"How to build your own knowledge base" matching MCP connectors:

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

Find your AI agent's likely failure mode, get runtime settings, and clarify ambiguous prompts.

Persistent memory layer that saves and recalls your project context and preferences.

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.

No-key MCP: audit/certify MCPs, signed trust history; join Gold Rush Town & build with your LLM.

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.

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.

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

Pay-per-call QUBO/Ising optimization for AI agents via x402 (USDC on Base). No API keys.

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

Free AI visibility (GEO/AEO) audit: can ChatGPT, Claude and Perplexity find and cite your website?

Music superpowers for your AI agent. Curated licensed music and AI tools that do the rest. Right where you already work.

23 agent tools + a measured per-call model cost dataset. No key needed to start.

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

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

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