AI & ML MCP Servers
LLM providers, agents, models, embeddings, inference, and machine learning workflows.
Qiskit Code Assistant MCP Server
Published by GitHub account Qiskit
Local MCP server that connects an assistant to the Qiskit Code Assistant for intelligent code completion, authenticated with an IBM Quantum API token.
Ouroboros
Published by GitHub account Q00
Ouroboros is a local-first "Agent OS" that turns vague coding requests into an interview, an immutable spec, execution and a verification gate for AI coding…
Claude Agy Mcp
Published by GitHub account PyModel
Bridges Claude Code to the Antigravity CLI (agy) so heavy analysis, search and coding tasks are delegated to Gemini models with quota-aware failover.
PromptBranch
Published by GitHub account PromptBranch
Lets an assistant read, search, and report on a local prompt library, and propose prompt variations for human approval.
ProAgentStore
Published by GitHub account ProAgentStore
Remote MCP control plane for ProAgentStore: discover, subscribe to and chat with hosted AI agents and your private instances.
Actionforge
Published by GitHub account PritaS
Bridges an ActionForge account's hosted tools into any MCP client, so an assistant can list and call them as native tools.
Prismix Status Mcp
Published by GitHub account Prismor
Remote MCP server that gives an assistant live operational status, uptime and incident history for 75+ AI services such as OpenAI, Anthropic and Cursor.
Agent Interop Runtime
Published by GitHub account Praket7
Local MCP server that discovers coding agents installed on your machine and lets an assistant create, message, monitor, and cancel their sessions.
PlanExe
Published by GitHub account PlanExeOrg
Remote MCP server that turns a plain-language project brief into a structured rough-draft project plan report.
Pixapi
Published by GitHub account Pixapi-AI
Pixapi MCP server that lets an assistant check live image/video model pricing and credit balance, then generate images and videos and poll task results.
Open Notebook
Published by GitHub account PiotrAleksander
A local MCP server that wraps the Open Notebook API, letting an assistant manage notebooks, sources, notes, search, AI models and chat sessions in an Open Note
Kit Memory Demo
Published by GitHub account PeterAtPondo
Hosted, read-only demo MCP server exposing a fictional regency archive ("Lady Whiskerdown") that an assistant can search, cite and question.
PERSONAIZER
Published by GitHub account PersonAIzer
A remote MCP endpoint for PersonAIzer that lets an assistant create AI chat personas for websites and query their uploaded knowledge.
Perf Mcp
Published by GitHub account Perf-AI
Lets an assistant fact-check, correct, and schema-validate AI-generated text and JSON through the Perf verification API.
Gemini
Published by GitHub account PavelGuzenfeld
Local MCP server that exposes Google Gemini models as tools so an assistant can ask questions, analyze code, and hold multi-turn chats.
Notebooklm Mcp Secure
Published by GitHub account Pantheon-Security
Lets an assistant query, create, and manage NotebookLM notebooks, generate audio, video, and data-table overviews, and optionally run Gemini research and…
Vibe Check Mcp Server
Published by GitHub account PV-Bhat
A local MCP server that adds a metacognitive mentor layer, calling a second LLM to challenge an agent's plans and interrupt risky steps.
Solitaire for Agents
Published by GitHub account PRDicta
A local Python MCP server that gives an assistant an evolving persona and session continuity with self-tuning retrieval.
Mcp As A Judge
Published by GitHub account OtherVibes
Adds approval gates to AI coding assistants by having an LLM judge plans, code diffs, tests, and task completion.
OptimToken
Published by GitHub account OptimNow
Hosted MCP server that lets an assistant look up current LLM API and cloud compute prices, estimate workload costs, and recommend a model within budget.
Ophir
Published by GitHub account Ophir-ai-creator
Ophir lets an AI agent discover AI service providers, negotiate quotes, sign agreements, monitor SLAs and file disputes over the Ophir protocol.
OpenTrain
Published by GitHub account OpenTrain-AI
OpenTrain lets a coding agent hire human data labelers, RLHF annotators and evaluators through the OpenTrain platform.
OpenHCS
Published by GitHub account OpenHCSDev
Local MCP server for OpenHCS that lets an assistant inspect, author, validate and run high-content microscopy image-analysis pipelines.
Mcacp
Published by GitHub account Oortonaut
An MCP-to-ACP bridge that lets any MCP client spawn, manage and prompt ACP coding agents such as Claude Code, Gemini CLI or Codex.