
Field Manual
MDPilot docs
MDPilot turns messy task input — tickets, threads, specs — into precise, expert-grade prompts your AI coding agent can act on immediately. It also generates production-grade instruction files, explains code to any audience, converts documents to markdown, and more.
Two ways to use it
Go to mdpilot.in/task — no account, no install, no API key. Paste a task and get a structured prompt in seconds.
Try Task mode →
Install the MCP server for Claude Code, Cursor, Windsurf, or Goose. MDPilot reads your actual repo — files reference real scripts and paths.
MCP setup →
What MDPilot can do
Task mode
primaryPaste a ticket, Slack thread, or half-formed idea — get a structured TASK.md your AI agent can act on immediately. No vague prompts, no guessing.
Generate instruction files
generateGenerate AGENTS.md, CLAUDE.md, README, CONTRIBUTING, SECURITY, SKILL, DESIGN, and more — grounded in your real repo, not boilerplate.
Explain code
explainTurn any file or directory into a plain-language WALKTHROUGH.md tuned to your audience — AI agent, new team member, learner, or non-technical stakeholder.
Convert any file to markdown
convertDrop a PDF, Word doc, spreadsheet, or image. Get clean, token-efficient markdown via Microsoft MarkItDown — ready to paste into any AI tool.
Image → AI prompt
labsUpload any image and get a precise recreation prompt for FLUX, Stable Diffusion, Midjourney, or DALL-E — plus a negative prompt and tag list.
Interview primer
labsEnter a role, level, and job description — get a ready-to-paste AI coach prompt that runs mock interviews and gives real-time feedback.
Documentation
All reference docs
Files reference
Every file MDPilot generates and when to use each
Token optimizer
How the 5-pass optimizer cuts 20–40% without losing meaning
Drift detection
Keep docs in sync as your codebase evolves
Generate mode
AGENTS.md, CLAUDE.md, README, DESIGN, and more
Explain mode
Code → plain-language walkthrough for any audience
Convert mode
PDF, Word, CSV, HTML → clean markdown
Image → Prompt
Recreation prompts for FLUX, SD, Midjourney, DALL-E
Interview primer
Role + JD → AI coach prompt