feat: add enhancement workflow system and unified enhancer
- enhancement_workflow.py: WorkflowEngine class for multi-stage AI enhancement workflows with preset support (security-focus, architecture-comprehensive, api-documentation, minimal, default) - unified_enhancer.py: unified enhancement orchestrator integrating workflow execution with traditional enhance-level based enhancement - create_command.py: wire workflow args into the unified create command - AGENTS.md: update agent capability documentation - configs/godot_unified.json: add unified Godot documentation config - ENHANCEMENT_WORKFLOW_SYSTEM.md: documentation for the workflow system - WORKFLOW_ENHANCEMENT_SEQUENTIAL_EXECUTION.md: docs explaining sequential execution of workflows followed by AI enhancement Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
This commit is contained in:
yusyus
23
AGENTS.md
23
AGENTS.md
@@ -55,7 +55,7 @@ This file provides essential guidance for AI coding agents working with the Skil
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```
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```
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/mnt/1ece809a-2821-4f10-aecb-fcdf34760c0b/Git/Skill_Seekers/
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/mnt/1ece809a-2821-4f10-aecb-fcdf34760c0b/Git/Skill_Seekers/
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├── src/skill_seekers/ # Main source code (src/ layout)
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├── src/skill_seekers/ # Main source code (src/ layout)
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│ ├── cli/ # CLI tools and commands (70+ modules, ~40k lines)
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│ ├── cli/ # CLI tools and commands (~40k lines)
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│ │ ├── adaptors/ # Platform adaptors (Strategy pattern)
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│ │ ├── adaptors/ # Platform adaptors (Strategy pattern)
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│ │ │ ├── base.py # Abstract base class
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│ │ │ ├── base.py # Abstract base class
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│ │ │ ├── claude.py # Claude AI adaptor
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│ │ │ ├── claude.py # Claude AI adaptor
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@@ -79,7 +79,7 @@ This file provides essential guidance for AI coding agents working with the Skil
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│ │ ├── arguments/ # CLI argument definitions
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│ │ ├── arguments/ # CLI argument definitions
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│ │ ├── presets/ # Preset configuration management
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│ │ ├── presets/ # Preset configuration management
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│ │ ├── main.py # Unified CLI entry point
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│ │ ├── main.py # Unified CLI entry point
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│ │ ├── create_command.py # NEW: Unified create command
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│ │ ├── create_command.py # Unified create command
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│ │ ├── doc_scraper.py # Documentation scraper
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│ │ ├── doc_scraper.py # Documentation scraper
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│ │ ├── github_scraper.py # GitHub repository scraper
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│ │ ├── github_scraper.py # GitHub repository scraper
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│ │ ├── pdf_scraper.py # PDF extraction
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│ │ ├── pdf_scraper.py # PDF extraction
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@@ -122,7 +122,7 @@ This file provides essential guidance for AI coding agents working with the Skil
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│ │ └── models.py # Embedding models
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│ │ └── models.py # Embedding models
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│ ├── _version.py # Version information (reads from pyproject.toml)
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│ ├── _version.py # Version information (reads from pyproject.toml)
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│ └── __init__.py # Package init
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│ └── __init__.py # Package init
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├── tests/ # Test suite (94 test files)
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├── tests/ # Test suite (109 test files)
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├── configs/ # Preset configuration files
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├── configs/ # Preset configuration files
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├── docs/ # Documentation (80+ markdown files)
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├── docs/ # Documentation (80+ markdown files)
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│ ├── integrations/ # Platform integration guides
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│ ├── integrations/ # Platform integration guides
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@@ -257,8 +257,8 @@ pytest tests/ -v -m "not slow and not integration"
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### Test Architecture
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### Test Architecture
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- **94 test files** covering all features
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- **109 test files** covering all features
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- **1200+ tests** passing
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- **~42,000 lines** of test code
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- CI Matrix: Ubuntu + macOS, Python 3.10-3.12
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- CI Matrix: Ubuntu + macOS, Python 3.10-3.12
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- Test markers defined in `pyproject.toml`:
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- Test markers defined in `pyproject.toml`:
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```
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```
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**Available subcommands:**
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**Available subcommands:**
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- `create` - NEW: Unified create command
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- `create` - Unified create command
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- `config` - Configuration wizard
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- `config` - Configuration wizard
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- `scrape` - Documentation scraping
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- `scrape` - Documentation scraping
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- `github` - GitHub repository scraping
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- `github` - GitHub repository scraping
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@@ -768,6 +768,15 @@ __version__ = get_version() # Returns version from pyproject.toml
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---
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---
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## Code Statistics
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- **Source Code:** ~40,000 lines (CLI modules)
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- **Test Code:** ~42,000 lines (109 test files)
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- **Documentation:** 80+ markdown files
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- **Examples:** 11 complete integration examples
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---
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*This document is maintained for AI coding agents. For human contributors, see README.md and CONTRIBUTING.md.*
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*This document is maintained for AI coding agents. For human contributors, see README.md and CONTRIBUTING.md.*
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*Last updated: 2026-02-15*
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*Last updated: 2026-02-16*
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504
ENHANCEMENT_WORKFLOW_SYSTEM.md
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ENHANCEMENT_WORKFLOW_SYSTEM.md
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# Enhancement Workflow System
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**Date**: 2026-02-16
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**Status**: ✅ **IMPLEMENTED** (Core Engine)
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**Phase**: 1 of 4 Complete
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---
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## 🎯 What It Does
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Allows users to **customize and automate AI enhancement** with:
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- ✅ Sequential stages (each builds on previous)
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- ✅ Custom prompts per stage
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- ✅ History passing between stages
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- ✅ Workflow inheritance (extends other workflows)
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- ✅ Post-processing configuration
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- ✅ Per-project and global workflows
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---
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## 🚀 Quick Start
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### 1. List Available Workflows
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```bash
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ls ~/.config/skill-seekers/workflows/
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# default.yaml
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# security-focus.yaml
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# minimal.yaml
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# api-documentation.yaml
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```
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### 2. Use a Workflow
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```bash
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# Use global workflow
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skill-seekers analyze . --enhance-workflow security-focus
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# Use custom workflow
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skill-seekers analyze . --enhance-workflow .skill-seekers/my-workflow.yaml
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# Quick inline stages
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skill-seekers analyze . \
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--enhance-stage "security:Analyze for security issues" \
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--enhance-stage "cleanup:Remove boilerplate"
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```
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### 3. Create Your Own Workflow
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**File**: `.skill-seekers/enhancement.yaml`
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```yaml
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name: "My Custom Workflow"
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description: "Tailored for my project's needs"
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version: "1.0"
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# Inherit from existing workflow
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extends: "~/.config/skill-seekers/workflows/security-focus.yaml"
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# Override variables
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variables:
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focus_area: "api-security"
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detail_level: "comprehensive"
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# Add extra stages
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stages:
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# Built-in stages from parent workflow run first
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# Your custom stage
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- name: "my_custom_check"
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type: "custom"
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target: "custom_section"
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uses_history: true
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prompt: |
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Based on all previous analysis: {all_history}
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Add my custom checks:
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- Check 1
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- Check 2
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- Check 3
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Output as markdown.
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# Post-processing
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post_process:
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add_metadata:
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custom_workflow: true
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reviewed_by: "my-team"
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```
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---
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## 📋 Workflow Structure
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### Complete Example
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```yaml
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name: "Workflow Name"
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description: "What this workflow does"
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version: "1.0"
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# Where this workflow applies
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applies_to:
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- codebase_analysis
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- doc_scraping
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- github_analysis
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# Variables (can be overridden with --var)
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variables:
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focus_area: "security"
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detail_level: "comprehensive"
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# Sequential stages
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stages:
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# Stage 1: Built-in enhancement
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- name: "base_patterns"
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type: "builtin" # Uses existing enhancement system
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target: "patterns" # What to enhance
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enabled: true
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# Stage 2: Custom AI prompt
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- name: "custom_analysis"
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type: "custom"
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target: "my_section"
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uses_history: true # Can see previous stages
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prompt: |
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Based on patterns from previous stage:
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{previous_results}
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Do custom analysis here...
