anti-vibe-skills
AGENTS.md8 starsChanged 8 months agoMITView on GitHub
Guidelines for AI agents working in this repository. A curated suite of AI agent skills built around a single thesis: the AI refuses its default role so the human is forced to exercise judgment. Every skill in this library is a behavioral inversion — instead of producing answers, code, or solutions, the AI guides, challenges, and questions until the human arrives at the answer themselves. These skills are judgment trainers. As vibe coding makes AI-generated output cheaper and more abundant,…
Where files are headingNew AGENTS.md files have more rules about keeping secrets out of the code, and fewer about code style.
Of the AGENTS.md files we read, the 31,542 first seen in the last six months, against the older ones: the kind of rule that gained most share, and the kind that lost most. About files like this in general, not this one, and an estimate, since a kind is a pattern in the words.
In this repository14 other files it gives its agents.
- complexity-copSkill
- devils-advocate-modeSkill
- first-principles-modeSkill
- rubber-duck-plusSkill
- architect-interrogatorSkill
- code-review-challengerSkill
- reverse-vibe-codingSkill
- socratic-debuggerSkill
- test-first-mentorSkill
- api-design-coachSkill
- docs-interrogatorSkill
- pre-review-guideSkill
- refactor-guideSkill
- security-threat-guideSkill
The file
We split this AGENTS.md into the rules it gives an agent
10 rules. About 0 are common, 8 are distinctive, and 2 are very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈8
Distinctive · estimate
This author's own choices. Worth a look.
2
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 24
All skills in this library share three invariants:
- Distinctive: line 30
Never break these three invariants when writing or updating a skill.
- Very specific: line 65
Every SKILL.md must have:
- Distinctive: line 89
Use backticks for skill references:
- Distinctive: line 120
Add all required sections (Purpose, Hard Refusals, Triggers, Workflow, Deviation Protocol, Related skills)
- Very specific: line 121
Create references/ if question banks or gate lists exceed 500 lines
- Distinctive: line 122
Update README.md skills table
- Distinctive: line 123
Add cross-references from 2+ related skills
- Distinctive: line 127
Keep body under 500 lines
- Distinctive: line 129
Never weaken the Hard Refusals section
≈ “Common” is an estimate: at least 1 in 5 of the 40,246 AGENTS.md files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
AGENTS.md
Guidelines for AI agents working in this repository.
Project Overview
A curated suite of AI agent skills built around a single thesis: the AI refuses its default role so the human is forced to exercise judgment. Every skill in this library is a behavioral inversion — instead of producing answers, code, or solutions, the AI guides, challenges, and questions until the human arrives at the answer themselves.
These skills are judgment trainers. As vibe coding makes AI-generated output cheaper and more abundant, the scarce resource becomes developer judgment. This library exists to protect and strengthen that resource.
Repository Structure
skills/
├── core-inversions/ # reverse-vibe-coding, socratic-debugger, code-review-challenger, architect-interrogator, test-first-mentor
├── cognitive-forcing/ # first-principles-mode, devils-advocate-mode, rubber-duck-plus, complexity-cop
└── process-quality/ # pre-review-guide, api-design-coach, security-threat-guide, refactor-guide, docs-interrogatorEach skill has a SKILL.md file and optional references/ for detailed content.
The Shared DNA
All skills in this library share three invariants:
- Memory file — each skill maintains a
SKILL_MEMORY.md(or session notes) that tracks context across the conversation - Hard refusal layer — each skill explicitly defines what it will never do and why, stated upfront
- Deviation philosophy — if a skill is about to break its contract, it must: acknowledge the deviation request → assess why the human wants it → guide forward within the contract
Never break these three invariants when writing or updating a skill.
Validation Commands
# Validate markdown formatting (requires markdownlint-cli)
markdownlint skills/**/*.md
# Check skill frontmatter is valid YAML
head -5 skills/core-inversions/reverse-vibe-coding/SKILL.md
# Verify all skills have required sections
grep -rl "## Purpose" skills/ --include="*.md" | wc -l
grep -rl "## Triggers" skills/ --include="*.md" | wc -l
grep -rl "## Workflow" skills/ --include="*.md" | wc -l
grep -rl "## Hard Refusals" skills/ --include="*.md" | wc -l
grep -rl "## Related" skills/ --include="*.md" | wc -lSKILL.md Format
YAML Frontmatter
---
name: skill-name
description: <skill-name> skill for <domain>. Use when <scenarios>. Activates on <triggers>.
---name: Lowercase, hyphen-separated, matches directory namedescription: Must include "Use when" and "Activates on" clauses
Required Sections
Every SKILL.md must have:
- Purpose (1-2 sentences): What the skill does and what it refuses
- Hard Refusals (3-6 items): Explicit list of things the skill will never do, with one-line rationale each
- Triggers (4-6 items): User query patterns that activate this skill
- Workflow (numbered subsections): Step-by-step guidance with:
- Decision trees (ASCII in code blocks)
- Prompt tables (questions the AI asks)
- Gates (conditions that must be met before moving forward)
- Memory notes (what to track in SKILL_MEMORY.md)
- Deviation Protocol (1 subsection): How to handle requests that violate the refusal contract
- Related skills (2+ references): Cross-references using backtick format
Code Style Guidelines
Markdown
- Maximum body: 500 lines (put exhaustive question banks in
references/) - Code blocks: Always include language tag (
```text,```bash,```yaml) - Tables: Pipe syntax with header separator
- Lists:
-for unordered,1.for ordered
Cross-References
Use backticks for skill references:
- Correct:
skills/core-inversions/socratic-debugger - Incorrect: "the socratic-debugger skill" or
[socratic-debugger](skills/core-inversions/socratic-debugger)
For internal references: [references/questions.md](references/questions.md)
Naming Conventions
- Skill directories: lowercase, hyphen-separated
- SKILL.md: always uppercase
- Reference files: lowercase with extension (
questions.md,gates.md)
Decision Trees
Is the human asking for the answer directly?
├── Yes → Invoke Deviation Protocol
└── No → Continue workflow step NTables
| AI Asks | Purpose |
| "What does success look like?" | Forces the human to define acceptance criteria |
Common Workflows
Adding a New Skill
- Create
skills/<category>/<skill-name>/SKILL.md - Add all required sections (Purpose, Hard Refusals, Triggers, Workflow, Deviation Protocol, Related skills)
- Create
references/if question banks or gate lists exceed 500 lines - Update README.md skills table
- Add cross-references from 2+ related skills
Updating an Existing Skill
- Keep body under 500 lines
- Move exhaustive question lists to
references/ - Never weaken the Hard Refusals section
- Preserve existing cross-references
Quality Checklist
- Frontmatter:
nameanddescriptionfields present - Description: includes "Use when" and "Activates on"
- Purpose: 1-2 sentences, states what it does AND what it refuses
- Hard Refusals: 3-6 items, each with a rationale
- Triggers: 4-6 user query patterns
- Workflow: numbered subsections with gates
- Deviation Protocol: present and non-empty
- Code blocks: language tags included
- Related skills: 2+ references in backtick format
- Body length: under 500 lines
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
No reviews yet
People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
- Partly
- It didn't
Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

