capabilities / vector-search
Capability
Vector & semantic search
Embed, index, and retrieve documents by semantic similarity (RAG).
01Best MCP servers for this capability
| Server | Status | Trust | Match |
|---|---|---|---|
| com.apple-rag/mcp-server Apple Developer Documentation with Semantic Search, RAG, and AI reranking for MCP clients | community | 85 | 80% |
| Apify [Actors MCP Server](https://apify.com/apify/actors-mcp-server): Use 3,000+ pre-built cloud tools to extract data from websites, e-commerce, social media, search engines, maps, and more | community | 81 | 90% |
| Gradus Notation Render music notation (SVG/MusicXML/MIDI), analyze, search music theory. Free, no auth, no GUI. | community | 76 | 90% |
| BuyWhere MCP Product search, price comparison, and affiliate-ready shopping across Singapore and US retailers. | community | 76 | 80% |
| arxiv-mcp-server A Model Context Protocol server for searching and analyzing arXiv papers | community | 76 | 80% |
| ContrastAPI 55 tools, 7 Resources, Sigma rules, email SPF/DMARC, MITRE, CVE/KEV, risk_score. No key. | community | 74 | 87% |
| ai.voxell/forge MCP server for Forge, Voxell's hosted text-embedding API. Tools: embed and list_models. | community | 74 | 87% |
| DC Hub — Data Center & Power Intelligence Live data-center, power-grid, fiber, gas & M&A intelligence for AI agents — query and cite. | community | 73 | 80% |
| ai.mcpanalytics/analytics The statistical analyst in your AI chat — validated, citable, re-runnable analysis of your data. | community | 73 | 80% |
| houtini-lm MCP server that saves Claude Code tokens by delegating bounded tasks to local or cloud LLMs. Works with LM Studio, Ollama, vLLM, DeepSeek, Groq, Cerebras. | community | 73 | 87% |
| com.infobip/mcp Infobip MCP server for omnichannel communication and messaging. SMS, RCS, WhatsApp, Viber and more. | community | 72 | 80% |
| Vaaya Pay-per-call agent superpowers: media/video gen, product demos, research, GTM, scraping, compute. | community | 70 | 80% |
| jcodemunch-mcp Cut AI token costs 95%+ on code exploration. The leading MCP server for precise, symbol-level GitHub code retrieval via tree-sitter AST. Works with Claude Code, Cursor & any MCP client. 313B+ tokens saved. | community | 68 | 80% |
| ai.autonomad/computeback Agent Rewards Marketplace: earn $NOMD on B2B work, spend on agent capabilities. | community | 67 | 80% |
| BuyWhere Product Catalog Search 1.5M+ products across 20+ platforms. Compare prices, find deals, browse categories. | community | 66 | 80% |
| RAD Security Interact with the RAD Security platform which provides AI-powered security insights for Kubernetes and cloud environments. | community | 65 | 80% |
| zoteus ⚡ The everything Zotero MCP server: complete Zotero Web API v3 + desktop local API for Claude & any MCP client. Search, safe writes, add-by-DOI, CSL citations, hybrid semantic search, and a scholarly-context graph. TypeScript, local-first. | community | 62 | 80% |
| SpecProof SpecProof: Search standards specs with MCP-ready precision. | community | 60 | 87% |
| Claidex MCP Biomedical failure intelligence platform for terminated trials and translational analysis. | community | 57 | 87% |
| Lithtrix — Identity, Memory & Trust for AI Agents Identity, memory, trust, and swarm primitives for AI agents. MIRC base always free. | community | 56 | 87% |
| WaveGuard Anomaly detection API powered by physics simulation. Scan any data for outliers. | community | 56 | 80% |
| @motiffcom/motiff-mcp-server MCP server for motiff | community | 56 | 87% |
| com.borisinc/memory Persistent agent memory paid per call via x402 USDC. Your wallet is your private memory namespace. | community | 53 | 80% |
| com.calcfleet/calculators Tested financial & practical calculators as free, no-auth MCP tools for AI agents. | community | 53 | 80% |
| Curie Commerce Search, compare in 3D, and buy products from 5.6M+ Shopify stores. Free tier; Pro adds checkout. | community | 52 | 80% |
| context-mode Context window optimization for AI coding agents. Sandboxes tool output, 98% reduction. 15 platforms | community | 46 | 80% |
| ai-mcp-server 本地 MCP 橋樑：把多個 API key + endpoint 收編為統一的模型能力池，給 Agent 透過 MCP 調用 | community | 37 | 80% |
| com.hauntapi/haunt Extract public web pages to clean JSON or Markdown via MCP. No-key demo; failed calls not billed. | community | 30 | 80% |
| cloud.redu/mcp Agent-native cloud, EU-hosted. Provision VMs, networks & databases on redu.cloud via MCP. | community | 6 | 80% |
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