https://github.com/tripleyak/SkillForge
The ultimate meta-skill for generating best-in-class Claude Code skills.
https://github.com/tripleyak/SkillForge
claude-ai claude-code claude-skills
Last synced: about 2 months ago
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The ultimate meta-skill for generating best-in-class Claude Code skills.
- Host: GitHub
- URL: https://github.com/tripleyak/SkillForge
- Owner: tripleyak
- License: mit
- Created: 2025-12-30T01:02:27.000Z (2 months ago)
- Default Branch: main
- Last Pushed: 2025-12-31T03:29:26.000Z (2 months ago)
- Last Synced: 2026-01-03T22:03:16.025Z (about 2 months ago)
- Topics: claude-ai, claude-code, claude-skills
- Language: Python
- Homepage:
- Size: 66.9 MB
- Stars: 203
- Watchers: 4
- Forks: 23
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
- awesome-claude-code - **SkillForge** - skill for generating best-in-class Claude Code skills. (Claude Skills)
README
# SkillForge v4.0
**From Art to Engineering: A Manifesto for AI Skill Creation.**
---
## The Problem
The central challenge in AI development isn't a lack of ideas, but the inconsistent process of turning them into robust, reliable skills. Current methods are often ad-hoc, brittle, and difficult to scale—resembling more of an art form than a predictable engineering discipline.
---
## The Solution
**Quality is built in, not bolted on.**
SkillForge is a methodology where rigor is integrated into every step of the creation process, from initial conception to final validation. It's a fundamental shift from reactive testing to proactive engineering.
---
## What's New in v4.0
### Phase 0: Universal Skill Triage
SkillForge now analyzes **any input**—prompts, errors, code, URLs—and automatically routes to the right action:
- **USE_EXISTING** - Existing skill handles this perfectly
- **IMPROVE_EXISTING** - Existing skill is close but needs enhancement
- **CREATE_NEW** - No good match, create new skill
- **COMPOSE** - Multiple skills needed, suggest chain
```bash
# These all work - SkillForge routes automatically:
SkillForge: create a skill for automated code review
→ Creates new skill (Phase 1-4)
help me debug this TypeError
→ Recommends debugging skills
do I have a skill for Excel?
→ Searches and recommends matching skills
```
### Universal Domain Matching
- Matches by **concept** (debugging, testing, spreadsheets) not hardcoded skill names
- Works for **everyone** regardless of what skills you have installed
- 20+ domain categories with intelligent synonym matching
- Graceful degradation - returns `CREATE_NEW` when no skills match
---
## The 4-Phase Architecture
SkillForge implements its philosophy through a rigorous, autonomous 4-phase architecture. This structure ensures that every skill undergoes comprehensive analysis, thorough specification, clean generation, and objective approval before it is complete.
---
## Phase 1: Deep Analysis
**Maximum depth before a single line is generated.**
Every problem is systematically deconstructed through **11 distinct thinking lenses**. This framework forces a holistic and unbiased evaluation, moving beyond surface-level requirements to uncover hidden constraints, edge cases, and long-term implications.
The 11 lenses include: Systems Thinking, First Principles, User-Centric Thinking, Edge Cases, Temporal Analysis, Security Implications, Ethical Considerations, Regression Analysis, Scalability, Performance, and Long-Term Viability.
---
## Phases 2 & 3: Specification & Generation
**Translating deep analysis into a flawless build.**
The insights from the 11 lenses are codified into a structured, machine-readable specification using a standardized XML template. This spec then guides an autonomous generation phase, ensuring the final skill is a perfect implementation of the exhaustive analysis.
---
## Phase 4: Multi-Agent Synthesis
**A panel of experts demands unanimous approval.**
A generated skill is not considered complete until it passes a rigorous synthesis protocol. It is submitted to a panel of specialized Opus 4.5 agents, each evaluating the skill against distinct, specialized criteria. **Approval must be unanimous.**
The panel includes:
- **Code Quality Agent** - Architecture, patterns, correctness
- **Evolution Agent** - Timelessness, extensibility, future-readiness
- **Security Agent** - Vulnerability assessment, safe patterns
- **Script Agent** (conditional) - Validates code quality when scripts are present
---
## The Evolution Mandate
**Designing for a multi-year lifespan.**
Skills built with SkillForge are not ephemeral. A dedicated **Evolution & Timelessness Agent** scores every skill on its potential for longevity, extensibility, and future-readiness.
