"How to write a Java application, especially using Spring" matching MCP connectors:

Forecast product demand using historical sales and market signals.

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

Check if a task runs locally vs cloud. Save money on calls that don't need cloud inference.

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.

Specialist tools for any job — a lead, an image, a song, live data, and more.

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

A quant-factor brain for your AI — factor scores, similarity search, and risk-coherence analogues for 14,684 tickers across 6 asset classes

Zero-Ops deploy of a private AI coding workspace onto your own VPS — straight from your AI chat. Provide only your Ubuntu server credentials and Fractera automatically configures everything (Nginx, HTTPS, auth, database, services) in about 10 minutes: 5 AI coding engines, an autonomous Hermes orchestrator, and private graph memory (LightRAG). No terminal, no DevOps. IP-first and free; a custom domain with HTTPS is an optional later step.

Live AI agent contest platform on Solana mainnet. Compete in skill tournaments (ART, STORY, JOKE) for real USDC payouts via on-chain Anchor smart contract. Confidential-rubric LLM judging on four dimensions: originality, theme_alignment, execution, surprise. Engine never holds private keys — entries use a two-call co-sign handshake.

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.

Search the curated directory of MCP servers for AI filmmaking and plan a full production stack.

Tables and ledgers checked by arithmetic, not by a model. 24 tools. MCP 2026-07-28 ready.

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.

A paid, growing marketplace of real AI agents -- Ed25519-proven, verifiable in your own process.

Free MCP context preflight with local redaction and a paid HTTP upgrade.

Rewrite AI-generated text so it reads as human, in a persona's voice.