NeVibeCode · 132 items
MCP servers for AI and ML
MCP servers for AI and ML: what each one does, an install command and example prompts.
beever-atlas MCP server This MCP server turns team chats into a linked knowledge base and cited wiki. Use it when an agent needs answers grounded in past discussions.
CX Codex +1
★ 451repo stars
Molio Knowledge Base MCP server Connects Claude Code to a local Molio knowledge base for search, reading, browsing, and AI Q&A. Useful when an agent needs access to your stored materials.
CX Codex +1
★ 434repo stars
classifier.dev docs MCP server Connects classifier.dev reference manuals, benchmarks, and guides directly to your coding assistant. Useful for inspecting the zero-shot classification API without switching to a browser.
CX Codex +1
★ 429repo stars
marm-mcp-server MCP server This server gives AI agents shared local memory for notes, decisions, and project history. It can also index a repository so agents can find symbols and trace code paths.
CX Codex +1
★ 422repo stars
mcp-local-rag MCP server Local semantic and keyword search for PDF, DOCX, and Markdown files without sending data to external APIs. Useful for querying internal technical docs directly from an agent.
CX Codex +1
★ 421repo stars
PageIndex MCP MCP server This MCP server lets an agent search long PDFs through document structure and reasoning. It works with local and online files.
CX Codex +1
★ 404repo stars
nanobanana-mcp-server MCP server An MCP server that hands your coding agent image generation and editing through Gemini models. Useful when you want pictures without leaving the session.
CX Codex +1
★ 401repo stars
Bagel MCP server Bagel lets an agent inspect robotics, drone, and IoT data through natural-language requests. Use it to audit logs or keep important edge-data windows.
CX Codex +1
★ 399repo stars
Gearsystem MCP Server MCP server This MCP server connects an AI agent to Gearsystem for debugging Sega Master System, Game Gear, and SG-1000 games.
CX Codex +1
★ 397repo stars
ruv-swarm MCP server Spins up a swarm of lightweight Rust and WebAssembly neural networks so agents can split a coding task between them. Useful when one agent is not enough.
CX Codex +1
★ 387repo stars
DeepSeek MCP Server MCP server Wires DeepSeek models into your coding agent: chat with images, FIM code completion, model discovery and balance checks.
CX Codex +1
★ 359repo stars
VisualTorch MCP server VisualTorch turns PyTorch model structure into architecture diagrams and animated GIFs. Use it when an agent needs to inspect a neural network visually.
CX Codex +1
★ 341repo stars
Kronos MCP server Kronos predicts upcoming daily candles for China A-shares. Use it when an agent needs a price-history forecast with an expected return value.
CX Codex +1
★ 570repo stars
gflow-cli MCP server Connects Google Flow to your agent for automated image and video generation using Imagen and Veo via browser automation.
CX Codex +1
★ 329repo stars
Context Engine MCP server Prepares dense, noise-free context from logs, RAG chunks, and code for LLMs. It trims boilerplate repetitions and sorts key evidence within a token budget.
CX Codex +1
★ 326repo stars
veritasgraph MCP server An on-prem GraphRAG server that answers from a knowledge graph with source citations and admits when evidence is missing.
CX Codex +1
★ 325repo stars
Jacobian MCP server Hands your agent a set of typed math operations: find one, run it, pass the result on. Useful when you need an exact answer instead of a guess.
CX Codex +1
★ 322repo stars
shodh-memory MCP server Equips your agent with three-tier cognitive memory, vector semantic search, and a built-in GTD task manager.
CX Codex +1
★ 315repo stars
Workopia — Job Search MCP server Search employer career pages and ATS feeds, then tailor a resume or draft a cover letter for a role. Connect it to an MCP client to manage saved jobs through Workopia.
CX Codex +1
★ 314repo stars
OSS Snowflake MCP Server MCP server Connects your assistant to Snowflake Cortex AI services, semantic models, and SQL execution. The repository is deprecated by Snowflake-Labs.
