Developer Tools MCP Servers

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Execute Python code on Google Colab GPU runtimes (T4/L4) from any MCP client

Build, compile, run and export FlagQuantum circuits locally. No credentials or outbound network.

Generate pixel art sprites, animations, 8-direction rotations and palettes for games.

Amateur radio MCP server with band plans, EIRP, cable loss, antenna gains, and more

Retrieve product specifications and technical details from Icecat's database

Live worldwide wildfire detections, fire archive, citable stats, aircraft. Free, CC BY 4.0.

Deterministic logical reasoning engine — facts in Euclid IR, solutions with proof trees

Observability for AI apps: investigate traces, logs, LLM usage, replays and crashes; manage alerts.

Pay-per-call agent tools: Polymarket signals, IPFS pinning, EIP-712 attestations. USDC on Base.

US site diligence for agents: parcels, power, flood, zoning rules and more, each with its source.

Set up and track brand social accounts and their connections.

Email for agents: newsletters, subscribers, contacts, broadcasts. OAuth sign-in, no API key.

Deterministic research automation with live OpenAlex search and reusable workflow programs.

Deterministic domain name valuation: fair-value interval, scored factors, real comparable sales.

Medical & health news feed, ~20 items/day. $0.01/query. Register in-session — free testnet funds.

Reports real token usage and cost from Claude Code and OpenCode data. Nothing leaves your machine.

Yuque MCP server with safe read/write tools for groups, group members, repositories, docs, and TOC.

PascalCase token count, value discarded

Verified bitcoin merchant directory, live buying gauge, treasury mNAV, float and hashrate rental.

26 AI tools: DeFi, OSINT, crypto, intel feeds, search, proxy. x402 micropayments.

Manage Gmail messages, threads, labels, drafts, and settings from your workflows. Send and organiz…

Energy and transcript heuristics for voice turn endpoint detection.

UTM-tagged short links with naming rules, QR codes and click analytics, from your AI.

Hydra operation count, body discarded

Run your Calaf recruiting book from chat: firms, people, pipeline, calendar, notes, and prep.

Rug pull risk and on-chain forensics for tokens on Solana and six EVM chains.

Search FCC radio licenses, find nearby licensed sites, and see who is licensed on a frequency.

Global weather via Open-Meteo: forecast, historical, marine, air quality, geocoding, elevation.

Packet ordering simulation and inter-arrival jitter telemetry.

x402 paid API tools for AI agents on Solana: crypto safety, market data, KYB/AML verification.

Your intent, in every AI call - every model means what you meant, not what it guessed.

MCP server for GitHub repo health, commit summaries, issue triage, and RAG Q&A.

Universal captcha solving with the industry-standard createTask / getTaskResult protocol, 19 task

Deterministic, source-cited rental property tools: turnover estimates and deposit rules by US state.

Nanoliters to liters, number discarded

Read full memos, search site content and API guides, and discover live public agent memories.

Shared debugging memory for AI coding agents

NESO MCP — Great Britain electricity grid open data (api.neso.energy)

Enhance, virtually stage and turn real estate listing photos into video with AI.

OpenBtoB trade intelligence with 9 MCP tools.

LayerZero V2 MCP: EndpointV2 quotes, OFT transfers, Stargate V2, Value Transfer API, DVNs.

Free context-engineering audits for AI agents. BYOK Anthropic key. Top-3 findings per scan.

Explore ideas in Prism fields, run studies, and read research findings.

Mochii work graph: projects, tasks, meetings. Stiki OAuth. Not Nexus memory.

Whether an AI agent may fetch a URL, on what terms, and at what price. Free, no key, no signup.

Check what an AI assistant tells buyers about a company against the company's own pricing pages.

Bilibili videos for AI agents: search, creators, trending, stats, tags and danmaku comments.