**The skill must achieve a score of ≥7/10 to pass. This is a non-negotiable quality gate.**
---
## Three Core Principles
| Principle | Implementation |
|-----------|----------------|
| **Engineer for Agents** | Standardized directory structure, XML-based templates, automated validation |
| **Systematize Rigor** | 4-phase architecture, regression questioning, 11 thinking lenses, multi-agent synthesis |
| **Design for Evolution** | Dedicated Evolution agent, mandatory ≥7/10 timelessness score, required extension points |
---
## Agentic Capabilities
SkillForge includes a comprehensive script integration framework, enabling skills to possess fully agentic capabilities like self-verification, error recovery, and state persistence.
**Key Features:**
- **Phase 1D: Automation Analysis** - Proactively identifies opportunities for Python scripts
- **Conditional 4th Agent** - Script Agent validates code quality when scripts are present
- **Self-verification** - Scripts can verify their own outputs
- **State persistence** - Track progress across sessions
### New Scripts in v4.0
| Script | Purpose |
|--------|---------|
| `triage_skill_request.py` | Intelligent input classification and skill matching |
| `discover_skills.py` | Scans all skill sources and builds searchable index |
| `match_skills.py` | Multi-factor confidence scoring |
| `verify_recommendation.py` | Self-verification of recommendation quality |
---
## Directory Structure
The methodology is reflected in a clean, predictable, and standardized directory structure. Every component has its place, from templates and references to validation scripts.
```
skillforge/
├── SKILL.md # Main skill definition
├── README.md # This file
├── LICENSE # MIT License
├── references/ # The "brain" of the system
│ ├── regression-questions.md
│ ├── multi-lens-framework.md
│ ├── specification-template.md
│ ├── evolution-scoring.md
│ ├── synthesis-protocol.md
│ └── script-integration-framework.md
├── assets/
│ └── templates/ # Reusable blueprints
│ ├── skill-spec-template.xml
│ ├── skill-md-template.md
│ └── script-template.py
└── scripts/ # Automated quality gates
├── triage_skill_request.py
├── discover_skills.py
├── match_skills.py
├── verify_recommendation.py
├── validate-skill.py
└── package_skill.py
```
---
## Installation & Usage
```bash
# Installation
cp -r skillforge ~/.claude/skills/
# Full autonomous execution
SkillForge: {goal}
# Natural language activation
create skill for {purpose}
# Generate specification only
skillforge --plan-only
```
### Triggers
**Creation:**
- `SkillForge: {goal}` - Full autonomous skill creation
- `create skill` - Natural language activation
- `design skill for {purpose}` - Purpose-first creation
**Routing (v4.0):**
- `{any input}` - Analyzes and routes automatically
- `do I have a skill for` - Searches existing skills
- `which skill` / `what skill` - Recommends matching skills
- `improve {skill-name} skill` - Enters improvement mode
---
## Requirements
- Claude Code CLI
- Claude Opus 4.5 model access
- Python 3.8+ (for validation scripts)
---
## Conclusion
**SkillForge is a systematic methodology for quality.**
By codifying expert analysis, rigorous specification, and multi-agent peer review into a fully autonomous system, SkillForge provides a blueprint for building the next generation of robust, reliable, and evolution-aware AI skills.
**It transforms skill creation from an art into an engineering discipline.**
---
## License
MIT License - see [LICENSE](LICENSE)
---
## Changelog
### v4.0.0 (Current)
- Renamed from SkillCreator to SkillForge
- Added Phase 0: Universal Skill Triage
- Added universal domain-based matching (works for everyone)
- Added triage, discovery, matching, and verification scripts
- Intelligent routing: USE → IMPROVE → CREATE → COMPOSE
### v3.2.0
- Added Script Integration Framework for agentic skills
- Added 4th Script Agent to synthesis panel (conditional)
- Added Phase 1D: Automation Analysis
### v3.1.0
- Added progressive disclosure structure
- Fixed frontmatter for packaging compatibility
### v3.0.0
- Complete redesign as ultimate meta-skill
- Added regression questioning loop
- Added multi-lens analysis framework (11 models)
- Added evolution/timelessness core lens
- Added multi-agent synthesis panel