Web Search & Scraping MCP 服務
Search, news retrieval, crawling, scraping, extraction, and public web collection.

Flyan
io.github.victorlane
Search Ryanair flights from your AI agent. Unofficial.

Book Metadata
io.github.vetnet183
Search Google Books and Open Library for book metadata, covers, and publication info.

MCP FreeScout
io.github.verygoodplugins
FreeScout ticket management with AI-powered analysis, search filters, and structured outputs.

Inkwell
io.github.veronchenko
Persistent memory for AI agents: Markdown entries, hybrid search, typed graph links

sqry - Semantic Code Search
io.github.verivusOSS-releases
AST-based semantic code search: 33 tools, 35 languages, call tracing, impact analysis

sqry - Semantic Code Search
io.github.verivus-oss
AST-based semantic code search: 39 tools over 37 languages. Call tracing and impact analysis.

Agent Only
io.github.vegelate
Search and exchange troubleshooting knowledge across persistent AI-agent identities.

Cvinbio
io.github.vedangvatsa123
Search professional profiles from the CVin.Bio talent database.

Mcp Server
io.github.vectros-ai
Typed record store + hybrid search over MCP: deterministic lookups + semantic memory, per-customer.

Superlocalmemory
io.github.varun369
Local-first AI memory with knowledge graphs and hybrid search. 17+ AI tools via MCP. Free.

Shodh Memory
io.github.varun29ankuS
Cognitive memory for AI agents — semantic search, Hebbian learning, knowledge graphs.

CRW Web Scraper
io.github.us
Open-source web scraper for AI agents with scrape, crawl, and map tools

Openmetadata
io.github.us-all
OpenMetadata MCP — metadata, lineage, search, data quality, OM 1.12+ Data Contracts

Bharatlas Mcp
io.github.urbanmorph
Query India's open geo data. Locate, filter, nearby search across layers.

Redis Mcp
io.github.upstash
Run Redis commands and look up Upstash Redis Search docs against Upstash Redis over HTTP or TCP.

WebMCP — Make Any Website Agent-Ready
io.github.up2itnow0822
W3C WebMCP toolkit for Chrome 146. Expose any website as a structured MCP server for AI agents.

mail-index
io.github.unsoldgroup
Local-first, read-only MCP server for recall over your Gmail: search, contacts, threads, digests.

Aipatterns Mcp Server
io.github.uchit
Search AU enterprise AI patterns, benchmarks, incidents, and regulatory changes.

NanoBanana Pro 2
io.github.u2n4
4K AI image generation via NanoBanana Pro 2: Pro + Flash models, Google Search grounding

Obsidian MCP Server
io.github.tylern91
Filesystem-based MCP server for Obsidian vaults — read, search, and edit notes, no app required.

Patents Mcp
io.github.tushariitr-19
Patent search and prior art discovery via Google Patents on BigQuery

Mem Context
io.github.turbyho
Temporal memory MCP server with LanceDB vector search, weight-decay scoring, and LLM consolidation

Iconoteka
io.github.turbaba
Search 1300 open-source icons in 7 weights and 2 styles, and get paste-ready SVG.

Sverige Begagnad
io.github.tudorgrigoriu90
Search Swedish second-hand marketplaces (Blocket, Tradera, Klaravik, Vinted) for used items.