Data and AI MCP servers

1,338 tagged Data and AI, measured the same way as everything else here.

Browse within: model-context-protocol 101embeddings 22local-first 22knowledge-graph 19knowledge-base 16claude-desktop 15fastmcp 15gemini 15chromadb 11agent-memory 10claude-code-plugin 10data-engineering 10hybrid-search 10lancedb 10

deepseek

73

arikusi/deepseek-mcp-server

MCP server Claude CodeCodexCursor +2

MCP server for DeepSeek AI with chat, reasoning, sessions, function calling, and cost tracking. Runs locally from the @arikusi/deepseek-mcp-server npm package. Needs 1 environment variable to run.

not rated 17 yesterday A tokens not measured copy · 88% MIT

mcp-docs-rag

74

kazuph/mcp-docs-rag

MCP server Claude CodeCodexCursor +2

MCP server "mcp-docs-rag" as configured in kazuph/mcp-docs-rag. Runs locally from the @kazuph/mcp-docs-rag npm package.

not rated 17 1y ago A tokens not measured

shibuiwilliam/mcp-server-scikit-learn

MCP server Claude CodeCodexCursor +2

MCP server "mcp-server-scikit-learn" as configured in shibuiwilliam/mcp-server-scikit-learn. Runs locally from the mcp-server-scikit-learn Python package.

not rated 17 1y ago A tokens not measured original MIT

ask-llm

76

Lykhoyda/ask-llm

MCP server Claude CodeCodexCursor +2

One of 6 in server.json

Unified MCP server — auto-detects Gemini, Codex, Claude, Ollama, and Antigravity providers. Runs locally from the @ask-llm/mcp npm package. Needs 8 environment variables to run.

not rated 16 2d ago A tokens not measured original MIT

raqueljezweb/anythingllm-mcp-server

MCP server Claude CodeCodexCursor +2

MCP server for AnythingLLM integration with TypingMind and other MCP-compatible clients. Runs locally from the anythingllm-mcp-server npm package.

not rated 16 1y ago A tokens not measured original MIT

distil

78

dshakes/distil

MCP server Claude CodeCodexCursor +2

Compression with a quality contract — cache-aware, causally-pruned context compression for agentic runtimes, gated by a statistical non-inferiority test. Runs locally from the distil-llm Python package.

not rated 16 yesterday A tokens not measured

scmcp

79

scmcphub/scmcp

MCP server Claude CodeCodexCursor +2

An MCP server for scRNA-Seq analysis with natural language! Runs locally from the scmcp Python package.

not rated 16 1y ago A tokens not measured original BSD-3-Clause

ragflow-mcp

80

oraichain/ragflow-mcp

MCP server Claude CodeCodexCursor +2

A mcp server that talk with my ragflow. Runs locally from the ragflow-mcp Python package.

not rated 16 1y ago A tokens not measured original Apache-2.0

prompts-mcp-server

81

tanker327/prompts-mcp-server

MCP server Claude CodeCodexCursor +2

MCP server for managing and providing prompts. Runs locally from the prompts-mcp-server npm package.

not rated 16 1y ago A tokens not measured original MIT

gerred/mcp-server-replicate

MCP server Claude CodeCodexCursor +2

FastMCP server implementation for the Replicate API, providing resource-based access to AI model inference. Runs locally from the mcp-server-replicate Python package.

not rated 16 1y ago A tokens not measured

mcp-codebase-rag

83

allentcm/mcp-codebase-rag

MCP server Claude CodeCodexCursor +2

MCP server "mcp-codebase-rag" as configured in allentcm/mcp-codebase-rag. Runs locally from the mcp-codebase-rag Python package.

not rated 16 12mo ago A tokens not measured

mistral

84

Swih/mistral-mcp

MCP server Claude CodeCodexCursor +2

MCP server exposing Mistral AI capabilities over MCP: chat, embeddings, FIM, vision, OCR, audio, agents, moderation, classification, files, batch, workflows, sampling, prompts, resources, and Streamable HTTP. Runs locally from the mistral-mcp npm package. Needs 1 environment variable to run.