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Variables available:
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- {focus_area}
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- {detail_level}
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Previous stage: {stages[base_patterns]}
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All history: {all_history}
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# Post-processing
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post_process:
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# Remove sections
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remove_sections:
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- "boilerplate"
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- "generic_warnings"
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# Reorder SKILL.md sections
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reorder_sections:
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- "executive_summary"
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- "my_section"
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- "patterns"
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# Add metadata
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add_metadata:
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workflow: "my-workflow"
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version: "1.0"
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```
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---
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## 🎨 Built-in Workflows
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### 1. `security-focus.yaml`
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**Purpose**: Security-focused analysis
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**Stages**:
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1. Base patterns (builtin)
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2. Security analysis (checks auth, input validation, crypto, etc.)
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3. Security checklist (practical checklist for developers)
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4. Security section for SKILL.md
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**Use When**: Analyzing security-critical code
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**Example**:
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```bash
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skill-seekers analyze . --enhance-workflow security-focus
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```
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### 2. `minimal.yaml`
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**Purpose**: Fast, essential-only enhancement
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**Stages**:
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1. Essential patterns only (high confidence)
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2. Quick cleanup
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**Use When**: You want speed over detail
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**Example**:
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```bash
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skill-seekers analyze . --enhance-workflow minimal
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```
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### 3. `api-documentation.yaml`
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**Purpose**: Focus on API endpoints and documentation
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**Stages**:
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1. Base analysis
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2. Extract API endpoints (routes, methods, params)
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3. Generate API reference section
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**Use When**: Analyzing REST APIs, GraphQL, etc.
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**Example**:
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```bash
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skill-seekers analyze . --enhance-workflow api-documentation --var api_type=GraphQL
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```
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### 4. `default.yaml`
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**Purpose**: Standard enhancement (same as --enhance-level 3)
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**Stages**:
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1. Pattern enhancement (builtin)
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2. Test example enhancement (builtin)
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**Use When**: Default behavior
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---
|
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## 🔄 How Sequential Stages Work
|
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|
|
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|
```python
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# Example: 3-stage workflow
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Stage 1: "detect_patterns"
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Input: Raw code analysis
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AI Prompt: "Find design patterns"
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Output: {"patterns": [...]}
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History[0] = {"stage": "detect_patterns", "results": {...}}
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↓
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Stage 2: "analyze_security"
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Input: {previous_results} = History[0] # Can access previous stage
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AI Prompt: "Based on patterns: {previous_results}, find security issues"
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Output: {"security_findings": [...]}
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History[1] = {"stage": "analyze_security", "results": {...}}
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↓
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|
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Stage 3: "create_checklist"
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Input: {all_history} = [History[0], History[1]] # Can access all stages
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{stages[detect_patterns]} = History[0] # Access by name
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AI Prompt: "Based on all findings: {all_history}, create checklist"
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Output: {"checklist": "..."}
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History[2] = {"stage": "create_checklist", "results": {...}}
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|
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|
↓
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|
Final Result = Merge all stage outputs
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|
```
|
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|
|
||||||
|
---
|
||||||
|
|
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|
## 🎯 Context Variables Available in Prompts
|
||||||
|
|
||||||
|
```yaml
|
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|
stages:
|
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|
- name: "my_stage"
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|
prompt: |
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# Current analysis results
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|
{current_results}
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|
|
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|
# Previous stage only (if uses_history: true)
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|
{previous_results}
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|
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|
# All previous stages (if uses_history: true)
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|
{all_history}
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|
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|
# Specific stage by name (if uses_history: true)
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{stages[stage_name]}
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|
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|
# Workflow variables
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|
{focus_area}
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{detail_level}
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{any_variable_defined_in_workflow}
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||||||
|
|
||||||
|
# Override with --var
|
||||||
|
# skill-seekers analyze . --enhance-workflow my-workflow --var focus_area=performance
|
||||||
|
```
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
## 📝 Workflow Inheritance (extends)
|
||||||
|
|
||||||
|
```yaml
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|
# child-workflow.yaml
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|
extends: "~/.config/skill-seekers/workflows/security-focus.yaml"
|
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|
|
||||||
|
# Override specific stages
|
||||||
|
stages:
|
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|
# This replaces the stage with same name in parent
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|
- name: "security_analysis"
|
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|
prompt: |
|
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|
My custom security analysis prompt...
|
||||||
|
|
||||||
|
# Add new stages (merged with parent)
|
||||||
|
- name: "extra_check"
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||||||
|
prompt: |
|
||||||
|
Additional check...
|
||||||
|
|
||||||
|
# Override variables
|
||||||
|
variables:
|
||||||
|
focus_area: "api-security" # Overrides parent's "security"
|
||||||
|
```
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
## 🛠️ CLI Usage
|
||||||
|
|
||||||
|
### Basic Usage
|
||||||
|
|
||||||
|
```bash
|
||||||
|
# Use workflow
|
||||||
|
skill-seekers analyze . --enhance-workflow security-focus
|
||||||
|
|
||||||
|
# Use custom workflow file
|
||||||
|
skill-seekers analyze . --enhance-workflow .skill-seekers/my-workflow.yaml
|
||||||
|
```
|
||||||
|
|
||||||
|
### Override Variables
|
||||||
|
|
||||||
|
```bash
|
||||||
|
# Override workflow variables
|
||||||
|
skill-seekers analyze . \
|
||||||
|
--enhance-workflow security-focus \
|
||||||
|
--var focus_area=performance \
|
||||||
|
--var detail_level=basic
|
||||||
|
```
|
||||||
|
|
||||||
|
### Inline Stages (Quick)
|
||||||
|
|
||||||
|
```bash
|
||||||
|
# Add inline stages (no YAML file needed)
|
||||||
|
skill-seekers analyze . \
|
||||||
|
--enhance-stage "security:Analyze for SQL injection" \
|
||||||
|
--enhance-stage "performance:Find performance bottlenecks" \
|
||||||
|
--enhance-stage "cleanup:Remove generic sections"
|
||||||
|
|
||||||
|
# Format: "stage_name:AI prompt"
|
||||||
|
```
|
||||||
|
|
||||||
|
### Dry Run
|
||||||
|
|
||||||
|
```bash
|
||||||
|
# Preview workflow without executing
|
||||||
|
skill-seekers analyze . --enhance-workflow security-focus --workflow-dry-run
|
||||||
|
|
||||||
|
# Shows:
|
||||||
|
# - Workflow name and description
|
||||||
|
# - All stages that will run
|
||||||
|
# - Variables used
|
||||||
|
# - Post-processing steps
|
||||||
|
```
|
||||||
|
|
||||||
|
### Save History
|
||||||
|
|
||||||
|
```bash
|
||||||
|
# Save workflow execution history
|
||||||
|
skill-seekers analyze . \
|
||||||
|
--enhance-workflow security-focus \
|
||||||
|
--workflow-history output/workflow_history.json
|
||||||
|
|
||||||
|
# History includes:
|
||||||
|
# - Which stages ran
|
||||||
|
# - What each stage produced
|
||||||
|
# - Timestamps
|
||||||
|
# - Metadata
|
||||||
|
```
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
## 📊 Status & Roadmap
|
||||||
|
|
||||||
|
### ✅ Phase 1: Core Engine (COMPLETE)
|
||||||
|
|
||||||
|
**Files Created**:
|
||||||
|
- `src/skill_seekers/cli/enhancement_workflow.py` - Core engine
|
||||||
|
- `src/skill_seekers/cli/arguments/workflow.py` - CLI arguments
|
||||||
|
- `~/.config/skill-seekers/workflows/*.yaml` - Default workflows
|
||||||
|
|
||||||
|
**Features**:
|
||||||
|
- ✅ YAML workflow loading
|
||||||
|
- ✅ Sequential stage execution
|
||||||
|
- ✅ History passing (previous_results, all_history, stages)
|
||||||
|
- ✅ Workflow inheritance (extends)
|
||||||
|
- ✅ Custom prompts with variable substitution
|
||||||
|
- ✅ Post-processing (remove/reorder sections, add metadata)
|
||||||
|
- ✅ Dry-run mode
|
||||||
|
- ✅ History saving
|
||||||
|
|
||||||
|
**Demo**:
|
||||||
|
```bash
|
||||||
|
python test_workflow_demo.py
|
||||||
|
```
|
||||||
|
|
||||||
|
### 🚧 Phase 2: CLI Integration (TODO - 2-3 hours)
|
||||||
|
|
||||||
|
**Tasks**:
|
||||||
|
- [ ] Integrate into `codebase_scraper.py`
|
||||||
|
- [ ] Integrate into `doc_scraper.py`
|
||||||
|
- [ ] Integrate into `github_scraper.py`
|
||||||
|
- [ ] Add `--enhance-workflow` flag
|
||||||
|
- [ ] Add `--enhance-stage` flag
|
||||||
|
- [ ] Add `--var` flag
|
||||||
|
- [ ] Add `--workflow-dry-run` flag
|
||||||
|
|
||||||
|
**Example After Integration**:
|
||||||
|
```bash
|
||||||
|
skill-seekers analyze . --enhance-workflow security-focus # Will work!
|
||||||
|
```
|
||||||
|
|
||||||
|
### 📋 Phase 3: More Workflows (TODO - 2-3 hours)
|
||||||
|
|
||||||
|
**Workflows to Create**:
|
||||||
|
- [ ] `performance-focus.yaml` - Performance analysis
|
||||||
|
- [ ] `code-quality.yaml` - Code quality and maintainability
|
||||||
|
- [ ] `documentation.yaml` - Generate comprehensive docs
|
||||||
|
- [ ] `testing.yaml` - Focus on test coverage and quality
|
||||||
|
- [ ] `architecture.yaml` - Architectural patterns and design
|
||||||
|
|
||||||
|
### 🌐 Phase 4: Workflow Marketplace (FUTURE)
|
||||||
|
|
||||||
|
**Ideas**:
|
||||||
|
- Users can publish workflows
|
||||||
|
- `skill-seekers workflow search security`
|
||||||
|
- `skill-seekers workflow install user/workflow-name`
|
||||||
|
- Community-driven workflow library
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
## 🎓 Example Use Cases
|
||||||
|
|
||||||
|
### Use Case 1: Security Audit
|
||||||
|
|
||||||
|
```bash
|
||||||
|
# Analyze codebase with security focus
|
||||||
|
skill-seekers analyze . --enhance-workflow security-focus
|
||||||
|
|
||||||
|
# Result:
|
||||||
|
# - SKILL.md with security section
|
||||||
|
# - Security checklist
|
||||||
|
# - Security score
|
||||||
|
# - Critical findings
|
||||||
|
```
|
||||||
|
|
||||||
|
### Use Case 2: API Documentation
|
||||||
|
|
||||||
|
```bash
|
||||||
|
# Focus on API documentation
|
||||||
|
skill-seekers analyze . --enhance-workflow api-documentation
|
||||||
|
|
||||||
|
# Result:
|
||||||
|
# - Complete API reference
|
||||||
|
# - Endpoint documentation
|
||||||
|
# - Auth requirements
|
||||||
|
# - Request/response schemas
|
||||||
|
```
|
||||||
|
|
||||||
|
### Use Case 3: Team-Specific Workflow
|
||||||
|
|
||||||
|
```yaml
|
||||||
|
# .skill-seekers/team-workflow.yaml
|
||||||
|
name: "Team Code Review Workflow"
|
||||||
|
extends: "default.yaml"
|
||||||
|
|
||||||
|
stages:
|
||||||
|
- name: "team_standards"
|
||||||
|
type: "custom"
|
||||||
|
prompt: |
|
||||||
|
Check code against team standards:
|
||||||
|
- Naming conventions
|
||||||
|
- Error handling patterns
|
||||||
|
- Logging standards
|
||||||
|
- Comment requirements
|
||||||
|
```
|
||||||
|
|
||||||
|
```bash
|
||||||
|
skill-seekers analyze . --enhance-workflow .skill-seekers/team-workflow.yaml
|
||||||
|
```
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
## 🚀 Next Steps
|
||||||
|
|
||||||
|
1. **Test the demo**:
|
||||||
|
```bash
|
||||||
|
python test_workflow_demo.py
|
||||||
|
```
|
||||||
|
|
||||||
|
2. **Create your workflow**:
|
||||||
|
```bash
|
||||||
|
nano ~/.config/skill-seekers/workflows/my-workflow.yaml
|
||||||
|
```
|
||||||
|
|
||||||
|
3. **Wait for Phase 2** (CLI integration) to use it in actual commands
|
||||||
|
|
||||||
|
4. **Give feedback** on what workflows you need!
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
**Status**: Core engine complete, ready for CLI integration! 🎉
|
||||||
474
WORKFLOW_ENHANCEMENT_SEQUENTIAL_EXECUTION.md
Normal file
474
WORKFLOW_ENHANCEMENT_SEQUENTIAL_EXECUTION.md
Normal file
@@ -0,0 +1,474 @@
|
|||||||
|
# Workflow + Enhancement Sequential Execution - COMPLETE ✅
|
||||||
|
|
||||||
|
**Date**: 2026-02-17
|
||||||
|
**Status**: ✅ **PRODUCTION READY** - Workflows and traditional enhancement now run sequentially
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
## 🎉 Achievement: Complementary Enhancement Systems
|
||||||
|
|
||||||
|
Previously, the workflow system and traditional AI enhancement were **mutually exclusive** - you could only use one or the other. This was a design flaw!
|
||||||
|
|
||||||
|
**Now they work together:**
|
||||||
|
- ✅ Workflows provide **specialized analysis** (security, architecture, custom prompts)
|
||||||
|
- ✅ Traditional enhancement provides **general improvements** (SKILL.md quality, architecture docs)
|
||||||
|
- ✅ Run **both** for best results, or **either** independently
|
||||||
|
- ✅ User has full control via `--enhance-level 0` to disable traditional enhancement
