AI & ML MCP Servers
LLM providers, agents, models, embeddings, inference, and machine learning workflows.
IA-QA — 152 QA & Dev Tools for AI Agents
Published by GitHub account JcJamet
Remote MCP server with 152 free QA and LLM-testing tools: test-case generation, diff risk review, prompt injection and PII scans, eval and hallucination checks.
Cognitive Substrate
Published by GitHub account JaysonAIOnline
A local Python MCP server that runs prompts through a 28-layer reasoning substrate and keeps cross-session Tree-of-Thoughts memory in SQLite.
Byakugan
Published by GitHub account JayOfemi
A local MCP server that gives an AI assistant an on-device read on whether text sounds AI-generated, with the phrases that trigger it.
Agentic Commerce Catalog
Published by GitHub account JasonColapietro
A remote MCP server that lets an assistant generate original songs, short videos and images from text prompts, with optional paid music generation via USDC.
Agent Guardrail MCP Server
Published by GitHub account JarvisOnM4
A local Python guardrail that lets an assistant evaluate agent actions against policy rules, returning allow, deny or require-approval decisions with logging.
CAIT
Published by GitHub account JacobBruce
CAIT (Core AI Toolkit) is a local, modular MCP server that extends AI assistants with practical capabilities, though the specific tools are not documented.
AICIA AI Signal
Published by GitHub account Jack-mi
A closed-source remote MCP server that gives an assistant access to model benchmarks, costs, Hacker News signals and a tech registry.
Lacuna Music
Published by GitHub account JOYLINK-LTD
Lacuna Music MCP server that lets an assistant create AI music generation tasks, poll their status, and list available models.
Shotflow Mcp
Published by GitHub account JOHNZhang-ui
ShotFlow MCP server lets an AI assistant generate professional storyboards and videos from scripts or ideas, with shot regeneration and quota checks.
Threadline Mcp
Published by GitHub account JKHeadley
Threadline MCP lets an assistant discover other AI agents on the Threadline relay, exchange messages, and manage contacts, profiles and pairings.
K8gentS — Kubernetes RCA MCP Server
Published by GitHub account JDoornink
A Kubernetes root-cause-analysis MCP server that lets an assistant run LLM-powered diagnosis of cluster failures, with human-approved remediation bounded by OPA
JAIPilot
Published by GitHub account JAIPilot
JAIPilot is a Java testing service that lets a coding agent generate, repair and verify unit tests and raise line coverage in a Java repository.
InterAI Risk Oracle
Published by GitHub account InterAILabs
Remote InterAI service that lets an assistant submit a proposed autonomous action and get an allow, review_required or block decision with a signed trust…
Krauncher analyzer
Published by GitHub account Ilya-a-sergeyev-ger
Lets an assistant statically analyze a Python GPU job to predict its runtime and cost before anything is executed.
ThumbGate
Published by GitHub account IgorGanapolsky
ThumbGate is a local pre-action gate that checks an AI coding agent's proposed tool calls against learned rules and allows, warns or blocks them before they…
Rlhf Feedback Loop
Published by GitHub account IgorGanapolsky
Local pre-action firewall for AI coding agents that checks proposed tool calls, captures thumbs-up/down lessons, and blocks or warns on risky actions.
Atlas Pipeline
Published by GitHub account IamNishant51
Atlas Pipeline is a local MCP server that gives an assistant a multi-stage code analysis and refactoring pipeline plus dozens of code review, testing…
Agentchurch Mcp
Published by GitHub account HypnoLabs-io
A local MCP server that gives an AI assistant Agent Church services: identity registration, philosopher sessions, soul archiving, and paid soul portraits or res
ToolRouter
Published by GitHub account Humanleap
ToolRouter is a hosted gateway that gives an AI assistant one MCP connection to 250+ pay-per-call specialist tools, plus account, billing, key and knowledge-man
Voting Mcp
Published by GitHub account HrishiKabra
Exposes social-choice voting rules such as Borda, Copeland, Condorcet, STV and opinion pool as MCP tools for aggregating ranked or approval ballots.
Hormonaly Clinical Intelligence
Published by GitHub account Hormonaly-ai
Remote MCP server exposing Hormonaly's Helix clinical intelligence API so an assistant can run evidence-graded queries on hormones, peptides, longevity and drug
Mcp Tool Factory
Published by GitHub account HeshamFS
Generates complete MCP servers from natural language descriptions, OpenAPI specs, database schemas, GraphQL schemas, or ontologies.
Review Mcp
Published by GitHub account HectorGuerilla
Remote MCP server that runs an adversarial multi-model code review on a diff, module, or spec plus implementation and returns a structured pass/fail verdict.
Hebline
Published by GitHub account Hebline
Routes an assistant's API calls (LLMs, geocoding, translation, search, weather and more) to a free or paid provider and returns the result with cost and latency