not rated 15 6d ago A tokens not measured original MIT

ragscore

85

HZYAI/RagScore

MCP server Claude CodeCodexCursor +2

The Fastest Way to Audit Your RAG - Generate QA datasets & evaluate RAG systems in Colab, Jupyter, or CLI. Privacy-first, any LLM, visual reports. Runs locally from the ragscore Python package. Needs 2 environment variables to run.

not rated 15 3mo ago A tokens not measured original Apache-2.0

mcp-vector-search

86

bobmatnyc/claude-mpm-agents

MCP server Claude CodeCodexCursor +2

One of 2 in .mcp.json

CLI-first semantic code search with MCP integration and interactive D3.js visualization for exploring code relationships. Runs locally from the mcp-vector-search Python package. Needs 1 environment variable to run.

not rated 15 2mo ago A tokens not measured

devdotbo/perplexity-web-mcp

MCP server Claude CodeCodexCursor +2

CLI, MCP server, and Anthropic/OpenAI API-compatible interface for Perplexity AI. Runs locally from the perplexity-web-mcp-cli Python package.

not rated 15 4mo ago A tokens not measured original MIT

_mlflow-dev

88

kkruglik/mlflow-mcp

MCP server Claude CodeCodexCursor +2

One of 2 in .mcp.json

MCP server "mlflow-dev" as configured in kkruglik/mlflow-mcp. Runs locally from the /path/to/mlflow-mcp Python package. Needs 1 environment variable to run.

not rated 15 +1 27d ago A tokens not measured original MIT

model-ledger

89

block/model-ledger

MCP server Claude CodeCodexCursor +2 ✓ vendor

Developer-first model inventory and governance framework for SR 11-7, EU AI Act, and NIST AI RMF compliance. Runs locally from the model-ledger Python package.

not rated 14 1mo ago A tokens not measured original Apache-2.0

mcp-local-rag

90

damoqiongqiu/mcp-local-rag

MCP server Claude CodeCodexCursor +2

Semantic code & doc search with keyword boost. AST code nav, auto HF mirror, local, privacy-first. Runs locally from the @damoqiongqiu/mcp-local-rag npm package. Needs 18 environment variables to run.

not rated 13 1mo ago A tokens not measured fork MIT

openai-search-mcp

91

lie5860/openai-search-mcp

MCP server Claude CodeCodexCursor +2

MCP server for AI model search capabilities using OpenAI-compatible APIs. Runs locally from the openai-search-mcp npm package.

not rated 13 6mo ago A tokens not measured original MIT

grok-api-mcp

92

tetsuo-ai/grok-api-mcp

MCP server Claude CodeCodexCursor +2

MCP server "grok-api-mcp" as configured in tetsuo-ai/grok-api-mcp. Runs locally from the grok-api-mcp npm package.

not rated 13 7mo ago A tokens not measured

pdfkb-mcp

93

juanqui/pdfkb-mcp

MCP server Claude CodeCodexCursor +2

A Model Context Protocol server for managing PDF documents with vector search capabilities. Runs locally from the pdfkb-mcp Python package.

not rated 13 11mo ago A tokens not measured original MIT

chromadb-remote-mcp

94

meloncafe/chromadb-remote-mcp

MCP server Claude CodeCodexCursor +2

MCP server "chromadb-remote-mcp" as configured in meloncafe/chromadb-remote-mcp. Runs in Docker (devsaurus/chromadb-remote-mcp:latest). Needs 2 environment variables to run.

not rated 12 2d ago A tokens not measured original MIT

datris

96

datris/datris-platform-oss

MCP server Claude CodeCodexCursor +2

MCP server for AI-driven data pipeline operations — ingest, validate, transform, analyze, and query data. Tools covering ETL, AI data quality, vector search, PostgreSQL, MongoDB, Snowflake, Databricks, Kafka, S3/MinIO, HashiCorp Vault, Qdrant, Weaviate, Milvus, Chroma, pgvector. Runs locally from the datris-mcp-server…

not rated 12 2d ago A tokens not measured AGPL-3.0

At most 3 mods per repository are shown here, and a mod shipped inside a plugin is left to that plugin's page — the rest are on their repository pages: