MCP server for multi-agent swarms: agents hand off verified work packages (skills, lemmas, datasets, patches) step by step instead of sharing context. Search, pull, publish, re-verify locally.

ACE-Step 1.5 music generation with MCP server for Claude Code integration

T-SQL Step Debugger

🎛️ AceDeck — desktop app & GUI for ACE-Step 1.5 AI music generation on Windows: one-click install, generation queue & batch songs, cover/repaint, engine control, stability test, Claude MCP. Local Suno alternative.

GenPark Reasoning MCTS Step Verity Evaluator - Implements Monte Carlo Tree Search (MCTS) Step-Level Process Reward Modeling (PRM) & Hallucination Branch Pruning.

Step-by-step workflow enforcement for AI agents via MCP

Personal hardened fork of WorkRail (step-by-step workflow enforcement for AI agents via MCP)

Create online laser cutting quotes for sheet metal and tube parts from STEP files through the Fabworks MCP server

Turn STEP, BREP and IGES files into drawings, photorealistic renders, animations and videos, from Claude or any MCP client.

Compare STEP CAD files: identical, moved, or different, and what changed. Runs locally; files never leave your computer.

MCP server for local AI music generation via ACE-Step 1.5, with optional vocal/instrumental stem splitting

Convert STL/OBJ/PLY meshes into editable CAD (STEP + parametric CadQuery/OpenSCAD/FreeCAD) with primitive fitting. CLI + MCP server

Generate AI music through Claude with this MCP server powered by ACE-Step 1.5.

MCP workflow enforcement server -- guides Claude and other AI agents through structured, step-by-step tasks without skipping steps or cutting corners

An MCP server that guides AI agents through Standard Operating Procedures step by step, enforcing execution at each step instead of letting models skip ahead.

The testing framework CAD never had — automated validation, interference detection, and structural analysis for STEP assemblies. Like pytest for mechanical design.

CADCLAW: automated assembly and validation for STEP CAD. Places authored parts by declared constraints, then runs geometric, structural, tolerance, and BOM-vs-CAD gates. Includes an MCP server.

Make Parts Now extension for Gemini CLI: instant 3D printing and CNC machining quotes and orders from your CAD files (STL, STEP).

Make Parts Now plugin for Cursor: 3D printing and CNC machining quotes and orders from your CAD files (STL, STEP) in Cursor's agent.

SketchFlow: a vector sketch board and a parametric 3D modeller (mates, features, STEP export, gears, welding) that AI assistants drive through MCP while you watch and edit in your browser.

See inside your CAD models, and a whole folder of them at once: a STEP and STL viewer for your browser, the Mac, the iPhone and your AI apps (MCP).

Step-by-step observability for MCP agent workflows

Generate original AI music tracks via Claude Desktop — MCP server powered by ACE-Step 1.5, with vocal/instrumental stem splitting and reference-style matching. No music software or AI/ML knowledge needed.

Find the RAG retrieval setup that works on your data, then use it automatically. HyDE, Step-Back, Fan-Out, hybrid BM25 search and reranking, benchmarked on your documents (Markdown, HTML, PDF, DOCX) and routed per query, with citations and streaming, for

A flight recorder for AI agents: records every step, ranks the step most likely at fault, then proves it by replaying the run with only that step repaired, at zero model calls. Top-1 0.60 on unseen failures against 0.25 baselines. MCP server, CI regression firewall, on PyPI.

Open-source workflow engine for AI agents. An agent calls Realm over MCP, or realm agent drives a model from the CLI. Steps run in order, agent answers are checked against the schema a step declares, human gates pause the run until answered, and each finished step is recorded.

Assertline's hosted MCP server: find your recorded web tests, run them and read step-by-step results. Instructions only.

⚙️ Industrial-grade pure TypeScript STL ➔ 100% Watertight Solid STEP AP242 B-Rep & CAD Features JSON engine with built-in MCP server for AI agents. Features exact Gauss-Mirtich 3D inertia, ISO threads (M2–M24), boundary unification (no extra lines), Zero-GC speed, DWRR concurrency & 5-gate RSVS reality verification across macOS, Linux, and Windows.

Agent Replay Debugger MCP — record every agent step + replay deterministically. Step-debugger for agentic loops. Audit-evidence signed exports. By MEOK AI Labs.

Step-by-step guided AI development workflows, architectural decision tracking, and native MCP server for Cursor, Claude, and Copilot.