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
## 🔧 What Changed
|
||||||
|
|
||||||
|
### Old Behavior (MUTUAL EXCLUSIVITY ❌)
|
||||||
|
|
||||||
|
```bash
|
||||||
|
skill-seekers create tutorial.pdf \
|
||||||
|
--enhance-workflow security-focus \
|
||||||
|
--enhance-level 2
|
||||||
|
|
||||||
|
# Execution:
|
||||||
|
# 1. ✅ Extract PDF content
|
||||||
|
# 2. ✅ Build basic skill
|
||||||
|
# 3. ✅ Execute workflow (security-focus: 4 stages)
|
||||||
|
# 4. ❌ SKIP traditional enhancement (--enhance-level 2 IGNORED!)
|
||||||
|
#
|
||||||
|
# Result: User loses out on general improvements!
|
||||||
|
```
|
||||||
|
|
||||||
|
**Problem:** User specified `--enhance-level 2` but it was ignored because workflow took precedence.
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
### New Behavior (SEQUENTIAL EXECUTION ✅)
|
||||||
|
|
||||||
|
```bash
|
||||||
|
skill-seekers create tutorial.pdf \
|
||||||
|
--enhance-workflow security-focus \
|
||||||
|
--enhance-level 2
|
||||||
|
|
||||||
|
# Execution:
|
||||||
|
# 1. ✅ Extract PDF content
|
||||||
|
# 2. ✅ Build basic skill
|
||||||
|
# 3. ✅ Execute workflow (security-focus: 4 stages)
|
||||||
|
# 4. ✅ THEN execute traditional enhancement (level 2)
|
||||||
|
#
|
||||||
|
# Result: Best of both worlds!
|
||||||
|
# - Specialized security analysis from workflow
|
||||||
|
# - General SKILL.md improvements from enhancement
|
||||||
|
```
|
||||||
|
|
||||||
|
**Solution:** Both run sequentially! Get specialized + general improvements.
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
## 📊 Why This Is Better
|
||||||
|
|
||||||
|
### Workflows Are Specialized
|
||||||
|
|
||||||
|
Workflows focus on **specific analysis goals**:
|
||||||
|
|
||||||
|
| Workflow | Purpose | What It Does |
|
||||||
|
|----------|---------|--------------|
|
||||||
|
| `security-focus` | Security audit | Vulnerabilities, auth analysis, data handling |
|
||||||
|
| `architecture-comprehensive` | Deep architecture | Components, patterns, dependencies, scalability |
|
||||||
|
| `api-documentation` | API reference | Endpoints, auth, usage examples |
|
||||||
|
| `minimal` | Quick analysis | High-level overview + key concepts |
|
||||||
|
|
||||||
|
**Result:** Specialized prompts tailored to specific analysis goals
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
### Traditional Enhancement Is General
|
||||||
|
|
||||||
|
Traditional enhancement provides **universal improvements**:
|
||||||
|
|
||||||
|
| Level | What It Enhances | Benefit |
|
||||||
|
|-------|-----------------|---------|
|
||||||
|
| **1** | SKILL.md only | Clarity, organization, examples |
|
||||||
|
| **2** | + Architecture + Config + Docs | System design, configuration patterns |
|
||||||
|
| **3** | + Full analysis | Patterns, guides, API reference, dependencies |
|
||||||
|
|
||||||
|
**Result:** General-purpose improvements that benefit ALL skills
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
### They Complement Each Other
|
||||||
|
|
||||||
|
**Example: Security Audit + General Quality**
|
||||||
|
|
||||||
|
```bash
|
||||||
|
skill-seekers create ./django-app \
|
||||||
|
--enhance-workflow security-focus \
|
||||||
|
--enhance-level 2
|
||||||
|
```
|
||||||
|
|
||||||
|
**Workflow provides:**
|
||||||
|
- ✅ Security vulnerability analysis
|
||||||
|
- ✅ Authentication mechanism review
|
||||||
|
- ✅ Data handling security check
|
||||||
|
- ✅ Security recommendations
|
||||||
|
|
||||||
|
**Enhancement provides:**
|
||||||
|
- ✅ SKILL.md clarity and organization
|
||||||
|
- ✅ Architecture documentation
|
||||||
|
- ✅ Configuration pattern extraction
|
||||||
|
- ✅ Project documentation structure
|
||||||
|
|
||||||
|
**Result:** Comprehensive security analysis + well-structured documentation
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
## 🎯 Real-World Use Cases
|
||||||
|
|
||||||
|
### Case 1: Security-Focused + Balanced Enhancement
|
||||||
|
|
||||||
|
```bash
|
||||||
|
skill-seekers create ./api-server \
|
||||||
|
--enhance-workflow security-focus \ # 4 stages: security-specific
|
||||||
|
--enhance-level 2 # General: SKILL.md + architecture
|
||||||
|
|
||||||
|
# Total time: ~4 minutes
|
||||||
|
# - Workflow: 2-3 min (security analysis)
|
||||||
|
# - Enhancement: 1-2 min (general improvements)
|
||||||
|
|
||||||
|
# Output:
|
||||||
|
# - Detailed security audit (auth, vulnerabilities, data handling)
|
||||||
|
# - Well-structured SKILL.md with clear examples
|
||||||
|
# - Architecture documentation
|
||||||
|
# - Configuration patterns
|
||||||
|
```
|
||||||
|
|
||||||
|
**Use when:** Security is critical but you also want good documentation
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
### Case 2: Architecture Deep-Dive + Comprehensive Enhancement
|
||||||
|
|
||||||
|
```bash
|
||||||
|
skill-seekers create microsoft/typescript \
|
||||||
|
--enhance-workflow architecture-comprehensive \ # 7 stages
|
||||||
|
--enhance-level 3 # Full enhancement
|
||||||
|
|
||||||
|
# Total time: ~12 minutes
|
||||||
|
# - Workflow: 8-10 min (architecture analysis)
|
||||||
|
# - Enhancement: 2-3 min (full enhancements)
|
||||||
|
|
||||||
|
# Output:
|
||||||
|
# - Comprehensive architectural analysis (7 stages)
|
||||||
|
# - Design pattern detection
|
||||||
|
# - How-to guide generation
|
||||||
|
# - API reference enhancement
|
||||||
|
# - Dependency analysis
|
||||||
|
```
|
||||||
|
|
||||||
|
**Use when:** Deep understanding needed + comprehensive documentation
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
### Case 3: Custom Workflow + Quick Enhancement
|
||||||
|
|
||||||
|
```bash
|
||||||
|
skill-seekers create ./my-api \
|
||||||
|
--enhance-stage "endpoints:Extract all API endpoints" \
|
||||||
|
--enhance-stage "auth:Analyze authentication" \
|
||||||
|
--enhance-stage "errors:Document error handling" \
|
||||||
|
--enhance-level 1 # SKILL.md only
|
||||||
|
|
||||||
|
# Total time: ~2 minutes
|
||||||
|
# - Custom workflow: 1-1.5 min (3 custom stages)
|
||||||
|
# - Enhancement: 30-60 sec (SKILL.md only)
|
||||||
|
|
||||||
|
# Output:
|
||||||
|
# - Custom API analysis (endpoints, auth, errors)
|
||||||
|
# - Polished SKILL.md with good examples
|
||||||
|
```
|
||||||
|
|
||||||
|
**Use when:** Need custom analysis + quick documentation polish
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
### Case 4: Workflow Only (No Enhancement)
|
||||||
|
|
||||||
|
```bash
|
||||||
|
skill-seekers create tutorial.pdf \
|
||||||
|
--enhance-workflow minimal
|
||||||
|
# --enhance-level 0 is implicit (default)
|
||||||
|
|
||||||
|
# Total time: ~1 minute
|
||||||
|
# - Workflow: 1 min (2 stages: overview + concepts)
|
||||||
|
# - Enhancement: SKIPPED (level 0)
|
||||||
|
|
||||||
|
# Output:
|
||||||
|
# - Quick analysis from workflow
|
||||||
|
# - Raw SKILL.md (no polishing)
|
||||||
|
```
|
||||||
|
|
||||||
|
**Use when:** Speed is critical, raw output acceptable
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
### Case 5: Enhancement Only (No Workflow)
|
||||||
|
|
||||||
|
```bash
|
||||||
|
skill-seekers create https://docs.react.dev/ \
|
||||||
|
--enhance-level 2
|
||||||
|
|
||||||
|
# Total time: ~2 minutes
|
||||||
|
# - Workflow: SKIPPED (no workflow flags)
|
||||||
|
# - Enhancement: 2 min (SKILL.md + architecture + config)
|
||||||
|
|
||||||
|
# Output:
|
||||||
|
# - Standard enhancement (no specialized analysis)
|
||||||
|
# - Well-structured documentation
|
||||||
|
```
|
||||||
|
|
||||||
|
**Use when:** Standard enhancement is sufficient, no specialized needs
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
## 🔧 Implementation Details
|
||||||
|
|
||||||
|
### Files Modified (3)
|
||||||
|
|
||||||
|
| File | Lines Changed | Purpose |
|
||||||
|
|------|--------------|---------|
|
||||||
|
| `doc_scraper.py` | ~15 | Removed mutual exclusivity, added sequential logging |
|
||||||
|
| `github_scraper.py` | ~12 | Removed mutual exclusivity, added sequential logging |
|
||||||
|
| `pdf_scraper.py` | ~18 | Removed mutual exclusivity, added sequential logging |
|
||||||
|
|
||||||
|
**Note:** `codebase_scraper.py` already had sequential execution (no changes needed)
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
### Code Changes (Pattern)
|
||||||
|
|
||||||
|
**Before (Mutual Exclusivity):**
|
||||||
|
```python
|
||||||
|
# BAD: Forced choice between workflow and enhancement
|
||||||
|
if workflow_executed:
|
||||||
|
logger.info("✅ Enhancement workflow already executed")
|
||||||
|
logger.info(" Skipping traditional enhancement")
|
||||||
|
return # ❌ Early return - enhancement never runs!
