MCP servers

Knowledge coverage map and health score. Ingest docs into a governed knowledge graph via MCP.

MCP server for API testing. 35 tools: HTTP, assertions, flows, OpenAPI, collections.

Anthropic Claude Messages API MCP server — chat, vision, web search, extended thinking

Secure Python sandbox for data optimization and Matplotlib rendering via x402 microtransactions.

Connect AI assistants to Roblox Studio — manipulate the DataModel with 14 tools

Headless Eclipse MAT MCP server for Java heap dump analysis

Offline JPS validator, conformance tester, and experimental evaluator over stdio MCP; keyless.

Bidirectional data lineage graph for Power BI (.pbix) files, from source to display

DeFi data API for AI agents — pay-per-call via x402/USDC on Base

Secure MCP server for sandboxed filesystem operations with document parsing support.

India-first MCP server for NSE/BSE, fundamentals, analytics, and market research workflows.

Run visual regression tests, review diffs, and manage baselines on a Lastest instance.

Ainecto MCP connector for workspace, document, ERD, diagram, task, and attachment workflows.

Fast, local VM orchestration (QEMU/KVM) with native MCP support for autonomous agents.

Polish used-car market data: valuations, price history, liquidity, regional prices. Keyless demo.

Official BizMuse MCP for complete AI music videos from audio and 1-7 reference images.

Fast polyglot source code intelligence: symbols, imports, dependencies, and impact analysis.

Recognition-first cross-agent memory federation. One shared memory across all your agents.

MCP server for accessing Yazio user & nutrition data (unofficial)

Deploy Python functions as web apps with auto-generated UI, REST API, and shareable links.

Toxicity, sentiment, NER, PII detection, and language identification tools

Find where to post on Reddit and score your draft before posting — no API keys needed.

MCP server for link checking using linkinator

Amazon Ads API MCP server for Amazon Advertising API

YouTube MCP server for search, transcripts, frames, comments, channels, and local semantic corpora.

Routes AI tasks to dynamic LLM-generated skills via an orbital classifier.

Pre-tool policy enforcement + JSONL audit for AI agents. Apache 2.0.

Construction takeoff for AI agents: load plans, set scale, measure, count, export with provenance.

MCP security trust layer: scan packages, inspect repos, check exposure, monitor changes.

MCP server for L402-protected APIs via Bitcoin Lightning. Pay-per-call AI tools in sats.

Wraps sigrok-cli for signal analysis: capture data, decode protocols, and query instruments.

Stateful OpenAPI sandbox for AI agents to validate API integrations end-to-end.

Safety-aware MCP server for Linear issues, projects, cycles, and dependencies.

Clean product data from any URL. Schema.org + AI extraction. 200 free calls/month.

Mint, resolve, audit, and rotate scope-limited expiring access links (qURLs) for AI agents.

Security suite for AI agents: flag drains, permit-phishing & risky actions before signing.

Cloudflare Workers MCP server: ai-model-router

Cloudflare Workers MCP server: api-schema-drift-detector

Gives LLMs ears. Spectral, harmonic, rhythm, stereo, and structural audio analysis.

45 judges that evaluate AI-generated code for security, cost, and quality with built-in AST.

Search, analyze and manage events on OpenAgenda.

Run governed SQL queries and inspect database schemas from MCP agents.

Compliant political SMS/MMS from MCP clients: projects, contacts, analytics, billing.

MCP server for transcribing Google Chat voice messages using Groq Whisper API

Stock trades of U.S. Congress & executive-branch officials, with conflict flags. Read-only.

Print-on-demand catalog, listings, and fulfillment for AI agents.

MCP server for Zoop — marketplace payments, splits, sellers, buyers, transfers

Email validation and SMTP verification for Claude Desktop, Cursor, and Claude Code.

Normalized GitHub-CLI bridge for Claude Code — 89 ops, 6 families incl. federation sources

Issue signed receipts for AI agent actions; verify any receipt offline - free, no account.