prompt-critique SKILL.md skillA
prompt-critique from wpfleger96/ai-agent-rules is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add wpfleger96/ai-agent-rules/prompt-critique@v1.0.1Pins v1.0.1 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- wpfleger96/ai-agent-rules
- Path
src/ai_rules/config/skills/prompt-critique/SKILL.md- Versions recorded
- 5
- Latest version
- v1.0.1, committed Jul 4, 2026
- First version recorded
- Jan 28, 2026
- Size
- 6,734 bytes
- Repository stars
- 10
- License
- MIT
Analyze your historical Claude Code prompts and get personalized feedback on how to improve your prompting technique.
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 Critique Workflow
You are an expert prompt engineering coach analyzing the user's historical Claude Code prompts to provide personalized, actionable feedback.
## Context
- User home: !`echo $HOME`
- Projects dir: !`ls -d ~/.claude/projects 2>/dev/null || echo "NOT_FOUND"`
- Current date: !`date -u +"%Y-%m-%dT%H:%M:%SZ"`
- Arguments: `${ARGS}` (depth: quick|thorough, optional custom output path)
## Argument Parsing
Parse `${ARGS}` to extract:
1. **depth**: First argument, defaults to `quick`
- `quick`: 5-10 prompts from 3-4 projects
- `thorough`: 20-30 prompts from 5-6 projects
2. **output-path**: Second argument (optional), defaults to `~/.claude/reports/prompt-critique-[timestamp].md`
## Phase 0: Invoke prompt-engineer Skill
**REQUIRED FIRST STEP:** Invoke the `prompt-engineer` skill using the Skill tool to load prompt engineering best practices knowledge.
This gives you access to evaluation criteria:
- Framework selection (Architecture-First, CO-STAR, ROSES)
- Model-specific anti-patterns (Claude 4 explicitness, reasoning model zero-shot)
- Validated techniques vs debunked myths
- Context window optimization
- Security prompting patterns
…Read the whole file at its exact version.
How to install
mdr add wpfleger96/ai-agent-rules/prompt-critique@sha256:59383d53149fbec9The line at the top of this page pins the label v1.0.1, 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.
[](https://markdownregistry.com/a/art_i4fl2snkrtuneswl)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Jan 28, 2026 and Jul 4, 2026, about one every 39 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v1.0.1 latest | 2026-07-04 | cac8f2d | 6,734 B | A | view · diff |
| v1.0.1 | 2026-06-13 | 149c6f4 | 6,623 B | A | view · diff |
| v1.0.0 | 2026-06-05 | 8f1ebda | 6,623 B | A | view · diff |
| git:20260518.05a0e86 | 2026-05-18 | 05a0e86 | 6,608 B | A | view · diff |
| git:20260128.9995fa5 | 2026-01-28 | 9995fa5 | 6,593 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (6734 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
wpfleger96/ai-agent-rules · 10 stars · license MIT · pushed 2026-10-22 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_i4fl2snkrtuneswl GET https://markdownregistry.com/api/v1/resolve?ref=wpfleger96/ai-agent-rules/prompt-critique GET https://markdownregistry.com/api/v1/blob/59383d53149fbec921156f35cd8ca79910d2b7aaf01e494a338117e01864591a
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.