"Python code quality improvement and codebase diagram generation tools" matching MCP connectors:

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

Search domain availability and pricing, straight from chat, then open a link to register.

Generate synthetic random user data for testing, demos, and development without using real persona.

Give AI assistants secure access to your organization's structured business data. Search records, create and update records, retrieve schema information, and manage workflow states using natural language. You need two values for every request: x-api-key — your Web Data Forms API Key x-group-id — your Web Data Forms Group ID You can find these in your Web Data Forms accounts group->information page. Preferred method: request header When possible, pass the credentials as HTTP headers: x-api-key: <your-api-key> x-group-id: <your-group-id> This is the preferred option because it keeps credentials out of the URL and is more secure. Fallback method: query parameters If your MCP client does not support custom headers, the server also accepts the credentials as URL query parameters. Example: https://mcp.webdataforms.com?x-api-key=abc123&x-group-id=xyz456 Detailed information here: https://github.com/Web-Data-Forms/mcp-server-docs/blob/main/README.md

Helena Bioinformatics MCP for clinical variant interpretation, ACMG/AMP evidence and literature.

Enumerate and inspect PubFi capabilities, then execute an exact selected route.

Segments your customer book from three columns of transaction data and tells you, in dollars, who is slipping, what they're worth, and who to call today.

Measured share of answer for 24 crypto and Web3 brands. An open dataset, not an audit of your site.

Search French and European case law and French legal texts (codes, statutes, treaties).

A connector providing AI assistants searchable access to climate-aligned contract clauses, glossary terms, and practical guides from The Chancery Lane Project's curated knowledge graph.

Manage products, EU Digital Product Passports, operator parties, and GS1 EPCIS supply-chain events.

500+ pay-per-call tools + skill packs. USDC + USDG on 12 chains, or free via proof-of-work.

290+ quality-scored API capabilities for AI agents across 27 countries via MCP.

Ranks today's call list by what each conversation is worth in dollars, and flags the leads going cold before they die.

Live censorship signals, evidence-bounded machine analysis, and tamper-evident AI model evals.

Twenty-two paid x402 and MPP tools for agent discovery, payment safety, data, and DeFi.

Check how much real depth Armasourcing's vetted Filipino virtual assistant pool has for a specific role, skills and timezone, and understand how hiring and engagement work. Returns aggregate pool statistics only, no candidate names, no profiles, and no pricing, and ends in a free discovery call booking.

Analyze inventory levels and optimize stock allocation to reduce waste and avoid stockouts.

Independent pre-transaction audit for construction estimates. Free, and every verdict recomputes.

DXF and PDF/X-4 for AI agents: structured facts, PNG renders, an interactive in-chat viewer.