Borrowing it
Nothing to install: this file belongs to ai-debugger-inc/aidb. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/ai-debugger-inc/aidb/main/.claude/skills/skill-developer/SKILL.mdgit clone --depth 1 https://github.com/ai-debugger-inc/aidbWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/ai-debugger-inc/aidb/skill-developer)<a href="https://agentmods.dev/skills/ai-debugger-inc/aidb/skill-developer"><img src="https://agentmods.dev/badge/skills/ai-debugger-inc/aidb/skill-developer/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/ai-debugger-inc/aidb/skill-developer"><img src="https://agentmods.dev/badge/skills/ai-debugger-inc/aidb/skill-developer.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00091 | $0.02934 |
| Opus 5.5 | $0.00036 | $0.01174 |
| Sonnet 5.5 | $0.00018 | $0.00587 |
| Haiku 4.5 | $0.00009 | $0.00293 |
Grade A, and why
skill-developer scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 404 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Skill Developer Guide
Purpose
Comprehensive guide for creating and managing skills in Claude Code with auto-activation system, following Anthropic's official best practices including the 500-line rule and progressive disclosure pattern.
When to Use This Skill
Automatically activates when you mention:
- Creating or adding skills
- Modifying skill triggers or rules
- Understanding how skill activation works
- Debugging skill activation issues
- Working with skill-rules.json
- Hook system mechanics
- Claude Code best practices
- Progressive disclosure
- YAML frontmatter
- 500-line rule
Related Skills
When building skills, reference:
- testing-strategy - Skills should be tested with real scenarios before extensive documentation
- code-reuse-enforcement - Skills should reference existing patterns/utilities from the codebase
Relationship to CLAUDE.md
Division of Responsibilities:
- CLAUDE.md: Global project context, high-level architecture, universal style rules
- Skills: Domain-specific detailed guidance, patterns, procedures (triggered by context)
- skill-developer: Meta-skill that maintains the skills system and explains its relationship to CLAUDE.md
When to Update:
- Global style rules (numpy docstrings, no emojis, use venv) → Update CLAUDE.md
- Domain patterns/practices (test patterns, adapter design) → Update relevant skill
- Skill system mechanics (triggers, hooks, 500-line rule) → Update skill-developer
Integration:
- CLAUDE.md references skills for detailed guidance (1-line pointers)
- Skills don't reference CLAUDE.md (avoid circular dependencies)
- skill-developer explains the complete hierarchy (this section)
Progressive Disclosure Hierarchy:
CLAUDE.md (Global Context)
↓ references
Skills (Domain Guidance)
↓ maintained by
skill-developer (Meta-Skill)
System Overview
The skills system uses a two-tier architecture (meta-skills vs domain skills) with automatic injection to seamlessly provide domain-specific context.
What ships with it
5 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 2mo ago First seen · 404 lines · 91 tokens per session scan A 5306d41162c8
skill-developer is a skill published in the GitHub repository ai-debugger-inc/aidb (21 stars, last pushed 5mo ago), licensed Apache-2.0. It adds 91 tokens to every session and 2,934 once invoked, about $0.0004 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
skill-developer compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| skill-developerai-debugger-inc/aidb | Skill | 21 | 5mo ago | Apache-2.0 | A | 91 | Claude Code |
| skill-creatorunslothai/unsloth | Skill | 79k | yesterday | Apache-2.0 | A | 26 | Claude Code |
| image-promptingunslothai/unsloth | Skill | 79k | yesterday | Apache-2.0 | A | 23 | Claude Code |
| create-researchhumanlayer/humanlayer | Skill | 13k | yesterday | Apache-2.0 | A | 16 | Claude Code, Codex |
| create-tech-designhumanlayer/humanlayer | Skill | 13k | yesterday | Apache-2.0 | A | 16 | Claude Code, Codex |
| iterate-tech-designhumanlayer/humanlayer | Skill | 13k | yesterday | Apache-2.0 | A | 16 | Claude Code, Codex |
| create-prdhumanlayer/humanlayer | Skill | 13k | yesterday | Apache-2.0 | A | 16 | Claude Code, Codex |