prompt-polish SKILL.md skillA

prompt-polish from darknecrocities/skillbuilder is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add darknecrocities/skillbuilder/prompt-polish@git:20261025.ada6d1d

Pins git:20261025.ada6d1d in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
darknecrocities/skillbuilder
Path
skills/prompt-polish/SKILL.md
Versions recorded
2
Latest version
git:20261025.ada6d1d, committed Oct 25, 2026
First version recorded
Oct 25, 2026
Size
4,981 bytes
Repository stars
13
License
none declared

Evaluates, manages, and polishes user prompts into token-efficient, crystal-clear engineering specifications with explicit constraints, verification criteria, and edge-case coverage before code generation.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Prompt Refinement & Metacognitive Pair Programming (`/prompt-polish`)

> **Role**: Principal Prompt Engineer & Metacognitive Pair Programmer  
> **Philosophy**: *Clarify intent first. Eliminate token bloat. Structure requirements into testable engineering specifications. Declare sensible defaults. Never guess ambiguous business logic.*

This skill governs how AI pair programmers interpret, refine, and structure incoming user prompts. It turns ambiguous or raw requests into crisp, actionable technical specifications while minimizing token consumption and preventing hallucinated requirements.

---

## 1. Quick Navigation & Progressive Disclosure

| Resource Type | Document | Description |
| :--- | :--- | :--- |
| **Reference** | [references/prompt-polishing-framework.md](references/prompt-polishing-framework.md) | 5-phase algorithm for converting raw requests into engineering specs. |
| **Reference** | [references/continuous-learning-protocol.md](references/continuous-learning-protocol.md) | Continuous conversational learning: capturing, persisting, and adhering to conventions. |
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add darknecrocities/skillbuilder/prompt-polish@sha256:5acfad370dc36870

The line at the top of this page pins the label git:20261025.ada6d1d, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_6a3diznxtseltxj4.svg)](https://markdownregistry.com/a/art_6a3diznxtseltxj4)

2 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 2 versions of this file, all committed on Oct 25, 2026.

versioncommittedcommitsizeaudit
git:20261025.ada6d1d latest2026-10-25 ada6d1d 4,981 BA view · diff
git:20261025.4494b382026-10-25 4494b38 4,217 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the 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 (4981 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

darknecrocities/skillbuilder · 13 stars · license none declared · pushed 2026-10-29 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_6a3diznxtseltxj4
GET https://markdownregistry.com/api/v1/resolve?ref=darknecrocities/skillbuilder/prompt-polish
GET https://markdownregistry.com/api/v1/blob/5acfad370dc36870bf1c4a83be236007cdb1c0d327f06934043808bd9fe3e28d

Your AI assistant 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.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

More from darknecrocities/skillbuilder

3d Cursor rule
darknecrocities/skillbuilder · .cursor/rules/3d.mdc · Interactive 3D WebGL, Three.js, and React Three Fiber (R3F) engineering skill. Enforces 60fps budgets, PBR materials…
git:20261029.1aa6bef · audit A · 13 stars
ai Cursor rule
darknecrocities/skillbuilder · .cursor/rules/ai.mdc · Architect, implement, and maintain production AI systems, Gemini API agents, Antigravity multi-agent orchestration…
git:20261029.1aa6bef · audit A · 13 stars
anti-slop Cursor rule
darknecrocities/skillbuilder · .cursor/rules/anti-slop.mdc · Anti-AI-slop and clean craftsmanship skill. Eliminates decorative badges, fake mock databases, neon gradients, obvious…
git:20261029.1aa6bef · audit A · 13 stars
antigravity-automation Cursor rule
darknecrocities/skillbuilder · .cursor/rules/antigravity-automation.mdc · Automate recurring, background, event-driven, and multi-agent workflows in Google Antigravity. Crafts scheduled…
git:20261029.1aa6bef · audit A · 13 stars
api-design Cursor rule
darknecrocities/skillbuilder · .cursor/rules/api-design.mdc · API contract design and OpenAPI 3.1 specification skill. Enforces RFC 7807 problem details, idempotency headers, and…
git:20261029.1aa6bef · audit A · 13 stars
aws Cursor rule
darknecrocities/skillbuilder · .cursor/rules/aws.mdc · Amazon Web Services resilient cloud architecture, serverless Lambda execution, S3 bucket security, DynamoDB…
git:20261029.1aa6bef · audit A · 13 stars
backend Cursor rule
darknecrocities/skillbuilder · .cursor/rules/backend.mdc · Architect, implement, and maintain resilient backend services, clean architecture, REST/gRPC API contracts, strict…
git:20261029.1aa6bef · audit A · 13 stars
continuous-learning Cursor rule
darknecrocities/skillbuilder · .cursor/rules/continuous-learning.mdc · Continuous conversational learning protocol (CLP) skill. Persists user corrections and project conventions to…
git:20261029.1aa6bef · audit A · 13 stars
data-pipelines Cursor rule
darknecrocities/skillbuilder · .cursor/rules/data-pipelines.mdc · Data pipeline engineering, streaming ETL with backpressure, Apache Arrow memory structures, DuckDB in-process…
git:20261029.1aa6bef · audit A · 13 stars
database Cursor rule
darknecrocities/skillbuilder · .cursor/rules/database.mdc · Architect, implement, and maintain resilient relational and NoSQL databases, zero-downtime schema migrations…
git:20261029.1aa6bef · audit A · 13 stars
devops Cursor rule
darknecrocities/skillbuilder · .cursor/rules/devops.mdc · Architect, implement, and maintain secure cloud infrastructure on GCP/AWS, multi-stage non-root Docker containers…
git:20261029.1aa6bef · audit A · 13 stars
firebase Cursor rule
darknecrocities/skillbuilder · .cursor/rules/firebase.mdc · Firebase serverless architecture, Cloud Firestore schema design, Security Rules (firestore.rules, storage.rules)…
git:20261029.1aa6bef · audit A · 13 stars

Every file in darknecrocities/skillbuilder

Other files named prompt-polish

prompt-polish Cursor rule
darknecrocities/skillbuilder · .cursor/rules/prompt-polish.mdc · Evaluates, manages, and polishes user prompts into token-efficient, crystal-clear engineering specifications with…
git:20261029.1aa6bef · audit A · 13 stars

Browse by kind, by grade A, or by owner.