Home / ma-nucho-pro / shotpilot · skills/shotpilot/SKILL.md · GitHub

shotpilot skillA

shotpilot is agent-read markdown (skill) from ma-nucho-pro/shotpilot: Autonomous image-generation director for hosts with an image capability. Use whenever the user asks to create, generate, render, edit, transform, restyle, translate, repair, or improve an AI image or image prompt. Converts the user's request into a precise canonical JSON image spec, validates it, adapts it to the available host tool or webhook, and dispatches generation automatically so the user does not need to copy JSON or prompts. Handles references, identity preservation, products, people, p.

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

What the file says

# ShotPilot

Turn rough image intent into a validated production spec and send it to the image generator automatically when the host exposes one. The host context or manifest may help discovery, but this file remains the canonical workflow.

## Non-negotiable behavior

1. **Do not make the user copy JSON.** Build the JSON internally, validate it, then dispatch generation when an image tool/provider is available.
2. **Preserve intent before enriching.** Never replace the user's subject, exact text, identity, composition, style, colors, count, or edit invariants with your own taste.
3. **Do not invent visible details that contradict references.** If a reference image exists, treat it as ground truth for the requested preserved attributes.
4. **Ask only when a missing fact is outcome-critical.** Otherwise choose a sensible default and proceed.
5. **Generate one final image by default.** Do not spend on unrequested variants or retries through paid APIs.
6. **Use JSON as the internal contract.** If the image tool accepts structured input, pass it. If it only accepts text, render the validated JSON into a model-native prompt and send that.
…

Read the whole file at its exact version.

How to install

Latest version
mdr add ma-nucho-pro/shotpilot/shotpilot@git:20260914.c07b9d2
Exact content
mdr add ma-nucho-pro/shotpilot/shotpilot@sha256:524dde8ee51d268d

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_m3xgo4ull6biliod.svg)](https://markdownregistry.com/a/art_m3xgo4ull6biliod)

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Versions

versioncommittedcommitsizeaudit
git:20260914.c07b9d2 latest2026-09-14 c07b9d2 9,487 BA view · diff
git:20260911.ce4a7f42026-09-11 ce4a7f4 8,127 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (9487 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

ma-nucho-pro/shotpilot · 3 stars · license MIT · pushed 2026-09-21 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_m3xgo4ull6biliod
GET https://markdownregistry.com/api/v1/resolve?ref=ma-nucho-pro/shotpilot/shotpilot
GET https://markdownregistry.com/api/v1/blob/524dde8ee51d268dea1d88bffb9ff9fad554994d8cc8c5200fe3c8e48bea65e4

Your agent does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

More from ma-nucho-pro/shotpilot

AGENTS.md agents
ma-nucho-pro/shotpilot · AGENTS.md
git:20260914.c07b9d2 · audit A · 3 stars
CLAUDE.md claude
ma-nucho-pro/shotpilot · CLAUDE.md
git:20260914.c07b9d2 · audit A · 3 stars

Every file in ma-nucho-pro/shotpilot

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