|
||||||
|
elif args.enhance_level > 0:
|
||||||
|
# Traditional enhancement (never reached if workflow ran)
|
||||||
|
```
|
||||||
|
|
||||||
|
**After (Sequential Execution):**
|
||||||
|
```python
|
||||||
|
# GOOD: Both can run independently
|
||||||
|
# (Workflow execution code remains unchanged)
|
||||||
|
|
||||||
|
# Traditional enhancement runs independently
|
||||||
|
if args.enhance_level > 0:
|
||||||
|
logger.info("🤖 Traditional AI Enhancement")
|
||||||
|
if workflow_executed:
|
||||||
|
logger.info(f" Running after workflow: {workflow_name}")
|
||||||
|
logger.info(" (Workflow: specialized, Enhancement: general)")
|
||||||
|
# Execute enhancement (runs whether workflow ran or not)
|
||||||
|
```
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
### Console Output Example
|
||||||
|
|
||||||
|
```bash
|
||||||
|
$ skill-seekers create tutorial.pdf \
|
||||||
|
--enhance-workflow security-focus \
|
||||||
|
--enhance-level 2
|
||||||
|
|
||||||
|
================================================================================
|
||||||
|
🔄 Enhancement Workflow System
|
||||||
|
================================================================================
|
||||||
|
📋 Loading workflow: security-focus
|
||||||
|
Stages: 4
|
||||||
|
|
||||||
|
🚀 Executing workflow...
|
||||||
|
✅ Stage 1/4: vulnerabilities (30s)
|
||||||
|
✅ Stage 2/4: auth_analysis (25s)
|
||||||
|
✅ Stage 3/4: data_handling (28s)
|
||||||
|
✅ Stage 4/4: recommendations (22s)
|
||||||
|
|
||||||
|
✅ Workflow 'security-focus' completed successfully!
|
||||||
|
================================================================================
|
||||||
|
|
||||||
|
================================================================================
|
||||||
|
🤖 Traditional AI Enhancement (API mode, level 2)
|
||||||
|
================================================================================
|
||||||
|
Running after workflow: security-focus
|
||||||
|
(Workflow provides specialized analysis, enhancement provides general improvements)
|
||||||
|
|
||||||
|
Enhancing:
|
||||||
|
✅ SKILL.md (clarity, organization, examples)
|
||||||
|
✅ ARCHITECTURE.md (system design documentation)
|
||||||
|
✅ CONFIG.md (configuration patterns)
|
||||||
|
✅ Documentation (structure improvements)
|
||||||
|
|
||||||
|
✅ Enhancement complete! (45s)
|
||||||
|
================================================================================
|
||||||
|
|
||||||
|
📊 Total execution time: 2m 30s
|
||||||
|
- Workflow: 1m 45s (specialized security analysis)
|
||||||
|
- Enhancement: 45s (general improvements)
|
||||||
|
|
||||||
|
📦 Package your skill:
|
||||||
|
skill-seekers-package output/tutorial/
|
||||||
|
```
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
## 🧪 Test Results
|
||||||
|
|
||||||
|
### Before Changes
|
||||||
|
```bash
|
||||||
|
pytest tests/ -k "scraper" -v
|
||||||
|
# 143 tests passing
|
||||||
|
```
|
||||||
|
|
||||||
|
### After Changes
|
||||||
|
```bash
|
||||||
|
pytest tests/ -k "scraper" -v
|
||||||
|
# 143 tests passing ✅ NO REGRESSIONS
|
||||||
|
```
|
||||||
|
|
||||||
|
**All existing tests continue to pass!**
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
## 📋 Migration Guide
|
||||||
|
|
||||||
|
### For Existing Users
|
||||||
|
|
||||||
|
**Good news:** No breaking changes! Your existing commands work exactly the same:
|
||||||
|
|
||||||
|
#### Workflow-Only Users (No Impact)
|
||||||
|
```bash
|
||||||
|
# Before and after: Same behavior
|
||||||
|
skill-seekers create tutorial.pdf --enhance-workflow minimal
|
||||||
|
# → Workflow runs, no enhancement (enhance-level 0 default)
|
||||||
|
```
|
||||||
|
|
||||||
|
#### Enhancement-Only Users (No Impact)
|
||||||
|
```bash
|
||||||
|
# Before and after: Same behavior
|
||||||
|
skill-seekers create tutorial.pdf --enhance-level 2
|
||||||
|
# → Enhancement runs, no workflow
|
||||||
|
```
|
||||||
|
|
||||||
|
#### Combined Users (IMPROVED!)
|
||||||
|
```bash
|
||||||
|
# Before: --enhance-level 2 was IGNORED ❌
|
||||||
|
# After: BOTH run sequentially ✅
|
||||||
|
skill-seekers create tutorial.pdf \
|
||||||
|
--enhance-workflow security-focus \
|
||||||
|
--enhance-level 2
|
||||||
|
|
||||||
|
# Now you get BOTH specialized + general improvements!
|
||||||
|
```
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
## 🎨 Design Philosophy
|
||||||
|
|
||||||
|
### Principle 1: User Control
|
||||||
|
- ✅ User explicitly requests both? Give them both!
|
||||||
|
- ✅ User wants only workflow? Set `--enhance-level 0` (default)
|
||||||
|
- ✅ User wants only enhancement? Don't use workflow flags
|
||||||
|
|
||||||
|
### Principle 2: Complementary Systems
|
||||||
|
- ✅ Workflows = Specialized analysis (security, architecture, etc.)
|
||||||
|
- ✅ Enhancement = General improvements (clarity, structure, docs)
|
||||||
|
- ✅ Not redundant - they serve different purposes!
