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Drupal core API changes, contrib usage, upgrade checks, patches, code search, SQL, WordPal themes.

Drupal Code Query is tagged Database, Search, API. The servers below cover similar ground, ranked by how many tags they share with it, then by GitHub stars.

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ebi-search-mcp

by io.github.mrfentmen

EBI Search API: search EMBL-EBI biomedical databases.

$npx -y ebi-search-mcp@1.0.1
DatabaseSearchAPI
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india-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@1.0.1
DatabaseSearchAPI
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Qdrant MCP

by io.github.avaazquezz

Exposes the full Qdrant vector database API as 56 MCP tools, not just store/find.

$uvx mcp-qdrant@2.6.0
DatabaseSearchAPI
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MCP Toolbox for Databases

by googleapis

15k ★Apache-2.0

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:0.31.0
DatabaseAIAPI
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ArcadeDB MCP Server

by ArcadeData

844 ★Apache-2.0

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-SNAPSHOT
DatabaseSearchFiles
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SerpApi

by serpapi

134 ★MIT

Official SerpApi MCP server for Google, Bing, and other search engines.

$https://mcp.serpapi.com/mcp
SearchAPIDevTools
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shodan

by BurtTheCoder

125 ★MIT

MCP server for Shodan API — device search, IP lookup, DNS, and CVE/CPE queries.

$npx -y @burtthecoder/mcp-shodan@1.0.22
SearchAPIDevTools
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💯 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/mcp
SearchAIAPI
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10ML 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@2.5.4
SearchAPI
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1inch MCP

by com.1inch.business

Doc search, intent & cross-chain swaps, limit orders, portfolio, spot prices, gas & all APIs.

$https://api.1inch.com/mcp/protocol
SearchAIAPI
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402index

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@0.3.0
SearchAIAPI
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abm-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
SearchAIAPI