Alternatives to Qdrant MCP
Exposes the full Qdrant vector database API as 56 MCP tools, not just store/find.
Qdrant MCP is tagged Database, Search, API. The servers below cover similar ground, ranked by how many tags they share with it, then by GitHub stars.
Drupal Code Query
by tech.tresbien
Drupal core API changes, contrib usage, upgrade checks, patches, code search, SQL, WordPal themes.
https://mcp.tresbien.tech/mcpebi-search-mcp
by io.github.mrfentmen
EBI Search API: search EMBL-EBI biomedical databases.
npx -y ebi-search-mcp@1.0.1india-regulatory-mcp
by io.github.Akhilgovind02
Search RBI & SEBI circulars, master directions and regulations. Offline SQLite index, no API keys.
npx -y india-reg-mcp@1.0.1MCP Toolbox for Databases
by googleapis
MCP Toolbox for Databases enables your agent to connect to your database.
docker run -i --rm us-central1-docker.pkg.dev/database-toolbox/toolbox/toolbox:0.31.0ArcadeDB MCP Server
by ArcadeData
Built-in MCP server for ArcadeDB multi-model database (graph, document, vector, time-series)
docker run -i --rm docker.io/arcadedata/arcadedb:26.4.1-SNAPSHOTSerpApi
by serpapi
Official SerpApi MCP server for Google, Bing, and other search engines.
https://mcp.serpapi.com/mcpshodan
by BurtTheCoder
MCP server for Shodan API — device search, IP lookup, DNS, and CVE/CPE queries.
npx -y @burtthecoder/mcp-shodan@1.0.22💯 YouTube Transcript + YouTube Search MCP for AI Agents
by com.transcriptapi
💯 The fastest YouTube transcript + YouTube search MCP for AI agents. Try for free.
https://transcriptapi.com/mcp10ML Perfume Finder
by com.10ml
Free perfume MCP server and fragrance API: 6,000+ perfumes, note pyramids, accords, similar scents.
npx -y @10ml/perfume-finder-mcp@2.5.41inch MCP
by com.1inch.business
Doc search, intent & cross-chain swaps, limit orders, portfolio, spot prices, gas & all APIs.
https://api.1inch.com/mcp/protocol402index
by io.github.ryanthegentry
Search 15,000+ paid API endpoints across the L402, x402, and MPP protocols on 402index.io
npx -y @402index/mcp-server@0.3.0abm-mcp
by io.github.abm-dev-git
abm.dev — the account-based marketing API for AI agents: Search, Enrich, and Create across B2B.
npx -y @abmdev/mcp@0.1.1