AI & ML MCP Servers

Model inference, embeddings, and ML pipelines.

22 servers in this category, ranked by security score below. 3 are officially maintained by the vendor. Current top pick: Sequential Thinking MCP Server (76/100).

#ServerSecurity scoreStarsLanguage
1

Dynamic and reflective problem-solving through a structured step-by-step thinking process.

7688,988TypeScript
2

Access MiniMax AI models directly through the Model Context Protocol.

531,541Python
3

Hugging Face Hub and Gradio app access for your AI assistant workflows.

53269TypeScript
4

Centralize and structure internal documentation into a managed AI knowledge hub.

491,096Python
5

Monitor agent activity with research-backed Chain-Pattern Interrupt oversight.

48503TypeScript
6

Persistent knowledge graph memory allowing AI to retain user information across sessions.

4689,054TypeScript
7

Local LLMs interact with MCP servers through this Python-based client interface.

45782Python
8

Provider Abstraction Layer orchestrating multiple AI models and CLIs in one workflow.

4411,703Python
9

Multi-agent sequential thinking processes for deep analysis and problem decomposition.

37306Python
10

ElevenLabs text-to-speech and audio processing for your AI assistant.

361,487Python
11

Remote memory bank management for multi-project file structure and validation.

36917TypeScript
12

Vector database collections and search tools now available directly in Weaviate.

34162
13

Local Ollama models execute tools through diverse MCP-compatible server plugins.

33977TypeScript
14

LightRAG API integration for document retrieval, graph management, and status monitoring.

32121Python
15

Repository indexing and structural code analysis for AI agents at high speeds.

2835,512C
16

Persistent long-term memory integration for AI agents via semantic search.

23678Python
17

Roo Code memory-bank files management via structured MCP tool interactions.

1857JavaScript
18

LogSeq knowledge base access for Claude to read, create, and manage your notes.

15317Python
19

Persistent memory for LLMs using the Mem0 API for cross-session data recall.

1399TypeScript
20

Local LLM access via the Ollama SDK for MCP-compatible AI applications.

10168TypeScript
21

Ollama local LLM management and chat completion via the Model Context Protocol.

1075JavaScript
22

Pinecone index records accessed through semantic search and document tools.

0150Python