"Techniques to Improve Agent Programming" matching MCP connectors:

AI-agent image generation: cohesive sets & illustrations. PNG/WebP (optional transparency) or JPEG.

The agent-native cloud: database, functions, AI, storage, computers. 50 tools, one API key.

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

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.

AI agent infrastructure: dedup, cost prediction, validation, governance, failure intelligence.

Pay-per-use tool API for AI agents. Free tier, x402 USDC micropayments, or API key.

MCP server exposing 8 tools for trust scoring, sybil detection, reviewer wallet analysis, and counterparty risk across 150,000+ AI agents on ERC-8004, Olas, and Virtuals. Streamable HTTP, JSON-RPC 2.0, no API key required.

MiCA compliance evidence, stablecoin risk scoring (105+ tokens), macroeconomic regime detection (86 FRED series), and AI agent governance. 79 tools across 5 MCP servers. Every response ECDSA-signed, blockchain-anchored, audit-ready. Free tier, no API key needed. Works with Claude Managed Agents.

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.

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.

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

Preflight QA for AI-agent deliverables with structured verdicts and repair guidance.

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

Carbon-accounted agent compute: free footprints; certificates backed by real offset retirement.