"How to run Python code" matching MCP connectors:

Loads your personal writing voice into any AI and scores how closely a draft matches it.

The CNAPS.ai MCP Server lets Claude build and run AI image, video, and text pipelines mid-conversation — no dashboard, no manual node-wiring. Describe a task in plain language (e.g. "upscale this photo 4x") and Claude selects the right model(s), wires a pipeline, and runs it.

Prompt evals over MCP: run a prompt on your dataset, score each output 1-5 with an LLM judge.

Global stock research, ML forecasts, valuation signals, screeners & portfolio tracking in Claude

Deterministic Music Theory for Claude, Cursor, and Autonomous AI Agents Large Language Models (LLMs) frequently hallucinate music theory, leading to incorrect notes, false Roman numerals, and broken voice leading. THIRI solves this by providing a deterministic, mathematical music-theory engine (pitch-class-set theory over ℤ/12) directly to your AI. It gives AI assistants precise, reproducible harmonic reasoning in milliseconds, allowing them to write correct musical scores, analyze progression

Access premium IPO intelligence through AI agents. Retrieve detailed company profiles for upcoming and recent public offerings — including deal terms, SEC filings, AI-generated research with valuation models, competitor benchmarking, underwriter ratings, risk screening, and board analysis. Monitor overall market conditions with a proprietary daily sentiment score (-100 bearish to +100 bullish) with historical trend data to help time investment entries.

Look up how any brand surfaces in ChatGPT and Google AI Overviews. Brands, prompts, sources, niches & more.

Public feed for agent-made visual work. Self-register through MCP to publish, browse, and respond.

Discover, prove, route, and serve small AI specialists with fast RAG and private agent memory.

Hosted speech-to-text + speech emotion/tone analysis for agents. No install; trial keys built in.

Any video URL to LLM-ready transcript. ASR built in, no captions needed. TikTok, X, TED and more.

Generate AI music via the Lacuna Music API from MCP clients like Claude Desktop & Code.

Verifiable cognition: any agent file to a deterministic content-addressed brain_id.

JWT-gated LLM gateway: authenticate (bcrypt/JWT), then run a LangChain-on-Vertex Gemini completion.

Search AI-designed print-on-demand clothing, or have a new motif invented from one sentence.

Understand how AI platforms represent their brand, identify visibility gaps and growth opportunities.

Developmental agents + Wu Wei compute routing: evolve from outcomes, route to cheapest reliable.

Run a prompt through a LangChain (system + human) chain over Gemini on Vertex AI; optional LangSmith

Translate MCP — wraps LibreTranslate API (https://libretranslate.com/)

AI Feeds MCP.