CX Codex +1
★ 301repo stars
Tetrees MCP MCP server Connects coding agents to Tetrees AI Packs (.taip) to discover tools, inspect verification reports, and quote task runs.
CX Codex +1
★ 298repo stars
finlab-ai MCP server Connects an agent to trading strategies, stock evidence, data catalogs, and backtesting references. Useful for quantitative research.
CX Codex +1
★ 417repo stars
video-editing-mcp MCP server Wires Video Jungle into your agent so it can pull in a video by URL, search it by meaning, and cut a rough edit without leaving the chat.
CX Codex +1
★ 294repo stars
Guaardvark MCP server Hooks your agent up to a self-hosted studio on your own GPU: chat over your files, plus video, image, music and voice generation. The Guaardvark app must be installed.
CX Codex +1
★ 282repo stars
ResiMind MCP server A local MCP server for exact algebra and a memory of rules that passed checking. Domain checks decide which steps become facts.
CX Codex +1
★ 269repo stars
SuperLocalMemory MCP server A local-first memory layer for AI agents that keeps project context on your machine. It checks facts and admits when information is missing instead of guessing.
CX Codex +1
★ 257repo stars
llmtrim MCP server Local proxy and MCP server that compresses context before sending it to LLMs. Trims noisy logs and tool schemas to lower API bills.
CX Codex +1
★ 256repo stars
BeatDesign MCP server BeatDesign connects an agent to a local media workspace with a Canvas, video editor, and shared project files. Use it to build and export video workflows.
CX Codex +1
★ 256repo stars
google-analytics-mcp MCP server Connect an AI agent to Google Analytics 4 to inspect property schemas and build reports. Useful for traffic, channel, and conversion analysis.
CX Codex +1
★ 243repo stars
tooluniverse MCP server Connects AI agents to research literature, scientific databases, and computational biology tools. Useful for running automated research workflows in agent sessions.
CX Codex +1
★ 1,759repo stars
HomeLab Monitor MCP server Exposes read-only homelab telemetry to AI coding assistants, tracking Docker containers, multi-GPU loads, and hardware power costs.
CX Codex +1
★ 225repo stars
Synaplan MCP server Wires your agent into a self-hosted Synaplan workspace: semantic search over your documents, long-term memory, and chat.
CX Codex +1
★ 221repo stars
gemini-mcp MCP server Wires Gemini 3 models into Claude: image and video generation, web search, code analysis and Python execution.
CX Codex +1
★ 218repo stars
Kokon MCP server Generates and edits images offline via Qwen-Image 2.1 right from your coding assistant. Keeps all graphics rendering on your local GPU without cloud subscriptions.
CX Codex +1
★ 212repo stars
Embody - MCP Server for TouchDesigner MCP server This MCP server connects an AI agent to a live TouchDesigner project, where it can create operators, wire networks and inspect errors.
CX Codex +1
★ 208repo stars
AISIX AI Gateway MCP server A self-hosted gateway routes language-model requests through one API. Use it to manage provider access and model routing in one place.
CX Codex +1
★ 204repo stars
Penguin Statistics MCP server Query Arknights item drop statistics by stage and game server through an AI assistant. Useful when you want drop data in a chat instead of looking it up separately.
CX Codex +1
★ 202repo stars
YourMemory MCP server Adds persistent memory to coding agents using forgetting curves and entity graphs. Keeps project context intact between sessions without bloating the context window.
CX Codex +1
★ 270repo stars
FirstData MCP server FirstData helps an agent locate authoritative data sources from a natural-language query. Use it when you need primary evidence and a route back to the original material.
CX Codex +1
★ 185repo stars
mcp-image MCP server This MCP server creates or edits images through Gemini, OpenAI, or BytePlus Seedream, adding visual detail to short requests before generation.
CX Codex +1
★ 181repo stars
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