
Self-hosted persistent memory for AI agents: knowledge graph and hybrid search.
Search MCP servers return web or index results an agent can cite. Compare whether the server runs locally or calls a hosted API. Filtered to servers Windsurf can run. 4509 published MCP servers match this ranking that Windsurf can run. The highest trust scores right now are inaturalist-mcp at 55, mixcloud-mcp at 55, nasa-images-mcp at 55. The order is the published trust score: registry record, license, maintenance, popularity, documentation, and security signals. Featured slots, when an editor sets them, are labeled and do not change the score. Best search MCP servers for Windsurf is not a paid placement.
Every server that matches this ranking, ordered by trust score.

Self-hosted persistent memory for AI agents: knowledge graph and hybrid search.
by jperelli · JavaScript
Query logs from Graylog: get streams, search messages, aggregate, and get full data.
by godesigntech · TypeScript
Search, bid, and message clients on Freelancer.com from Claude. Multi-account support.
by divyanshu-iitian · TypeScript
Free open-source web search and page reading for LLMs, AI agents, and RAG.
Local codebase search for AI assistants via MCP. Requires Hawkeye and Hawkeye AI Bridge installed.
by wllrdev · JavaScript
Free search, trending, topics & local news via the Fast News with Previews API on RapidAPI.
by deepskyai · Python
Free no-key search over CASA, FAA, EASA & ICAO aviation regulations. By Deepsky (deepskyai.com).
by ilyagusev · Python
Search arXiv and ACL Anthology, retrieve citations and references, and browse web sources to accel…
by nonatofabio · Python
Local FAISS vector database for RAG with document ingestion, semantic search, and MCP prompts.
by zoharbabin · TypeScript
MCP server providing Google Search, web scraping, and multi-source research tools for AI assistants
by dorukardahan · TypeScript
Naming engine with availability intelligence: score names, check domains, socials and registries.
Search, read and write notes in your local Drafta library over local stdio.
by germaniu · Python
Set up and audit site measurement: GA4, Search Console and PageSpeed. Read-only unless enabled.
Find and analyze influencers with creator search, lookalikes, profiles, posts, and transcripts.
by project-b-26 · Python
Web search for AI agents — one tool across 6 engines, routed to the cheapest + cached.
by nobleblocks · Python
Search 340M+ academic papers — citation graphs, semantic similarity, and AI literature reviews.
15 media & data tools for AI agents: search, transcribe, subtitles, voiceover, translate & more.
Persistent memory for AI agents — history, context, semantic search, queues. 46 tools, stdio/SSE.
Search, vet & assemble MCP servers from your agent: verified tools, risk labels, and trust scores.
by prudai · TypeScript
Dutch case law over MCP: search & fetch uitspraken by ECLI (Rechtspraak Open Data + LiDO)
by fusionpacttech · JavaScript
Hybrid vector + reasoning retrieval, agent memory, multi-agent orchestration, MCP server, and RAG.
by jayniebingyu-cyber · Python
Search Xiaohongshu products by keyword.
MCP server for interacting with Atlan services including asset search, updates, and lineage traversal for comprehensive data governance…
The Descope Model Context Protocol (MCP) server provides an interface to interact with Descope's ...