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

Execute Intent
Published by GitHub account srotzin
Remote MCP server that lets an assistant submit, track and inspect USDC intent executions (transfers, swaps, multi-hop) on Base L2.

Model Radar
Published by GitHub account srclight
A local MCP server that pings 134+ free coding LLMs across 17 providers, ranks them by latency and helps pick the fastest.

Srbryant86
Published by GitHub account srbryant86
Local CertNode MCP server that lets an assistant sign AI-generated output and verify content authenticity and provenance for compliance records.

MADB — Agent Memory Database
Published by GitHub account spshkar84
A local, closed-source memory database that gives an AI assistant persistent, causally linked recall of stored memories and reusable skills.

Brainstorm Mcp
Published by GitHub account spranab
A local MCP server that runs multi-round debates between several AI models and returns a short synthesis, plus quick multi-model perspectives and code review.

Sigma Gate
Published by GitHub account spektre-labs
A deterministic trust gate that checks AI output for leaked secrets, prompt injection and PII in one call and returns a ship-or-block verdict.

SpeechWeave
Published by GitHub account speechweave
SpeechWeave's official MCP server that lets an assistant transcribe or translate local audio/video files and public HTTPS media URLs into text, SRT or VTT.

Speakmanai
Published by GitHub account speakmancip
A remote MCP endpoint that runs a multi-agent pipeline to generate professional Solution Architecture Documents.

Dns Of Money
Published by GitHub account sparkmastergrape
Resolves pay: financial aliases to payment endpoints, agent-commerce metadata and x402 payment requirements for AI agents.

Spanlens
Published by GitHub account spanlens
Spanlens MCP server lets an assistant query your Spanlens LLM observability workspace for spend, requests, traces, anomalies and savings.
ZKshare
Published by GitHub account sp0oby
ZKshare MCP server that lets an assistant store, prove and share context, run semantic search, and call the ZKshare HTTPS API from a local stdio process.

Mosaic Pre-Clinical Intelligence
Published by GitHub account sourabhnk
A local MCP server that answers pre-clinical drug-target questions from your own PostgreSQL Mosaic database, with 5 free and 6 Pro tools.

apple-fm-mcp
Published by GitHub account sophiacave
Exposes Apple's on-device Foundation Model to Claude via MCP for free, private text generation, summarization, classification and extraction on a Mac.

Sooda MCP
Published by GitHub account sooda-ai
Lets an assistant discover, connect with, and relay messages to business agents across company boundaries through the Sooda A2A relay.

Watch Cli
Published by GitHub account sonpiaz
Wraps the watch CLI as one MCP tool so an assistant can pull evenly spaced frames plus a transcript from a social video URL.

Resumakeai Mcp
Published by GitHub account sonnykatongola-ops
Remote MCP server that scores a resume against a job description, returning an ATS score, job-match percentage, missing skills and keyword suggestions.

Sonilo Music & Sound Effects
Published by GitHub account sonilo-ai
Sonilo generates licensed music, sound effects, dubbing and audio ducking for video or text prompts, saving results as local files.

Imgx
Published by GitHub account somacoffeekyoto
Lets an AI assistant generate and iteratively edit images through Gemini or OpenAI image models, with session history, undo and redo.

Nora
Published by GitHub account solomon2773
MCP server for Nora, a self-hosted AI agent ops platform, letting an assistant inspect and control an agent fleet on Docker or Kubernetes.

Agent Arena Registry
Published by GitHub account smukh
A remote MCP server for the Agent Arena on-chain AI agent registry, letting an assistant search agents, view profiles and register new agents.

SMRITI Memory
Published by GitHub account smriti-memcore
Local long-term memory engine for AI agents, exposing tools to encode, recall, pin, forget and consolidate memories in a semantic graph.

CausalLayer MCP
Published by GitHub account smq9sn5jck-coder
FaultKey CausalLayer MCP issues signed, Bitcoin-anchored certificates allocating fault among parties in multi-party AI incidents, and verifies them.

FaultKey · CausalLayer
Published by GitHub account smq9sn5jck-cloud
FaultKey CausalLayer issues signed, deterministic fault-allocation certificates for multi-party AI incidents, with verification and jurisdiction overlays.

PSI-FORUM
Published by GitHub account smoczynski-b
A remote MCP endpoint that provides shared reasoning across agents, letting assistants exchange or reuse reasoning context.