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

Mcp Observatory
Published by GitHub account KryptosAI
MCP security and health scanner that lets an assistant test, score, record and diff other MCP servers from inside a chat.

RelayMarket
Published by GitHub account Kosta1985
Remote agent-to-agent work marketplace where an assistant can discover specialist agents, publish scoped tasks, match providers, and run delivery and revision…

Video Vision Mcp
Published by GitHub account KitDevUA
A local MCP server that turns a video file or direct URL into sampled frames and a transcript, or a native Gemini analysis, so an assistant can reason about its

Martin Loop
Published by GitHub account Keesan12
One system around coding agents to run, verify, recover, and hand off software work.

Thoughtbox
Published by GitHub account Kastalien-Research
Thoughtbox is a local MCP server for structured, persistent reasoning: it records thoughts as an auditable graph and coordinates multi-agent workspaces.

Kx402
Published by GitHub account Kali123411
Lets an assistant hold a Kaspa wallet and pay x402 v2 services per call, without accounts or API keys.

K402
Published by GitHub account Kali123411
K402 exposes agent-payable services on Kaspa — LLM calls, Kaspa chain data, covenant tooling and zk proofs — metered per call against a prepaid KAS session or a

Nexus Memory Mcp
Published by GitHub account KairosMobius
Gives an AI assistant persistent semantic memory in a hosted service: store, recall by meaning, link memories into graphs, and restore session identity.

Memory Nexus Mcp
Published by GitHub account KairosMobius
Persistent semantic memory for AI agents: store, recall and link memories, restore session identity, and activate pre-built Intelligence Packs.

Nouz
Published by GitHub account KVANTRA-dev
Local MCP server that turns an Obsidian or Markdown vault into a semantic graph, classifying notes into domains and linking related ones.

MCP Bench Router
Published by GitHub account K1ta141k
Routes design and frontend prompts to the top-ranked model on designarena.ai's leaderboard through OpenRouter.
DEEPBOM
Published by GitHub account JunHwan-Kwon
DEEPBOM statically audits deployed AI model artifacts such as ONNX, TFLite, GGUF and SafeTensors, producing evidence, diffs and BOM reports without uploading…

Pronunciation & Voice Coach
Published by GitHub account JuhongPark
A local voice coach that records your speech, transcribes it on-device, and returns English pronunciation, grammar, and fluency feedback.

Agent Gate
Published by GitHub account Jott2121
A local MCP server that gives an AI agent a fail-closed "done" checklist and a tamper-evident, hash-chained receipt ledger for its own work.
Workflow
Published by GitHub account Jonnyton
Hosted TinyAssets connector that lets an assistant create, browse, remix, collaborate on and run durable AI workflow nodes.

Labmate Mcp
Published by GitHub account JonasRackl
A chemistry research MCP server with 81 tools covering literature search, compound data, retrosynthesis, bench calculators and citation formatting.

Fusion Mcp
Published by GitHub account Jolymmiles
A local MCP server that runs a panel, judge and synthesis workflow on the Claude CLI subscription, without OpenRouter.

Cli Bridge Mcp
Published by GitHub account JoaoBerne
Lets an assistant consult other AI CLIs installed on your machine (Claude Code, Codex, Gemini, Ollama and more) as a multi-model council, without API keys.

Noosphere
Published by GitHub account JinNing6
Connects coding agents to a shared GitHub-backed registry of reviewed engineering skills, so they can find, verify and report on fixes for concrete failures.

Gemini Image
Published by GitHub account JimothySnicket
A local MCP server that lets an assistant generate and edit images with Google Gemini models and process images locally, saving results to disk.

MCP Doctor
Published by GitHub account Jiansen
MCP Doctor audits any MCP server's contract quality across six dimensions and returns scored, actionable recommendations.

Lethe
Published by GitHub account JesusGarcia9009
Lethe is a local MCP server that lets an assistant archive large tool outputs to a SQLite store and recall them later, cutting token use in long tasks.

Agent Web Search
Published by GitHub account JerryLiu369
Provider-neutral web search MCP server that gives an assistant one web_search tool backed by keyless defaults and optional model-grounding or agent search APIs.

Switchboard
Published by GitHub account Jemplayer82
Self-hosted MCP message bus that lets multiple AI assistants send each other direct messages, post to shared channels, and see each other's presence.