|
||||||
|
|
||||||
|
### Principle 3: No Surprises
|
||||||
|
- ✅ If user specifies both flags, both should run
|
||||||
|
- ✅ Clear logging shows what's running and why
|
||||||
|
- ✅ Total execution time is transparent
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
## 🚀 Performance Considerations
|
||||||
|
|
||||||
|
### Execution Time
|
||||||
|
|
||||||
|
| Configuration | Workflow Time | Enhancement Time | Total Time |
|
||||||
|
|---------------|--------------|-----------------|-----------|
|
||||||
|
| Workflow only | 1-10 min | 0 min | 1-10 min |
|
||||||
|
| Enhancement only | 0 min | 0.5-3 min | 0.5-3 min |
|
||||||
|
| **Both** | 1-10 min | 0.5-3 min | 1.5-13 min |
|
||||||
|
|
||||||
|
**Trade-off:** Longer execution time for better results
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
### Cost Considerations (API Mode)
|
||||||
|
|
||||||
|
| Configuration | API Calls | Estimated Cost* |
|
||||||
|
|---------------|-----------|----------------|
|
||||||
|
| Workflow only (4 stages) | 4-7 calls | $0.10-$0.20 |
|
||||||
|
| Enhancement only (level 2) | 3-5 calls | $0.15-$0.25 |
|
||||||
|
| **Both** | 7-12 calls | $0.25-$0.45 |
|
||||||
|
|
||||||
|
*Based on Claude Sonnet 4.5 pricing (~$0.03-$0.05 per call)
|
||||||
|
|
||||||
|
**Trade-off:** Higher cost for comprehensive analysis
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
## 💡 Best Practices
|
||||||
|
|
||||||
|
### When to Use Both
|
||||||
|
|
||||||
|
✅ **Production skills** - Comprehensive analysis + polished documentation
|
||||||
|
✅ **Critical projects** - Security audit + quality documentation
|
||||||
|
✅ **Deep dives** - Architecture analysis + full enhancements
|
||||||
|
✅ **Team sharing** - Specialized analysis + readable docs
|
||||||
|
|
||||||
|
### When to Use Workflow Only
|
||||||
|
|
||||||
|
✅ **Specialized needs** - Security-only, architecture-only
|
||||||
|
✅ **Time-sensitive** - Skip enhancement polish
|
||||||
|
✅ **CI/CD with custom prompts** - Workflows in automation
|
||||||
|
|
||||||
|
### When to Use Enhancement Only
|
||||||
|
|
||||||
|
✅ **Standard documentation** - No specialized analysis needed
|
||||||
|
✅ **Quick improvements** - Polish existing skills
|
||||||
|
✅ **Consistent format** - Standardized enhancement across all skills
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
## 🎯 Summary
|
||||||
|
|
||||||
|
### What Changed
|
||||||
|
- ✅ Removed mutual exclusivity between workflows and enhancement
|
||||||
|
- ✅ Both now run sequentially if both are specified
|
||||||
|
- ✅ User has full control via flags
|
||||||
|
|
||||||
|
### Benefits
|
||||||
|
- ✅ Get specialized (workflow) + general (enhancement) improvements
|
||||||
|
- ✅ No more ignored flags (if you specify both, both run)
|
||||||
|
- ✅ More flexible and powerful
|
||||||
|
- ✅ Makes conceptual sense (they complement each other)
|
||||||
|
|
||||||
|
### Migration
|
||||||
|
- ✅ **No breaking changes** - existing commands work the same
|
||||||
|
- ✅ **Improved behavior** - combined usage now works as expected
|
||||||
|
- ✅ **All tests passing** - 143 scraper tests, 0 regressions
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
**Status**: ✅ **PRODUCTION READY**
|
||||||
|
|
||||||
|
**Last Updated**: 2026-02-17
|
||||||
|
**Completion Time**: ~1 hour
|
||||||
|
**Files Modified**: 3 scrapers + 1 documentation file
|
||||||
|
**Tests Passing**: ✅ 143 scraper tests (0 regressions)
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
## 📚 Related Documentation
|
||||||
|
|
||||||
|
- `UNIVERSAL_WORKFLOW_INTEGRATION_COMPLETE.md` - Workflow system overview
|
||||||
|
- `PDF_WORKFLOW_INTEGRATION_COMPLETE.md` - PDF workflow support
|
||||||
|
- `COMPLETE_ENHANCEMENT_SYSTEM_SUMMARY.md` - Enhancement system design
|
||||||
|
- `~/.config/skill-seekers/workflows/*.yaml` - Pre-built workflows
|
||||||
@@ -10,6 +10,7 @@
|
|||||||
"name": "documentation",
|
"name": "documentation",
|
||||||
"description": "Official Godot 4.x documentation (RST + Markdown)",
|
"description": "Official Godot 4.x documentation (RST + Markdown)",
|
||||||
"weight": 0.4,
|
"weight": 0.4,
|
||||||
|
"enhance_level": 3,
|
||||||
"file_patterns": ["*.rst", "*.md"],
|
"file_patterns": ["*.rst", "*.md"],
|
||||||
"skip_patterns": [
|
"skip_patterns": [
|
||||||
"build/",
|
"build/",
|
||||||
@@ -32,6 +33,7 @@
|
|||||||
"name": "source_code",
|
"name": "source_code",
|
||||||
"description": "Godot Engine C++ source code + GDScript core",
|
"description": "Godot Engine C++ source code + GDScript core",
|
||||||
"weight": 0.6,
|
"weight": 0.6,
|
||||||
|
"enhance_level": 3,
|
||||||
"languages": ["C++", "GDScript", "Python", "GodotShader"],
|
"languages": ["C++", "GDScript", "Python", "GodotShader"],
|
||||||
"skip_patterns": [
|
"skip_patterns": [
|
||||||
".git/",
|
".git/",
|
||||||
|
|||||||
@@ -374,6 +374,18 @@ class CreateCommand:
|
|||||||
if getattr(self.args, "interactive_enhancement", False):
|
if getattr(self.args, "interactive_enhancement", False):
|
||||||
argv.append("--interactive-enhancement")
|
argv.append("--interactive-enhancement")
|
||||||
|
|
||||||
|
# Enhancement Workflow arguments (NEW - Phase 2)
|
||||||
|
if getattr(self.args, "enhance_workflow", None):
|
||||||
|
argv.extend(["--enhance-workflow", self.args.enhance_workflow])
|
||||||
|
if getattr(self.args, "enhance_stage", None):
|
||||||
|
for stage in self.args.enhance_stage:
|
||||||
|
argv.extend(["--enhance-stage", stage])
|
||||||
|
if getattr(self.args, "var", None):
|
||||||
|
for var in self.args.var:
|
||||||
|
argv.extend(["--var", var])
|
||||||
|
if getattr(self.args, "workflow_dry_run", False):
|
||||||
|
argv.append("--workflow-dry-run")
|
||||||
|
|
||||||
|
|
||||||
def main() -> int:
|
def main() -> int:
|
||||||
"""Entry point for create command.
|
"""Entry point for create command.
|
||||||
|
|||||||
532
src/skill_seekers/cli/enhancement_workflow.py
Normal file
532
src/skill_seekers/cli/enhancement_workflow.py
Normal file
@@ -0,0 +1,532 @@
|
|||||||
|
#!/usr/bin/env python3
|
||||||
|
"""
|
||||||
|
Enhancement Workflow Engine
|
||||||
|
|
||||||
|
Allows users to define custom AI enhancement workflows with:
|
||||||
|
- Sequential stages that build on previous results
|
||||||
|
- Custom prompts per stage
|
||||||
|
- History passing between stages
|
||||||
|
- Post-processing configuration
|
||||||
|
- Per-project and global workflow support
|
||||||
|
|
||||||
|
Usage:
|
||||||
|
# Use global workflow
|
||||||
|
skill-seekers analyze . --enhance-workflow security-focus
|
||||||
|
|
||||||
|
# Use project workflow
|
||||||
|
skill-seekers analyze . --enhance-workflow .skill-seekers/enhancement.yaml
|
||||||
|
|
||||||
|
# Quick inline stages
|
||||||
|
skill-seekers analyze . \\
|
||||||
|
--enhance-stage "security:Analyze for security issues" \\
|
||||||
|
--enhance-stage "cleanup:Remove boilerplate"
|
||||||
|
"""
|
||||||
|
|
||||||
|
import json
|
||||||
|
import logging
|
||||||
|
import os
|
||||||
|
from dataclasses import dataclass, field
|
||||||
|
from datetime import datetime
|
||||||
|
from pathlib import Path
|
||||||
|
from typing import Any, Literal
|
||||||
|
|
||||||
|
import yaml
|
||||||
|
|
||||||
|
logger = logging.getLogger(__name__)
|
||||||
|
|
||||||
|
|
||||||
|
@dataclass
|
||||||
|
class WorkflowStage:
|
||||||
|
"""Single enhancement stage in a workflow."""
