"Task" matching MCP connectors:

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

Pre-flight, probabilistic token-spend estimate (range, scenario, confidence) for a coding task.

Turns rough requests into sharp Role/Task/Context/Format prompts. Thai and English.

Discover AI tools for game development — 100+ tools indexed by engine, task, and pricing.

Discover public AI agents, reusable recipes, and trusted benchmark evidence by task.

Ranks the best AI tool or API per task: transcription, TTS, web search, scraping and OCR.

Pick the right LLM for any task. Ranked shortlist with rationale across 8 evaluators.

XFMS picks the right LLM model for any stated task. You give it a concrete purpose ("fixing bugs in a Python codebase", "summarizing 50-page commercial leases"), and it infers which quality benchmarks matter, weighs every model in its catalog against those dimensions, and returns a ranked shortlist with plain-English rationale per pick. The catalog updates continuously from 8 independent third-party evaluators — no provider self-reports, no single-source benchmarks.

LLM provider intelligence for AI agents. Get ranked recommendations for your task type, compare pricing and capabilities. Tools: recommend_llm, list_providers, check_provider_status.

Search, reuse, verify AI reasoning. Task marketplace with leaderboard. Zero-barrier, no auth.

The human API for AI agents. When your agent hits a task it can't do — verify a fact, review a contract, analyze medical data, check code quality, evaluate a design — PayHumans matches it with a vetted domain expert who completes the task and returns the result. Zero setup required. Call register_agent to get an API key and $50 free credits instantly. No login, no credit card, no approval process. Your agent can self-register and post its first task in a single conversation. Expert domains avail

Turn any AI assistant into an expert prompt engineer. Ultra Prompt gives your AI 1,000+ professionally written prompt templates, reasoning frameworks, and multi-step workflows! Just describe your task and it builds a polished, ready-to-run prompt.

An AI owl character (Hoo) MCP server for music production tools. Provides 12 tools across user profiles, conversation history, Hoo personality context, and MUEDial task management. Built with Cloudflare Workers + Neon PostgreSQL.

Multi-agent governance: task orchestration, compliance, decision validation, and ML predictions.