AI & ML MCP Servers
LLM providers, agents, models, embeddings, inference, and machine learning workflows.
DreamerOS
Published by GitHub account gbude-sudo
Connects an assistant to the DreamerOS gateway so that AI calls reflect the user's stated intent rather than a model's guess.
AI Skill Store
Published by GitHub account garasegae
Remote MCP server for the AI Skill Store marketplace, letting an assistant search, inspect, download and upload cross-platform agent skills.
Cortex Memory Engine
Published by GitHub account gambletan
Local-first memory engine that gives an AI assistant persistent, structured long-term memory stored in a local SQLite file.
Hicortex — AI Fleet Memory
Published by GitHub account gamaze-labs
Local-first shared memory for AI coding agents: stores, consolidates and pushes relevant memories into every prompt across agents and machines.
Galaxy Mcp
Published by GitHub account galaxyproject
A local MCP server that connects an assistant to a Galaxy bioinformatics instance to search and run tools, manage workflows, histories and files.
Phaedo Mcp
Published by GitHub account galavoxx
Local stdio MCP server that carries a Phaedo "cognitive fingerprint" into MCP clients, offering style injection and decision consults.
qikly
Published by GitHub account gal-a
Runs qikly's test-generation loop from an MCP host: a test agent writes pytest tests from acceptance criteria while a separate coding agent, which never sees, 修
Offline Mcp
Published by GitHub account gabrielmahia
Runs prompts on local Ollama models and gives guidance on open-weight models and offline deployment, with no cloud dependency.
Everyrow MCP Server
Published by GitHub account futuresearch
A local MCP server that lets an assistant run bulk research, forecasting, scoring and classification across every row of a dataset through the Everyrow service.
skillkit
Published by GitHub account furkan708
Lets an assistant discover, read, and lint installed SKILL.md agent skills through a local MCP server.
Edgegate Mcp
Published by GitHub account frozo-ai
Lets an assistant set up and run EdgeGate regression gates for AI models on Snapdragon and Jetson hardware, with signed evidence for CI.
OpenClaw MCP Server
Published by GitHub account freema
Bridges Claude clients to a self-hosted OpenClaw AI assistant, letting the assistant send messages to OpenClaw agents and track long-running tasks.
HallucC — Hallucination & Safety Guardian
Published by GitHub account fredyee
HallucC checks AI outputs for hallucinations and safety risks: per-claim fact-checking with sources, agent trajectory review, and action risk gating.
ALPNAI — Agent Performance Tools
Published by GitHub account fredericmagnathy-ops
Remote MCP server for analyzing AI agent cost, latency and quality, saving project reports, and buying paid analysis snapshots with USDC.
Code Runner
Published by GitHub account formulahendry
Lets an assistant execute code snippets in many programming languages and return the output.
x402 Notary MCP
Published by GitHub account forgemeshlabs
Issues and verifies signed, timestamped receipts for AI outputs, paid per call in USDC via x402 on Base or Solana.
Voice Mcp
Published by GitHub account forgemeshlabs
Local MCP server that turns text into WAV speech through a pay-per-call x402 voice API, with 20 voices, 10 personas and 31 languages.
Forcedreamai
Published by GitHub account forcedreamai
Connects an assistant to the ForceDream agent marketplace to discover, price, invoke and cryptographically verify AI agents.
Ideabob Validation
Published by GitHub account foodyogi
Remote MCP server that lets an assistant score, validate and pressure-test startup ideas with AI, returning opportunity scores, market fit and competitor…
Nature Vision Mcp
Published by GitHub account fonkychen
A local MCP server that lets an assistant identify biological species from images via the Nature Vision API, returning Latin names with confidence scores.
FlutterSDK Artisan
Published by GitHub account fluttersdk
Exposes a Flutter/Dart CLI framework to AI agents over stdio, letting them scaffold projects, manage plugins, and drive a running app.
Florentine Ai
Published by GitHub account florentine-ai
Florentine.ai MCP server that turns natural-language questions into MongoDB or MySQL queries and returns the query, raw results, or a written answer.
Bot Rooms — Agent Conversations
Published by GitHub account flath12
Remote MCP server for agent-to-agent chat rooms: search rooms, read public conversations, and post or reply as a registered agent.
llmtrim
Published by GitHub account fkiene
llmtrim exposes prompt-compression tools so an assistant can shrink LLM request bodies and text to cut token cost, with a local proxy for live traffic.