MCP servers and skills: search, filter by where they run, and compare.
Agent-native multi-provider web search for AI agents (Claude Code, Hermes, DeepSeek Harness, OpenCode, Codex). Model grounding (Responses, ARK) + semantic search (Exa, Parallel) + keyless defaults via
PythonMIT★ 11No key
Parallel aggregated search across 9+ sources (Brave, Tavily, SerpAPI, Exa, GitHub, Sourcegraph, Baidu, HN, StackOverflow, npm, PyPI). Consensus-weight ranking. All sources have free tiers.
SkillMIT★ 3Few starsNo key
Official integration packages for SearchPipe — remote MCP endpoint + LangChain SDK
Hosted by authorMITFew starsNo key
官方简体中文 Agent Skills for SearchCans SERP API、Reader API 与 Account API：深度研究、SEO/GEO 内容差距分析与网页提取审计。
SkillApache-2.0★ 3Few starsNo key
Multi-engine web search and evidence synthesis for AI coding agents. Unified MCP server, Pi extension, and DeepSeek Harness bundle — free search, X/Twitter, parallel research, and TUI setup.
Node.jsMIT★ 55No key
Explains hybrid search in Qdrant. Use when someone asks 'how do I setup hybrid search?', 'how to combine keyword and semantic search?', 'sparse plus dense vectors?', 'missing keyword matches', 'how to
OfficialSkillApache-2.0★ 256 in collectionNo key
A Powerful Search Server based on Cloudflare Worker, Enhance Your AI Tool with MCP
Node.jsGPL-3.0★ 43No key
Diagnoses and improves Qdrant search relevance. Use when someone reports 'search results are bad', 'wrong results', 'low precision', 'low recall', 'irrelevant matches', 'missing expected results', or
OfficialSkillMIT★ 40k in collectionNo key
Diagnoses Qdrant search quality issues. Use when someone reports 'results are bad', 'wrong results', 'not relevant results', 'missing matches', 'recall is low', 'approximate search worse than exact',
OfficialSkillMIT★ 40k in collectionNo key
Open-source web search API and MCP server for LLMs, AI agents, and RAG. Free sources, self-hosted SearXNG, REST, CLI.
DockerMIT★ 2Few starsNo key
Use this skill to run top-level VSS fusion search on archived video, or to ingest video files / RTSP streams for search. Do NOT use for ad-hoc visual Q&A (use vss-ask-video), live captioning (use vss-
OfficialSkillApache-2.0★ 3.6k in collectionNo key
Give your AI assistant real web search, full-page reading, and multi-source research with citations that are never fabricated.
GoMIT★ 70No key
Diagnoses and fixes slow Qdrant search. Use when someone reports 'search is slow', 'high latency', 'queries take too long', 'low QPS', 'throughput too low', 'filtered search is slow', or 'search was f
OfficialSkillMIT★ 40k in collectionNo key
Official Search1API MCP server for web search, news, crawling, sitemaps, and trends—hosted with OAuth 2.1 or local via npm.
MCPLink only★ 173
MCP server for Google AI search, documentation retrieval, code analysis, and architecture research.
Node.jsMIT★ 7No key
Self-hosted web search and page extraction for AI agents. Stdio MCP server, HTTP API and Python/npm CLI.
Node.jsMIT★ 2Few starsNo key
SIMD-accelerated, single-pass codebase intelligence fabric for AI agents. Offload multi-keyword scans and AST context-pruning to native silicon.
SkillMIT★ 3Few starsNo key
Academic Paper Search：中文科研用户的 Codex / Claude Code / DeepSeek Harness Skill + MCP；跨 CrossRef、PubMed、arXiv、OpenAlex、Europe PMC 检索去重，支持 MeSH、引用核验、引文图谱、试验检索与审计导出。
SkillMIT★ 326No key
Diagnoses and fixes slow Qdrant search. Use when someone reports 'search is slow', 'high latency', 'queries take too long', 'low QPS', 'throughput too low', 'filtered search is slow', or 'search was f
OfficialSkillApache-2.0★ 256 in collectionNo key
Google Search Console MCP server and SEO dashboard for Claude Code, Antigravity and any MCP client. Sign in with Google in one click, export GSC performance reports to CSV with one command, inspect UR
Node.jsMITFew starsNo key
Kindly Web Search MCP Server: Web search + robust content retrieval for AI coding tools (Claude Code, Codex, Cursor, GitHub Copilot, Gemini, etc.) and AI agents (Claude Desktop, OpenClaw, Hermes, etc.
PythonMIT★ 400No key
Agent Skill for Claude Code that makes the agent search registries, code, papers and official docs before it builds, then write a dated, sourced report you pick from: adopt a candidate, adopt one piec
SkillMIT★ 4Few starsNo key
Guides Qdrant search strategy selection. Use when someone asks 'should I use hybrid search?', 'how to rerank?', 'results are not relevant', 'I don't get needed results from my dataset but they're ther
OfficialSkillApache-2.0★ 256 in collectionNo key
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