"Learning to Create an Expert Python Program to Exit GitHub" matching MCP connectors:

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.

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.

clariBI is an AI-powered business intelligence platform built for small and mid-sized SaaS, ecommerce, and operations teams. Instead of writing SQL or building dashboards manually, users ask questions in plain English ("what's our CAC by channel last quarter?") and the AI engine pulls the data from Stripe, HubSpot, Google Analytics, ad platforms, Jira, and 30+ other sources via the open Model Context Protocol. Dashboards generate themselves on source connect.

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.

Hosted MCP server to humanize AI text: tell scans, voice fingerprints, burstiness, rewrite checks.

20 content-creation persona and skill products plus real writing analyzers over MCP: analyze_writing measures readability and style issues, headline_analyzer ranks up to 20 headlines, reading_time and social_length_check validate platform fit, and get_free_skill loads any product's complete free gateway skill.

An instrumented editing loop for AI drafts: ai_tell_scan scores how human a draft reads with quoted evidence, burstiness_report maps sentence rhythm, voice_fingerprint profiles a real person's writing numerically, and the premium humanize_plan / verify_rewrite pair produces a rewrite brief and proves the result moved toward the target voice.

MCP server for RiverScript, an AI transcription platform - fetches transcripts shared via a link.

Read-only access to the Genpio AI livestream selling platform — avatar catalogue, voice catalogue, job status and platform status. No account or API key required.

Adversarial verification for AI agents - pay an independent skeptic per verdict in USDC via x402.

Author rules from policy docs, then decide: a Rete engine gives the verdict, an LLM explains why.

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

Verified dev-error fixes sold per-lookup to AI agents on-chain. Free search; 3 free samples.

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.

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

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

Match singers to songs by vocal range: score fit, karaoke difficulty, and voice type.