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AI / ML MCP SERVERS

AI / ML servers let models interact with ai / ml systems through the MCP protocol. Each entry carries an editorial score, security notes, and per-client connection configs.

Servers
4
Avg editorial score
4.3 / 5
Official servers
0
Added this quarter
4
Last re-verified
MAY 1, 2026
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THE THREE TO BEAT

01Top of category
CommunityAI / ML

Codebase Memory MCP

DeusData

The most active server in this batch and one of the highest-momentum projects in the entire directory. 100 commits in the last 30 days, 31 releases shipped in 9 weeks since first commit, and a peer-style arXiv preprint backing the architecture. Indexes the Linux kernel (28M LOC, 75K files) in 3 minutes, answers structural queries in under 1ms, and ships as a single static C binary with zero dependencies. SLSA Level 3 attestation bundles ship with every release. Designed for AI coding agents that need persistent code intelligence across sessions: tree-sitter AST parsing across 66 languages plus LSP-style hybrid type resolution for Go, C, and C++. The arXiv preprint (2603.27277) reports the trade-off: 83% answer quality versus 92% for a file-exploration agent, achieved at 10x fewer tokens across 31 real-world repositories. The pitch is the cost-quality curve, slightly lower raw quality at dramatically lower token cost, which matters when agents work in large repositories session after session.

9 Tools1,929 Stars
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02Runner up
Vendor

Qdrant MCP Server

Qdrant

Official Qdrant vector database MCP server. Acts as a semantic memory layer on top of Qdrant: store information with metadata, retrieve via similarity search. Two tools, very small surface area, exceptionally maintained by the Qdrant team. Pushed two days ago with 2 commits in the last 30 days; 6 releases shipped, 0.8.x line stable. The simplest path to durable agent memory backed by a real vector database. Configurable embedding provider (fastembed default with sentence-transformers/all-MiniLM-L6-v2). Supports both remote Qdrant clusters via QDRANT_URL and local databases via QDRANT_LOCAL_PATH. Read-only mode available via QDRANT_READ_ONLY for query-only deployments. FastMCP-based, distributed via PyPI as mcp-server-qdrant.

03Third place
Vendor

ElevenLabs MCP

ElevenLabs

Official ElevenLabs MCP server. Wraps the full ElevenLabs API surface: text-to-speech, voice cloning, speech-to-text, dubbing, sound effect generation, audio isolation, voice design. 14 releases shipped, MIT-licensed, distributed via PyPI as elevenlabs-mcp. The release cadence has slowed (last release January, 0 commits in the last 30 days), so flag this for a freshness re-check at the 90-day mark. Audio AI is a thin slice of the agent ecosystem today, and ElevenLabs is the reference vendor. A free tier with 10,000 credits per month makes the surface accessible for evaluation. Output modes (files, resources, both) control whether generated audio lands on disk, comes back as MCP resources (base64-encoded for binary), or both. Long-running operations like voice design and audio isolation may exceed default MCP timeout windows.

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