|
||||||
|
|
||||||
|
name: str
|
||||||
|
type: Literal["builtin", "custom"]
|
||||||
|
target: str # "patterns", "examples", "config", "skill_md", "all"
|
||||||
|
prompt: str | None = None
|
||||||
|
uses_history: bool = False
|
||||||
|
enabled: bool = True
|
||||||
|
metadata: dict[str, Any] = field(default_factory=dict)
|
||||||
|
|
||||||
|
|
||||||
|
@dataclass
|
||||||
|
class PostProcessConfig:
|
||||||
|
"""Post-processing configuration."""
|
||||||
|
|
||||||
|
remove_sections: list[str] = field(default_factory=list)
|
||||||
|
reorder_sections: list[str] = field(default_factory=list)
|
||||||
|
add_metadata: dict[str, Any] = field(default_factory=dict)
|
||||||
|
custom_transforms: list[dict[str, Any]] = field(default_factory=list)
|
||||||
|
|
||||||
|
|
||||||
|
@dataclass
|
||||||
|
class EnhancementWorkflow:
|
||||||
|
"""Complete enhancement workflow definition."""
|
||||||
|
|
||||||
|
name: str
|
||||||
|
description: str
|
||||||
|
version: str = "1.0"
|
||||||
|
applies_to: list[str] = field(default_factory=lambda: ["codebase_analysis"])
|
||||||
|
variables: dict[str, Any] = field(default_factory=dict)
|
||||||
|
stages: list[WorkflowStage] = field(default_factory=list)
|
||||||
|
post_process: PostProcessConfig = field(default_factory=PostProcessConfig)
|
||||||
|
extends: str | None = None # Inherit from another workflow
|
||||||
|
|
||||||
|
|
||||||
|
class WorkflowEngine:
|
||||||
|
"""
|
||||||
|
Execute enhancement workflows with sequential stages.
|
||||||
|
|
||||||
|
Each stage can:
|
||||||
|
- Access previous stage results
|
||||||
|
- Access all history
|
||||||
|
- Access specific stages by name
|
||||||
|
- Run custom AI prompts
|
||||||
|
- Target specific parts of the analysis
|
||||||
|
"""
|
||||||
|
|
||||||
|
def __init__(self, workflow: EnhancementWorkflow | str | Path):
|
||||||
|
"""
|
||||||
|
Initialize workflow engine.
|
||||||
|
|
||||||
|
Args:
|
||||||
|
workflow: EnhancementWorkflow object or path to YAML file
|
||||||
|
"""
|
||||||
|
if isinstance(workflow, (str, Path)):
|
||||||
|
self.workflow = self._load_workflow(workflow)
|
||||||
|
else:
|
||||||
|
self.workflow = workflow
|
||||||
|
|
||||||
|
self.history: list[dict[str, Any]] = []
|
||||||
|
self.enhancer = None # Lazy load UnifiedEnhancer
|
||||||
|
|
||||||
|
def _load_workflow(self, workflow_path: str | Path) -> EnhancementWorkflow:
|
||||||
|
"""Load workflow from YAML file."""
|
||||||
|
workflow_path = Path(workflow_path)
|
||||||
|
|
||||||
|
# Resolve path (support both absolute and relative)
|
||||||
|
if not workflow_path.is_absolute():
|
||||||
|
# Try relative to CWD first
|
||||||
|
if not workflow_path.exists():
|
||||||
|
# Try in config directory
|
||||||
|
config_dir = Path.home() / ".config" / "skill-seekers" / "workflows"
|
||||||
|
workflow_path = config_dir / workflow_path
|
||||||
|
|
||||||
|
if not workflow_path.exists():
|
||||||
|
raise FileNotFoundError(f"Workflow not found: {workflow_path}")
|
||||||
|
|
||||||
|
logger.info(f"📋 Loading workflow: {workflow_path}")
|
||||||
|
|
||||||
|
with open(workflow_path, encoding="utf-8") as f:
|
||||||
|
data = yaml.safe_load(f)
|
||||||
|
|
||||||
|
# Handle inheritance (extends)
|
||||||
|
if "extends" in data and data["extends"]:
|
||||||
|
parent = self._load_workflow(data["extends"])
|
||||||
|
data = self._merge_workflows(parent, data)
|
||||||
|
|
||||||
|
# Parse stages
|
||||||
|
stages = []
|
||||||
|
for stage_data in data.get("stages", []):
|
||||||
|
stages.append(
|
||||||
|
WorkflowStage(
|
||||||
|
name=stage_data["name"],
|
||||||
|
type=stage_data.get("type", "custom"),
|
||||||
|
target=stage_data.get("target", "all"),
|
||||||
|
prompt=stage_data.get("prompt"),
|
||||||
|
uses_history=stage_data.get("uses_history", False),
|
||||||
|
enabled=stage_data.get("enabled", True),
|
||||||
|
metadata=stage_data.get("metadata", {}),
|
||||||
|
)
|
||||||
|
)
|
||||||
|
|
||||||
|
# Parse post-processing
|
||||||
|
post_process_data = data.get("post_process", {})
|
||||||
|
post_process = PostProcessConfig(
|
||||||
|
remove_sections=post_process_data.get("remove_sections", []),
|
||||||
|
reorder_sections=post_process_data.get("reorder_sections", []),
|
||||||
|
add_metadata=post_process_data.get("add_metadata", {}),
|
||||||
|
custom_transforms=post_process_data.get("custom_transforms", []),
|
||||||
|
)
|
||||||
|
|
||||||
|
return EnhancementWorkflow(
|
||||||
|
name=data.get("name", "Unnamed Workflow"),
|
||||||
|
description=data.get("description", ""),
|
||||||
|
version=data.get("version", "1.0"),
|
||||||
|
applies_to=data.get("applies_to", ["codebase_analysis"]),
|
||||||
|
variables=data.get("variables", {}),
|
||||||
|
stages=stages,
|
||||||
|
post_process=post_process,
|
||||||
|
extends=data.get("extends"),
|
||||||
|
)
|
||||||
|
|
||||||
|
def _merge_workflows(
|
||||||
|
self, parent: EnhancementWorkflow, child_data: dict
|
||||||
|
) -> dict:
|
||||||
|
"""Merge child workflow with parent (inheritance)."""
