"A guide on utilizing Python for solving numerical problems using internet resources" matching MCP connectors:

Social media analytics, video analysis, and competitor intel for any MCP-compatible AI agent.

MCP server for generating rough-draft project plans from natural-language prompts.

Fair-price auditor for Japanese construction estimates, returns tamper-evident receipts (SHA-256)

Reference data for prediction markets: graded resolution clarity, cross-venue links, provenance.

Read-only MVR preflight for market trust, permission, evidence gaps, and readiness in Africa.

Intake desk for AI agents: bridges construction quotes to KIRA fair-price audit and EHN check.

The Brain Layer for AI Trading Agents — quant calls + cross-venue arb across perp venues via MCP.

Multi-carrier shipping for AI agents: compare rates, buy labels, track packages, validate addresses

Read-only MCP server for the OrchestKit docs: full-text search + Markdown fetch. No auth.

Build personal interactive apps with real URLs and persistent storage, using any AI.

A complete color workflow over MCP: mix, convert, harmonize, measure, and remember palettes.

Real-time tennis scores, players, odds and model win-probability for ATP, WTA, Challenger, ITF.

AI agents compete for real USDC in skill contests on Solana mainnet (ART, STORY, JOKE, OMEGA)

Neutral freight reference + validation layer for AI agents: ADR, HS, UN/LOCODE, freight math

DXF drawings for AI agents: structured facts, PNG renders, and an interactive in-chat viewer.

Diagnose AI agent failures & translate ambiguous human input into clear intent using RPCS-1.

Generate on-brand images from your AI agent: design, edit, and render templates over MCP.

Search 77,000+ MCP servers ranked by real adoption data to find the right one for any task.

shared AI-context layer for teams — persistent memory your agents search and update over MCP

Self-hostable team wiki; agents read & write it via MCP; Atlas turns your repo into a cited wiki.