"AI tools for debugging Python code" matching MCP connectors:

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

AIOProductOS: revenue, feedback, work and analytics on one customer record. 71 tools, 3 apps.

Contio MeetingOS: meetings, transcripts, action items, agendas, calendar, and project management.

GDPR-compliant calendar access for AI assistants. Google, Microsoft 365, Apple & more. EU-hosted.

PDF engagement layer for apps and agents: tracking links, read analytics, and a full PDF toolset.

Generate and read PDFs for AI agents: a generate_pdf and a read_pdf tool, priced per document.

DeepMark helps teachers deliver rapid, consistent marking with meaningful feedback for every student — in a fraction of the time. What once took a week, now takes one free period.

Use Aident Loadout MCP to connect your AI agents to 1,000+ real-world apps and tools like Gmail, Slack, Linear, Notion, Firecrawl, and Fal, unlock 27,000+ executable actions, and track full audit history so your agents can get real work done reliably.

Fill any PDF form from your AI agent — in a single tool call.

Mila is an AI-native collaborative platform for documents, spreadsheets, and slide presentations. The Mila MCP server lets AI assistants create, read, update, and manage office documents programmatically. 23 MCP tools covering documents, sheets, slides, and servers. Get your API key at https://mila.gg/api-keys.

Share markdown as public links from your AI assistant — expiring or permanent, no API key.

Grant readiness and application checklist generator for schools/PTAs/nonprofits.

Your personal action-item list — what you owe and what you're owed. AI proposes; you approve.

Search remote jobs, post job listings, find remote candidates, check salary benchmarks, and manage your career, all through AI conversation. The Himalayas MCP server connects your AI assistant to the Himalayas remote jobs marketplace in real time.

Build your mentoring inquiry with Marian Kamenistak: formal offer in 16 minutes, 16% AI discount.

Tables and ledgers checked by arithmetic, not by a model. 24 tools. MCP 2026-07-28 ready.

Formula-backed WorkPaper tools for workbook readback, input edits, and JSON persistence.

Generate PDFs from templates via AI chat. Works with Claude, ChatGPT, Cursor, and any MCP client.

The Teamwork.com official MCP server helps teams efficiently manage client projects with AI.

Calendly MCP Pack — wraps the Calendly API v2 for scheduling data.