access to the Rijksmuseum collection, enabling exploration, analysis, and retrieval of artwork details and high‑resolution images.
by riemannzeta
Provides fast access to USPTO patent and application data via the Public Search and Open Data Portal APIs, enabling Claude Desktop and other MCP clients to retrieve search results, full-text documents, PDFs, and bibliographic metadata.
by run-llama
Creates multiple query tools that connect to specific managed LlamaCloud indexes, exposing each as a searchable MCP tool.
by raoulbia-ai
Enables AI assistants to retrieve and filter Intercom conversations and tickets using advanced search criteria, supporting date ranges, keywords, customer identifiers, and ticket status.
by pwilkin
Provides a unified MCP endpoint that queries public SearXNG instances, parses HTML results, and returns them as a clean JSON array.
by privetin
Enables searching and retrieving detailed entries from the Standard Korean Dictionary through an MCP API.