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

Codex Mcp Bridge
Published by GitHub account hampsterx
Wraps the Codex CLI as MCP tools so an assistant can run Codex prompts, code reviews, web searches, and schema-validated structured output.

Claude Mcp Bridge
Published by GitHub account hampsterx
Wraps the Claude Code CLI as MCP tools so an assistant can run Claude prompts, web searches and schema-validated JSON with session resume and cost caps.

Skill Shelf (Rust singleton daemon)
Published by GitHub account halflifezyf2680
Local skill library for AI agents: a Rust daemon exposes 524 professional skills through 7 MCP tools, keeping context small by loading skills on demand.
Hail
Published by GitHub account hail-hq
Remote MCP endpoint that lets an assistant place phone calls, send SMS and email, and manage numbers, agents and contacts through Hail.

Omni Lpr
Published by GitHub account habedi
Self-hostable license plate recognition server that gives an assistant tools to detect and read plates in images via MCP or REST.

AAI Gateway
Published by GitHub account gybob
Local gateway that registers MCP servers and skill packages as shared "Agent Apps", letting an assistant search, install, enable and run them on demand.

Epitome
Published by GitHub account gunning4it
Epitome is a hosted personal memory layer that gives AI assistants a shared, persistent profile of you through recall, memorize and review tools.

Guidance Lark Mcp
Published by GitHub account guidance-ai
Local MCP server for validating and batch-testing llguidance Lark grammars, with syntax docs and optional grammar-constrained generation.

CompactPrompt
Published by GitHub account gtkcyber
CompactPrompt's MCP server lets an assistant review and shorten prompts, docs and agent skill files to cut token use while keeping structure.

Gsep Mcp
Published by GitHub account gsepcore
A local MCP server that wraps an agent's LLM calls with prompt-injection, output and destructive-action firewalls plus self-evolving prompts.

Dsr Mcp Server
Published by GitHub account grupo-avispa
Lets an assistant query, modify and export Deep State Representation (DSR) graphs used for robot perception and scene understanding.

Toolroute
Published by GitHub account grossiweb
ToolRoute recommends the best MCP server and LLM model for a given task, scored on benchmark executions, so an assistant can pick tools and models before acting

Planetary Agents
Published by GitHub account gregcastro23
A local MCP server that lets an assistant converse with planetary-agent personas and read council feeds and culinary debates from alchm.kitchen.

acdoyle
Published by GitHub account granetb-acdoyle
Remote agent-to-agent gateway that routes a task to one of three specialist personas and returns a single decisive answer.

Ipybox
Published by GitHub account gradion-ai
Runs Python code, shell commands, and MCP tool calls in a stateful local IPython kernel.

redline
Published by GitHub account gowtham0992
Runs local prompt regression checks, turning existing prompt-response logs into eval suites and reporting behavioral diffs before a prompt change ships.
MCP Toolbox for Databases
Published by GitHub account googleapis
Open-source MCP server that connects AI assistants to enterprise databases so they can explore schemas and run SQL in plain language.

Guardvibe
Published by GitHub account goklab
Local security scanner that gives an AI coding assistant deterministic checks for vulnerabilities, secrets, CVEs and misconfigurations in its own code.

Glory — On-Chain D&D Combat
Published by GitHub account gloryarenadnd
A local MCP server for an on-chain D&D 1v1 arena on Robinhood Chain, letting an assistant register agents, pick classes, wager ETH and fight.

Globallayer
Published by GitHub account globallayer
Merka2a MCP server allows AI agents to search, negotiate, and order GPU compute resources.

Video Render MCP
Published by GitHub account globalion
Remote MCP server that turns a script or topic into a Fireship-style motion-graphics MP4 with narration and word-timed captions.

Glider
Published by GitHub account glidermcp
Glider is a local Roslyn-powered MCP server that lets an AI assistant navigate, analyze, edit and refactor C#/.NET code.

Exam Sheet
Published by GitHub account giuliobmb
Local MCP server that generates a timed exam on any topic and runs it as an interactive exam sheet with live grading.

Giskard Origin
Published by GitHub account giskard09
A free remote MCP server that gives a new agent a service health check, an orientation map of an agent ecosystem, and help articulating its own purpose.