MCP server for persisting agent long-term memory and step-by-step reasoning traces in SQLite

A minimal MCP server with one read-only tool, and the step-by-step story of how our ChatGPT plugin passed OpenAI review

Fast Jev browser MCP server: Jev (TypeSafe System One) drives a real Chrome step by step for AI agents and hands back early when unsure.

Turn Mermaid diagrams into guided, step-by-step walkthroughs - a local viewer plus an MCP server that lets coding agents write the walkthrough for you

AI-powered autonomous code debugger built with MERN Stack + Groq AI + MCP — upload your project ZIP, let the AI agent inspect, analyze, and fix bugs step by step.

908 fitness exercises with step-by-step guides in your terminal and in your AI assistant (MCP server). Search, filter, and export. Offline-ready, multilingual (EN/ES).

Two-way agentic integration between ServiceNow and Claude over MCP, with a dashboard that replays the agent's reasoning step by step.

Open-source docs you zoom through: a C4-style model in YAML, step-by-step flows, visualization for performance stats and FMEA creation

Interactive, step-by-step diagrams and one-page answers from JSON: automatic layout, orthogonal edge routing and a validator. One offline HTML file; CLI, MCP server and browser playground.

Health check for React Native and Expo apps: upgrade blockers, App Store and Google Play rejections, crash risks, security (OWASP MASVS), accessibility and performance, with a step-by-step upgrade plan.

Measure the AI slop on any website, then fix it. MCP server + CLI that scores generic copy, template design and unfinished details, and gives step-by-step fixes for Claude, Cursor and other AI tools. Türkçe destekli.

Open-source (MIT) editor for interactive demos, step-by-step guides and photo galleries from screenshots. Free in the browser, no sign-up. Chrome extension and MCP server.

Watch the 13 ArtCraft apps build for real: one page per Craft app, every demo streams live CLI steps into real artifacts (DXF/PDF, DOCX, XLSX, MP4, WAV) with an optional local-LLM step. Hands-in playback, hands-out files. MCP server + webapp.

Playwright browser automation, screenshots, and GIF/MP4/WebP recording for AI agents — a machine-readable JSON sidecar (selectors, timing, console errors, page state) plus a live MCP server for step-by-step browser control.

You said: how to activate uv env ChatGPT said: uv is a fast Python package manager and virtual environment tool (alternative to pip + venv). To activate a uv environment, follow these steps: Step 1: Create a virtual environment using uv Open terminal in

Free, open-source AI tutor for your classes. Claude Code, Codex or any MCP app teaches you step by step, tracks what you know in a knowledge graph, and preps you for exams. No API keys. Mac, Windows, Linux.

Measure the AI slop on any website, then fix it. Scans a whole site, a local app or a project folder for generic copy, template design and unfinished details, and gives step-by-step fixes your own AI can apply. MCP server + CLI.

pcap/pcapng analysis as an MCP server — a digest-pinned tshark runs in a network-less Podman container with the capture mounted read-only, so an agent narrows a GB-scale capture step by step under explicit bounds instead of drowning in tshark -V. Wire content is framed as untrusted

Turn STEP files into an LLM Context Pack: exact measurements, features and assembly facts in plain text.

MCP server: generate numeric ranges (Python-style: start, stop, step).

MCP server for Marmiton. Search recipes, read ingredients and steps, and scale quantities to any number of servings. No API key required.

MCP server for fetching Zephyr Scale test cases and test steps

Let ChatGPT work on your Windows PC from an ordinary chat, approving each step locally. Developer preview.

ACID transactional Saga runtime, Step-0 security guardrail, and MCP server for autonomous AI agents.

ELDRICK: hosted golf club fitting MCP server (remote, Streamable HTTP, OAuth). Listing, connection steps and registry metadata.

RFQdecoder MCP server: manufacturing cost of industrial parts from the drawing (PDF, DXF, STEP), line by line. Hosted remote server.

A Model Context Protocol (MCP) server for fetching health and fitness metrics from the Ultrahuman API, including heart rate, sleep data, steps, temperature, HRV, and more

Intelligent SQL Database/API Interface with Natural Language Support, MCP server can connect to any database/API with just a few steps

Persistent task and step tracker for AI coding agents (mcpp tool module)

Structured multi-step orchestration for MCP agents: adversarial lenses, reusable SOP workflows, and persistent traces.