AI / ML MCP Servers

Zemax MCP Server

Talk to Zemax OpticStudio in plain English — a non-invasive MCP bridge that lets Claude Code drive your optical designs from intent to result.

Runtime constitutional verification for AI answers — claim reasoning, ECS, red team, audits.

Shared, project-aware memory for Claude Code, Codex, and other agents with human review.

Multi-provider search broker for AI agents: 14 providers, 12-step extraction, retrieval workflows.

Verifiable agent identity and trust checks; MolCheck verdicts on mandates; Amazon Ads verdicts.

EU AI Act compliance scanner for Python AI agents — scan, analyze, and remediate

Dragon Brain

Dragon Brain — persistent long-term memory for AI agents via MCP (Model Context Protocol). Knowledge graph (FalkorDB) + vector search (Qdrant) + CUDA GPU embeddings. Works with Claude, Gemini CLI, Cursor, Windsurf, VS Code Copilot. 31 tools, 1116 tests.

Ai Omni Skills

For AI enthusiasts who try every new tool and watch their skills fragment. One source of truth for AI agent skills (SKILL.md) + cross-tool sync toolkit: MCP server, shared instructions, and one-command wiring for Claude Code, Codex, Gemini, Kimi, Cursor, Kilocode, OpenCode.

Open registry of 1.14M+ rooftop-solar detections across France, queryable by natural language.

Control Ableton Live with 156 typed tools for music production and offline .als analysis.

Local MCP canvas for Modellix image generation, editing, task recovery, and visual project work.

Local semantic search over Obsidian vaults via Smart Connections embeddings. Multi-vault, private.

Agent commerce settlement tools on Base: treasury setup, payment splits, yield and attribution.

Read and build LegendKeeper worlds from AI assistants: wiki pages, maps, timelines, facts and tags.

Ollama Mcp

An MCP Server for Ollama

MCP server for secureFlows: token-free URL builders and integration-linting tools for AI agents.

Lilbee

The whole local AI stack in one executable: it runs and manages local AI models across every GPU, and it's a search engine you can talk to, with cited answers from your files, code, and the web. MCP server for coding agents, web crawler, TUI, CLI, REST API, Python library. No Ollama or LM Studio needed, works with both.

Vault Agent Memory

Local-first memory governance for AI agents: shared, reviewable, auditable memory via SQLite and MCP.

Hoppscotch MCP Server

The Hoppscotch MCP Server implements the Model Context Protocol (MCP) to connect AI agents and coding assistants including Claude Code, Cursor, VS Code Copilot, GitHub Copilot CLI, and Gemini CLI directly to your Hoppscotch workspaces, collections, specifications, and environments.

Fan a goal out to cheap parallel LLM workers on your own key or a free local Ollama. Keep your mind.