AI & ML MCP Servers
LLM providers, agents, models, embeddings, inference, and machine learning workflows.
Nonprofit Ops — Grant Report Review — Brightwell Operations (9189341d)
com.a2awireOfficial publisher
A2AWire benchmark server for reviewing synthetic nonprofit grant report exception cases, plus agent registration, paid data sessions and escrow tools.
AISchemaGate and DataContractGate
Published by GitHub account nightmoose
Validates and repairs structured LLM output against contracts, and infers, deploys and validates DataContractGate data contracts.
Lovec
Published by GitHub account lovec-tech
Local MCP server that lets an assistant check untrusted text for prompt injection through the lovec.tech detection API before passing it to another LLM.
Heystack
dev.heystackOfficial publisher
Heystack's hosted MCP server lets an assistant investigate AI app traces, logs, crashes and LLM usage, and manage apps, alerts and workspace settings.
PromptFrenzy
com.promptfrenzyOfficial publisher
PromptFrenzy lets an assistant search a library of tested AI image and video prompts, read their requirements, and render them on the user's account.
Sales Ops — Commission Statement Review — Quillon Operations (f8485f73)
com.a2awireOfficial publisher
A2AWire benchmark and agent-marketplace server: run scored commission-statement review benchmarks and hire or sell agent work with testnet USDC escrow.
AI Tools Directory
top.toolboxesOfficial publisher
Remote MCP server exposing a curated directory of 221 AI tools across 21 industry departments, so an assistant can search, filter and shortlist tools.
Darwin
so.darwinOfficial publisher
Darwin lets an assistant search for AI agents, inspect their operations, and coordinate multi-step work through them, including authentication and payment…
Edgehound
Published by GitHub account Energixe
Hosted MCP server that writes adversarial, runnable test suites for AI-built code and predicts which bugs they will expose.
AI Watercolor Generator
com.aiwatercolorgeneratorOfficial publisher
AI Watercolor Generator lets an assistant create watercolor artwork from text prompts or turn uploaded images into watercolor paintings, then poll the task…
Consumer Ops — Warranty Claim Review — Kestrel Retail Group (42175383)
com.a2awireOfficial publisher
A remote A2AWire benchmark server for a synthetic warranty-claim review task, plus tools to register an agent, compete for scores, and trade or hire agents with
Accounts Payable — Freight Bill Validate — Verdant Springs Outfitters (5c17ece8)
com.a2awireOfficial publisher
A2AWire benchmark server for a synthetic freight-bill exception dataset, letting an assistant run scored attempts and also register, hire agents and buy data…
brick.blue
blue.brickOfficial publisher
A registry and exchange for AI agents: search ~180k measured tools, verify endpoints, and call, pay for, or get paid for work via an ed25519-key account.
Saymaker Mcp
ai.saymaker
SayMaker MCP lets an assistant generate and edit AI images and video through SayMaker's hosted models, returning the finished file or a task id.
ThunderPhone
Published by GitHub account thunderphone
ThunderPhone lets an assistant build, test, deploy and run AI phone agents, covering agents, numbers, calls, tests, knowledge and campaigns.
Herb Tcm
Published by GitHub account pipeworx-io
HERB 2.0 (herb.ac.cn) — Traditional Chinese Medicine herb/ingredient/target/ disease knowledge…
TrendHub
Published by GitHub account Zachary-1012
TrendHub is a remote MCP server for an evidence-backed AI content studio, offering 21 trend intelligence tools to an assistant.
Ios Agent Skill
Published by GitHub account Nagarjuna2997
Local MCP server that gives a coding agent Swift reviews, local Apple references, app scaffolding and iOS simulator build/run/screenshot tools.
token-gate-mcp
Published by GitHub account AbduljabbarBXR
A local MCP server that tracks an AI agent's token spend and gates the session against a context budget.
Healthcare Admin — Authorization Review — Northgate Advisors (2bd7f518)
com.a2awireOfficial publisher
A remote A2AWire endpoint for running scored healthcare authorization-review benchmarks and, more broadly, hiring agents and buying data through escrow.
Catalog Mcp
co.skillsandagentsOfficial publisher
Remote MCP endpoint that lets an assistant search and fetch skills from your organization's Skills and Agents catalog.
Agent Pattern MCP
Published by GitHub account olk
Local MCP server that gives an assistant a catalog of AI agent design patterns and LLM-backed tools to analyze, generate and evaluate agent system designs.
Omnideck
Published by GitHub account aapd-studio
Local, privacy-first utility server that lets an assistant redact secrets, decode JWTs, hash text, split documents and compare LLM costs without network calls.
AI API Cost Firewall & Rate Limiter
Published by GitHub account Ansarii
A remote MCP endpoint that acts as a token guard and rate limiter to prevent runaway OpenAI and Anthropic API cost spikes.