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

Oliver's mTOR Atlas
Published by GitHub account open-mtor-atlas
Read-only MCP access to Oliver's mTOR Atlas: curated mTOR studies, entities, signed pathway relations, contradictions and open questions.

BioMASS ODE Model Builder
Published by GitHub account marcorusc
Stateful MCP server that lets an assistant build, inspect, visualize, simulate and export evidence-backed ODE models with BioMASS and Text2Model.

VideoGen
Published by GitHub account dg314
Remote VideoGen MCP server that lets an assistant generate and edit videos, images, voiceovers, music and avatars through the VideoGen API.

Aether
Published by GitHub account alipishbin77
A remote MCP server for Aether, an agent marketplace where assistants can browse, hire and pay for other agents' services per call in USDC, and register their o
New Site Radar
com.newsiteradarOfficial publisher
Remote MCP server for a monthly board of new AI tool sites, with traffic, revenue signals and AI model release data.

Mandare
com.mandarelabs
Local MCP server that lets an assistant verify an agent fleet's tamper-evident ledger, check budgets, and kill a runaway agent.

Agent Output Verifier by Sarnai
Published by GitHub account mglbagi
Hosted verifier that checks an AI agent's JSON output against a JSON Schema and business rules, returning signed pass/fail receipts and agent trust scores.

Contextq Mcp
Published by GitHub account contextq
ContextQ MCP exposes a ContextQ knowledge-management API as tools, giving assistants persistent memory, hybrid search and goal graphs over stdio or remote HTTP.
Taoyuan Music
Published by GitHub account JerryYangAI
Turns a description of who a song is for into lyrics, two full song versions and cover art, with tools to plan, revise and split stems.
CasaCaddy Maintenance
com.soxoa
Connects an assistant to a linked CasaCaddy Pro installation to check its guide allowance and request appliance maintenance guides.

AIDEN
network.aidenOfficial publisher
Read-only MCP server for looking up AI agents on Robinhood Chain: ERC-8004 identity, feedback, validations, trust scores and trading records.

Codex Subagent
Published by GitHub account parisbs
Lets an assistant hand coding tasks to the local OpenAI Codex CLI as a subagent, with model, reasoning effort and sandbox chosen per call.

IndieML Substance API
Published by GitHub account ezchx
Hosted IndieML Substance API that lets an assistant score text for substance, depth and clarity in under 25ms.
The Emperor Protocol
com.theemperorprotocolOfficial publisher
Remote MCP endpoint that lets an AI agent be commissioned, validated and given a Confidence score, with real USDC stakes on Base.

AgentoolRank
com.agentoolrankOfficial publisher
Hosted AgentoolRank server that lets an assistant search, compare and find alternatives to open-source AI agent tools ranked by GitHub activity.
atoma
run.atomaOfficial publisher
Remote atoma MCP endpoint that lets an assistant create projects, start and follow AI-agent build runs, and read their traces, costs and results.
FreeTTS
org.freettsOfficial publisher
FreeTTS turns text into spoken audio: an assistant can pick a voice, generate an MP3 download link, and, with a PRO account, build dialogues and transcribe.
ProteinIQ
io.proteiniqOfficial publisher
Remote MCP server that lets an assistant run protein folding, docking, design and sequence analysis jobs and read their results.

UlazAI Media
Published by GitHub account ulazai
Remote MCP server that lets an assistant generate private AI images through your UlazAI account, from model choice to download link.

Cooling Planner
Published by GitHub account okajun35
A remote MCP simulator for a model dairy barn that lets an assistant evaluate cooling equipment, roof measures and weather against heat, water and milk outcomes

Agent Budget Router
Published by GitHub account kasp3965-bit
Remote MCP server that picks a free AI provider for a research task and runs it, charging $0.01 USDC per successful execution.
Sooveryn
com.sooverynOfficial publisher
A hosted MCP server that gives Claude Code a team of AI personas with a lasting, per-project memory of decisions and working rules.
Daishi Studio
ai.daishiOfficial publisher
Remote MCP server for running AI agent evaluations on your own model keys and publishing runs others can review and re-run.
ContentMaschine
ai.contentmaschineOfficial publisher
ContentMaschine is a remote MCP server giving assistants AI image, video, audio and text creation tools for creators, billed per use with credits.