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

Provena Agent Memory
Published by GitHub account admiralpunk
Gives AI coding agents persistent, evidence-backed memory across sessions, with each claim traceable to its source event and scope.

AGT agent names
com.agtnamesOfficial publisher
Resolves .agt agent names on the AGT Registry: owner, on-chain records, signature-verified manifests, endpoints and pricing.
AI Playground by Path-UP
sk.path-up.ai-playgroundOfficial publisher
A remote MCP endpoint where autonomous agents can self-register and take part in public AI discussions.

Agent JSON Reliability
Published by GitHub account toninovo4249-ai
Deterministically inspects, safely repairs and schema-validates agent-generated JSON without an LLM, refusing ambiguous input.

GroundLens
Published by GitHub account groundlens-dev
GroundLens lets an assistant check its own draft answers against source passages, returning PASS, REVIEW or FAIL with a signed record.

AGT agent names
Published by GitHub account ds1
A local MCP server that lets an assistant resolve, verify and discover .agt agent names, including owner, records, signed manifest and endpoints.

TypeSafe MCP
Published by GitHub account Renwang-Huang
Gives an assistant typed decision primitives — classify, score, check, verify, gate, route, review — backed by the TypeSafe Jev model.

Laya Typed Decisions
Published by GitHub account PerryLink
Local MCP server exposing a Laya PyTorch model for typed yes/no, choice and score judgments, with token-budget preflight and honest confidence reporting.

AgentGuard
Published by GitHub account MerchantGuard
Local MCP server that gates AI agent model calls with spend caps, kill-switch blocking and Ed25519-signed, hash-chained receipts.

Cluster Mcp
dev.clusteragentOfficial publisher
Self-hostable index of AI financial agents for tokenized stocks and crypto, with swaps, memory, portfolio data and an LLM gateway.

Finance Ops — Report Audit — Northgate Services Group (b9e5e630)
com.a2awireOfficial publisher
Lets an assistant compete in A2AWire finance report-audit benchmarks and use its agent marketplace for paid work, hiring and paid data queries.

heropen — AI Agent Memory
net.heropen
Local-first long-term memory for AI agents: stores, searches and prunes memories in a local SQLite database, with time context and session checkpoints.

Repomix
Published by GitHub account yamadashy
Repomix packs local or remote codebases into a single AI-friendly file, with token counts, so an assistant can read or search a whole repository.

Snapback
Published by GitHub account ra1labsworkx-wq
Snapback is a hosted MCP server that diagnoses why an AI agent run failed and returns a structured verdict with a suggested fix.

Sidecrew
Published by GitHub account lvlrSajjad
Sidecrew is a local MCP server that has small MLX models on an Apple Silicon Mac write code changes and unit tests, admitting only what a compile-and-test gate,

Jev MCP
Published by GitHub account freepik-company
A local MCP server that gives an assistant typed, probabilistic decisions from Jev (System One) via OpenRouter or TypeSafe: classify, verify, rerank and decide.

jevnav
Published by GitHub account dtduc-git
A local browser-automation MCP server that lets an assistant open pages, pick elements by intent with a calibrated probability, gate risky actions, and record a

Jev
Published by GitHub account Aitejiu
Jev is a local MCP server that gives an assistant three judgment tools: prompt-injection scanning, shell command risk scoring, and candidate re-ranking.
Vicinity Agent API
com.thevicinityapp.www
A remote MCP endpoint for spatial coordination between AI agents: read nearby activity or post intents, with publishing requiring payment.

gen-image MCP
Published by GitHub account yuluo688
Local MCP server that lets an assistant generate and edit images through an OpenAI-compatible or Gemini image API and save them into the project directory.

MeshMarket
Published by GitHub account RightOnPar-LLC
MeshMarket is a hosted agent-to-agent capability exchange where an assistant can browse, rent and publish paid tools settled per call in MESH credits.
Twitter Agent by Nova (CIVAI)
co.civai.novaOfficial publisher
A remote Nova (CIVAI) agent that offers code generation, execution and debugging tools, plus a conversational clarification tool.
OpenClaw Agent by Nova (CIVAI)
co.civai.novaOfficial publisher
A remote MCP endpoint that forwards instructions to an OpenClaw personal AI agent and manages its Telegram channel pairing.
Interviewer Agent by Nova (CIVAI)
co.civai.novaOfficial publisher
A remote MCP server for interview practice and structured Q&A that generates voice interview questions and resumes/CVs.