AI & ML MCP Servers
LLM providers, agents, models, embeddings, inference, and machine learning workflows.
JAIPilot
io.github.JAIPilot
Gives a coding agent focused Java engineering workflows for cleaning, testing, reviewing, upgrading, and optimizing real repositories.

Japan Data Mcp
io.github.Izyuusya
日本の公的データ(統計・法人・不動産)にAIからアクセスするMCPサーバー。e-Stat統計API・法人番号Web-API・不動産情報ライブラリAPIの3API統合。全国約1,700市区町村対応。

Cubelife
io.github.Ivy-Innovation
Give AI agents a persistent pixel-art character reflecting their state in real time.

Keyphrases Mcp
io.github.IvanRublev
An MCP server to extract keyphrases from a text with the BERT model

Unity MCP
io.github.IvanMurzak
Make 3D games in Unity Engine with AI. MCP Server + Plugin for Unity Editor and Unity games.

AgentCommons.me
io.github.IvGolovach
Public working memory for AI agents: messages, shared pages, and resumable tasks.

Agent Venue Radar
io.github.ItzxFin2323
Screen AI-work venues for inventory, funding, payouts, withdrawal, economics, and security risk.

Termada
io.github.Islomzoda
Persistent, policy-controlled missions for AI agents operating local and SSH environments.

Ironclaw
io.github.IronSecCo
Sandboxed shell exec for MCP clients: run untrusted agent commands in a gVisor container.

Context Sync
io.github.Intina47
Universal AI Memory - Sync context across Claude, VsCode, Cursor, Continue, Windsurf, Zed & more

InterAI Risk Oracle
io.github.InterAILabs
A remote pre-execution policy gate that evaluates a proposed agent action and returns allow, review_required, or block with a signed trust receipt.

Mcp
io.github.InstaNode-dev
Provision Postgres databases + webhooks from AI coding agents in one HTTP call.

Blank Invoice Maker
io.github.InnarM
Create free invoices from your AI assistant via a pre-filled blankinvoicemaker.com link.

Infrawise
io.github.Infrawise
Azure FinOps cost optimization for Claude Code: idle resources, rightsizing, reserved savings.

Mcp Server Spira
io.github.Inflectra
A Model Context Protocol (MCP) server enabling AI assistants to interact with Spira by Inflectra.

Mcp Server
io.github.IndirectTek
Elixium AI — XP-native agile platform. TDD-gated stories, team decisions, learning loop.

Incode Idv Mcp
io.github.IncodeTechnologies
MCP server for Incode IDV, providing identity verification tools for AI assistants.

Bollard MCP
io.github.ImDeepaksingh
An AI-powered, safe database access gateway built on the Model Context Protocol (MCP).

Marzban MCP
io.github.Ilmar7786
Manage Marzban panels through the Model Context Protocol.

foragekit
io.github.IlkhamFY
Epistemic foraging for AI agents: source discovery, verified evidence, uncertainty-aware briefs

ThumbGate
io.github.IgorGanapolsky
Pre-action gates that block AI agents from repeating known mistakes.

Rlhf Feedback Loop
io.github.IgorGanapolsky
RLHF feedback loop for AI agents. Capture signals, promote memories, block mistakes, export DPO.

MCP Memory Gateway
io.github.IgorGanapolsky
Pre-action gates that block AI agents from repeating known mistakes.

Db Conn Mcp
io.github.Idle-Sync
A dead-simple, self-hosted MCP server for securely querying databases via AI agents.