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

TAP Certified
dev.theatlasprojectOfficial publisher
A remote, read-only MCP server for looking up TAP certifications of AI agents, the TAP Registry of certified agents, and available exams.
Brain Memory
ai.brainmemoryOfficial publisher
Remote MCP server giving AI assistants a persistent, scored memory brain shared across Claude, Cursor, Codex and other clients.
APIR Agent Verification
ai.apirOfficial publisher
Remote MCP server that lets an assistant verify third-party AI agents' signed credentials, human authority and published verification keys.

Epoch
tech.kyanitelabs
Local MCP server that gives an assistant 26 tools for time math, project duration estimation, schedule risk and LLM token cost comparison.

DialectOS
tech.kyanitelabs
Local MCP server and CLI that translates and QA-checks content across 25 regional Spanish variants, preserving markdown and locale-file structure.
Awareness — Memory, Knowledge & Agent Markets
market.awarenessOfficial publisher
A remote MCP endpoint giving assistants access to a memory and public knowledge graph with sourced papers, a deal board, and an agent market.

Mazza Group AI APIs
Published by GitHub account itsmeadamdamroma
A remote MCP server offering 22 AI API endpoints, one free and 21 paid per call in USDC on Base via the x402 protocol, with no account or API key.
Omneum
Published by GitHub account cole-h06
Local MCP server that evaluates retrieved evidence and selects passages under a token budget before they reach an LLM's context window.
Zero-Trust Physics
com.zerotrustphysicsOfficial publisher
Zero-Trust Physics's hosted MCP server, published by zerotrustphysics.com; no sign-in required; Streamable HTTP; 18 tools.
trainwithagents
com.trainwithagentsOfficial publisher
A remote MCP server that lets an assistant turn real work from your week into scored practice missions using the AI you already use.
Agent Eligibility
com.pythonanywhere.paynemuseOfficial publisher
Remote MCP endpoint that scores AI agents' eligibility and returns deterministic CLEAR, HOLD or FAIL verdicts using published weights.
jitprompt
com.jitpromptOfficial publisher
Remote MCP server that serves just-in-time instructions to agents: upload docs and only the sections each turn needs are delivered.

Sanctuary
ai.sanctuaryprotocol
Local MCP server that wraps an existing AI coding harness with encrypted key custody, operator approval gates, a hash-chained audit record and optional…
Relay — agent service discovery
site.chatgpt.orellise.relay-agent-servicesOfficial publisher
Read-only catalogue that lets an assistant discover, compare and inspect agent services, their evidence and connection details without executing them.
ARYSPHERE x402 chain reads and token verdicts
net.ts.tailb4ac3a.ari001Official publisher
Lets an assistant make pay-per-call onchain reads on Base, Ethereum and Gnosis, get token verdicts, and use LLM chat paid in USDC via x402.

GetQueryly — AI Data Analyst
Published by GitHub account thesinbin12-jpg
Hosted GetQueryly server that lets an assistant upload spreadsheets and data files and get AI-run Python analysis, charts, reports and dashboards.

Coredence
Published by GitHub account coredence
Query a measured identity: its rules, the evidence behind each one, and the topics they belong to.

Wake Agent Economy
Published by GitHub account beepboop2025
A remote MCP endpoint that supplies source-dated AI usage and commerce context, with signed contributor contracts and a dataset policy.

Prove It
Published by GitHub account ark-forge
Runs a free public compliance benchmark for AI agents locally, with every corpus lookup returning a signed receipt and answers scored at the close.

RawMark
Published by GitHub account Sani96
RawMark converts PDF, DOCX, PPTX, XLSX, HTML and TXT files into Markdown, with AI reading of scanned PDF pages, and reports remaining plan usage.
Kokon
Published by GitHub account GabrieleLozupone
Kokon lets an assistant generate and edit images offline with Qwen-Image 2.1 on the user's own GPU, through the Kokon desktop app.
Relay
com.relaygpuOfficial publisher
Relay lets an assistant find, price and run hosted image, video, audio and text models, poll long tasks, upload files, run multi-step workflows and search its
Causerie
com.causeriebotOfficial publisher
Causerie lets an assistant create, train and publish AI chatbots for a website through an MCP client.

Omneum
ai.omneum
Omneum is a local MCP server that scores retrieved context for source reliability, claim support, and source dependence before an agent uses it.