AI & ML MCP Servers
LLM providers, agents, models, embeddings, inference, and machine learning workflows.

Promptlint MCP
Published by GitHub account sean-sunagaku
Lints English AI prompts for contradictions, redundancy, ambiguity, and filler, and can return a trimmed version to save tokens.

Scrape402
Published by GitHub account scrape402
Remote MCP server offering pay-per-call tools — chat completions, crypto prices, funding rates and randomness — billed in USDC on Base.

ScoutScore
Published by GitHub account scoutscore
ScoutScore is a local MCP server that gives an assistant trust scores for AI agents and lets it check scores, fidelity and flags for x402 services.

ChemCP
Published by GitHub account scottmreed
A local MCP app that renders interactive 2D molecular structures from SMILES strings and shows computed molecular properties inside the chat.

Sayba Skill Market
Published by GitHub account saybanet
Lets an assistant browse, inspect, run, publish, and rate AI Agent skills listed on the Sayba Skill Market.

Mcp Openapi Runner
Published by GitHub account saurav61091
A local MCP server that turns an OpenAPI 3.x specification into callable tools, letting an assistant call the described API without custom integration code.

Techtenstein Bg
Published by GitHub account sathvic-kollu
Removes image backgrounds via the Techtenstein API, returning transparent PNGs from an image URL or base64 upload.

GitHub Issue MCP
Published by GitHub account sarim-aliii
A local MCP server that turns a short bug report into a structured GitHub issue, using Google Gemini to check for semantic duplicates before anything is created

Sapiom
Published by GitHub account sapiom
Sapiom is a remote MCP endpoint giving an assistant pay-per-use tools for web search, browsing, 400+ LLMs, image generation, text-to-speech and phone number/OTP

GAUNTLEX
Published by GitHub account sanjoy1234
GAUNTLEX runs a Builder and a Breaker agent concurrently on one specification, producing code plus adversarial tests and an Adversarial Resilience Score.

Agentify
Published by GitHub account sani-savaliya
Agentify turns any OpenAPI or Swagger spec into a local MCP server, exposing each API operation as a tool an assistant can call.

Yahboom Mcp
Published by GitHub account sandraschi
MCP server that lets an AI assistant drive a Yahboom Raspbot v2 (Boomy) robot car over ROS 2, including missions, telemetry and diagnostics.

Mixx Dj Mcp
Published by GitHub account sandraschi
FastMCP server that lets an AI assistant control Mixxx DJ software over OSC: decks, library, effects, mixer, stems, transitions and recording.

Leanforge Mcp
Published by GitHub account sandraschi
Local MCP server that runs AI-driven formal proof search in Lean 4, turning theorems with sorry placeholders into machine-verified proofs.

Godot Mcp
Published by GitHub account sandraschi
MCP server that lets an assistant drive the Godot 4 game engine: build scenes, import 3D assets, playtest deterministically and export games.

SandBase Harness
Published by GitHub account sandbaseai
Stdio MCP bridge to a self-hosted SandBase Harness runtime, letting an assistant work with agents, sessions, turns, artifacts and cancellation.

SandBase
Published by GitHub account sandbaseai
SandBase connects an assistant to a catalog of 2,000+ AI models and data APIs, so it can search, scrape, generate media and run LLMs without managing provider…

Prompyai
Published by GitHub account samouh-waleed
Scores and rewrites prompts in Claude CLI against your local codebase, using file paths, symbols, and git state for context.

ArkHive MCP
Published by GitHub account sammyboi81
A local-first MCP server that gives AI agents persistent, hash-chained memory with identity, recall, verification, and constraint-based governance.

Algernon MCP
Published by GitHub account sammyboi81
A local MCP server that splits a goal into small sub-tasks and runs them in parallel on cheap LLM workers using your own API key or a local model.

YourMemory
Published by GitHub account sachitrafa
Gives an AI assistant a local, persistent memory store that saves, recalls, and updates facts across sessions.

Modelcostsaver
Published by GitHub account sachinuppal
Offline MCP server that predicts LLM call costs and recommends the cheapest capable model from a bundled, dated pricing catalog.

operant-mcp
Published by GitHub account saagpatel
Read-only MCP access to the OPERANT benchmark: browse its decision cases, methodology, and retained calibration profiles.

mcpforge
Published by GitHub account saagpatel
Generates complete, tested FastMCP 3.x MCP servers from a plain-English description, and validates, inspects, and updates them.