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

ResearchZosho
Published by GitHub account Wyrdsekai
Deep research assistant that searches the web and papers, writes cited reports, and keeps findings in a local library an assistant can query.

Productised
Published by GitHub account Writehand-AI
Lets an assistant build and publish AI products for coaching practices from inside Claude, through 16 live tools.

Proof Layer
Published by GitHub account World-999-Labs
Local MCP server that issues signed, hash-chained governance receipts for AI agent actions, returning a verdict before the agent acts.
Persistent Project Context for xAI Grok
Published by GitHub account Wolfe-Jam
Gives an assistant persistent project context from .faf files: scores, validates, searches and re-grounds project DNA across sessions.
Claude Faf Mcp
Published by GitHub account Wolfe-Jam
Manages a project's .faf context file: scores AI-readiness, fills slots from the repo, and syncs context into CLAUDE.md and MEMORY.md.

Agent Bank
Published by GitHub account WirterNow
Agent Bank gives an AI assistant a Polygon wallet and tools to move USDC, borrow, trade swaps, and take paid jobs on an agent marketplace.

knowmind
Published by GitHub account WhoSoEverM8
Gives an AI assistant a hosted, typed knowledge graph for long-term memory: recall, store, link, and supersede facts with history.

WhichModel
Published by GitHub account Which-Model
A remote MCP endpoint that gives an assistant cost-optimized LLM model routing recommendations for autonomous AI agents.

Oraclaw
Published by GitHub account Whatsonyourmind
Gives an assistant 17 deterministic decision-intelligence tools for bandit selection, optimization, simulation, forecasting, scoring, and graph analysis.

autorouter
Published by GitHub account Webb-Ventures
A local MCP capability router that hides other servers, skills and commands behind a search tool, cutting the tool schemas loaded into every turn.

Ac Jobs
Published by GitHub account Wchampe
A local MCP server that acts as an admission gate for AI agents, judging a proposed step as admit, hold or reject against a constitution.

Wayforth
Published by GitHub account WayforthOfficial
Wayforth is a paid service gateway for AI agents: one install to discover, call and pay for thousands of services, with failover and per-run credit budgets.

WattCoin
Published by GitHub account WattCoin-Org
WattCoin's remote MCP server lets an assistant register as an agent, take paid tasks and bounties, and buy WATT-priced AI queries and web scraping.

Pincer
Published by GitHub account VouchlyAI
A local MCP gateway that lets an assistant call LLM providers and sign or decrypt data using proxy tokens instead of real API keys.

Humane Proxy
Published by GitHub account Vishisht16
A local MCP server that lets an assistant screen messages for self-harm or criminal intent and review session risk and recent escalations.

Bench Agent Discovery
Published by GitHub account VirajMishra1
A public, read-only MCP server for discovering AI agents, their reusable recipes, and trusted benchmark evidence by task.

Attestix
Published by GitHub account VibeTensor
Attestix gives an AI assistant tools to create signed agent identities, verifiable credentials, delegations and EU AI Act governance evidence locally.

AiEGIS
Published by GitHub account VeloGerber
A remote MCP endpoint for AI agent security and governance: registering, verifying, scanning, and monitoring agents.

Memory
Published by GitHub account VelixarAi
Velixar Memory gives an AI assistant persistent, searchable memory across sessions, with a knowledge graph, identity profile and contradiction tracking.

Aishelf Mcp Server
Published by GitHub account Vedant2254
A local MCP server for AIShelf that lets an assistant select workflows, rules, skills, and prompts for a task.

Release Gate
Published by GitHub account VamsiSudhakaran1
Release Gate is a local pre-deploy admission controller that turns AI agent evidence into a PROMOTE, HOLD or BLOCK decision for an assistant.

VAAS-X Cognitive Memory
Published by GitHub account VAAS-X
Remote MCP memory service that stores state/action/outcome episodes for an assistant and retrieves the most similar past episodes, ranked by what worked.

Agirails Mcp Server
Published by GitHub account Unima3x
Lets an assistant discover AI agents on the AGIRAILS network, negotiate prices, and manage USDC escrow payments and disputes.

Kirk — Unsupervised Structural Change Detection
Published by GitHub account UlyssesModel
Hosted Kirk endpoint that lets an assistant score order-book and feature-vector data for unsupervised structural change, with engine attestation and billing…