|
||||||
|
# Start with parent as dict
|
||||||
|
merged = {
|
||||||
|
"name": child_data.get("name", parent.name),
|
||||||
|
"description": child_data.get("description", parent.description),
|
||||||
|
"version": child_data.get("version", parent.version),
|
||||||
|
"applies_to": child_data.get("applies_to", parent.applies_to),
|
||||||
|
"variables": {**parent.variables, **child_data.get("variables", {})},
|
||||||
|
"stages": [],
|
||||||
|
"post_process": {},
|
||||||
|
}
|
||||||
|
|
||||||
|
# Merge stages (child can override by name)
|
||||||
|
parent_stages = {s.name: s for s in parent.stages}
|
||||||
|
child_stages = {s["name"]: s for s in child_data.get("stages", [])}
|
||||||
|
|
||||||
|
for name in list(parent_stages.keys()) + list(child_stages.keys()):
|
||||||
|
if name in child_stages:
|
||||||
|
# Child overrides parent
|
||||||
|
stage_dict = child_stages[name]
|
||||||
|
else:
|
||||||
|
# Use parent stage
|
||||||
|
stage = parent_stages[name]
|
||||||
|
stage_dict = {
|
||||||
|
"name": stage.name,
|
||||||
|
"type": stage.type,
|
||||||
|
"target": stage.target,
|
||||||
|
"prompt": stage.prompt,
|
||||||
|
"uses_history": stage.uses_history,
|
||||||
|
"enabled": stage.enabled,
|
||||||
|
}
|
||||||
|
|
||||||
|
if stage_dict not in merged["stages"]:
|
||||||
|
merged["stages"].append(stage_dict)
|
||||||
|
|
||||||
|
# Merge post-processing
|
||||||
|
parent_post = parent.post_process
|
||||||
|
child_post = child_data.get("post_process", {})
|
||||||
|
merged["post_process"] = {
|
||||||
|
"remove_sections": child_post.get(
|
||||||
|
"remove_sections", parent_post.remove_sections
|
||||||
|
),
|
||||||
|
"reorder_sections": child_post.get(
|
||||||
|
"reorder_sections", parent_post.reorder_sections
|
||||||
|
),
|
||||||
|
"add_metadata": {
|
||||||
|
**parent_post.add_metadata,
|
||||||
|
**child_post.get("add_metadata", {}),
|
||||||
|
},
|
||||||
|
"custom_transforms": parent_post.custom_transforms
|
||||||
|
+ child_post.get("custom_transforms", []),
|
||||||
|
}
|
||||||
|
|
||||||
|
return merged
|
||||||
|
|
||||||
|
def run(self, analysis_results: dict, context: dict | None = None) -> dict:
|
||||||
|
"""
|
||||||
|
Run workflow stages sequentially.
|
||||||
|
|
||||||
|
Args:
|
||||||
|
analysis_results: Results from analysis (patterns, examples, etc.)
|
||||||
|
context: Additional context variables
|
||||||
|
|
||||||
|
Returns:
|
||||||
|
Enhanced results after all stages
|
||||||
|
"""
|
||||||
|
logger.info(f"🚀 Starting workflow: {self.workflow.name}")
|
||||||
|
logger.info(f" Description: {self.workflow.description}")
|
||||||
|
logger.info(f" Stages: {len(self.workflow.stages)}")
|
||||||
|
|
||||||
|
current_results = analysis_results
|
||||||
|
context = context or {}
|
||||||
|
|
||||||
|
# Merge workflow variables into context
|
||||||
|
context.update(self.workflow.variables)
|
||||||
|
|
||||||
|
# Run each stage
|
||||||
|
for idx, stage in enumerate(self.workflow.stages, 1):
|
||||||
|
if not stage.enabled:
|
||||||
|
logger.info(f"⏭️ Skipping disabled stage: {stage.name}")
|
||||||
|
continue
|
||||||
|
|
||||||
|
logger.info(f"🔄 Running stage {idx}/{len(self.workflow.stages)}: {stage.name}")
|
||||||
|
|
||||||
|
# Build stage context
|
||||||
|
stage_context = self._build_stage_context(
|
||||||
|
stage, current_results, context
|
||||||
|
)
|
||||||
|
|
||||||
|
# Run stage
|
||||||
|
try:
|
||||||
|
stage_results = self._run_stage(stage, stage_context)
|
||||||
|
|
||||||
|
# Save to history
|
||||||
|
self.history.append(
|
||||||
|
{
|
||||||
|
"stage": stage.name,
|
||||||
|
"results": stage_results,
|
||||||
|
"timestamp": datetime.now().isoformat(),
|
||||||
|
"metadata": stage.metadata,
|
||||||
|
}
|
||||||
|
)
|
||||||
|
|
||||||
|
# Merge stage results into current results
|
||||||
|
current_results = self._merge_stage_results(
|
||||||
|
current_results, stage_results, stage.target
|
||||||
|
)
|
||||||
|
|
||||||
|
logger.info(f" ✅ Stage complete: {stage.name}")
|
||||||
|
|
||||||
|
except Exception as e:
|
||||||
|
logger.error(f" ❌ Stage failed: {stage.name} - {e}")
|
||||||
|
# Continue with next stage (optional: make this configurable)
|
||||||
|
continue
|
||||||
|
|
||||||
|
# Post-processing
|
||||||
|
logger.info("🔧 Running post-processing...")
|
||||||
|
final_results = self._post_process(current_results)
|
||||||
|
|
||||||
|
logger.info(f"✅ Workflow complete: {self.workflow.name}")
|
||||||
|
return final_results
|
||||||
|
|
||||||
|
def _build_stage_context(
|
||||||
|
self, stage: WorkflowStage, current_results: dict, base_context: dict
|
||||||
|
) -> dict:
|
||||||
|
"""Build context for a stage (includes history if needed)."""
|
||||||
|
context = {
|
||||||
|
"current_results": current_results,
|
||||||
|
**base_context,
|
||||||
|
}
|
||||||
|
|
||||||
|
if stage.uses_history and self.history:
|
||||||
|
# Add previous stage
|
||||||
|
context["previous_results"] = self.history[-1]["results"]
|
||||||
|
|
||||||
|
# Add all history
|
||||||
|
context["all_history"] = self.history
|
||||||
|
|
||||||
|
# Add stages by name for easy access
|
||||||
|
context["stages"] = {h["stage"]: h["results"] for h in self.history}
|
||||||
|
|
||||||
|
return context
|
||||||
|
|
||||||
|
def _run_stage(self, stage: WorkflowStage, context: dict) -> dict:
|
||||||
|
"""Run a single stage."""
|
||||||
|
if stage.type == "builtin":
|
||||||
|
return self._run_builtin_stage(stage, context)
|
||||||
|
else:
|
||||||
|
return self._run_custom_stage(stage, context)
|
||||||
|
|
||||||
|
def _run_builtin_stage(self, stage: WorkflowStage, context: dict) -> dict:
|
||||||
|
"""Run built-in enhancement stage."""
|
||||||
|
# Use existing enhancement system
|
||||||
|
from skill_seekers.cli.ai_enhancer import PatternEnhancer, TestExampleEnhancer
|
||||||
|
|
||||||
|
current = context["current_results"]
|
||||||
|
|
||||||
|
# Determine what to enhance based on target
|
||||||
|
if stage.target == "patterns" and "patterns" in current:
|
||||||
|
enhancer = PatternEnhancer()
|
||||||
|
enhanced_patterns = enhancer.enhance_patterns(current["patterns"])
|
||||||
|
return {"patterns": enhanced_patterns}
|
||||||
|
|
||||||
|
elif stage.target == "examples" and "examples" in current:
|
||||||
|
enhancer = TestExampleEnhancer()
|
||||||
|
enhanced_examples = enhancer.enhance_examples(current["examples"])
|
||||||
|
return {"examples": enhanced_examples}
|
||||||
|
|
||||||
|
else:
|
||||||
|
logger.warning(f"Unknown builtin target: {stage.target}")
|
||||||
|
return {}
|
||||||
|
|
||||||
|
def _run_custom_stage(self, stage: WorkflowStage, context: dict) -> dict:
|
||||||
|
"""Run custom AI enhancement stage."""
|
||||||
|
if not stage.prompt:
|
||||||
|
logger.warning(f"Custom stage '{stage.name}' has no prompt")
|
||||||
|
return {}
|
||||||
|
|
||||||
|
# Lazy load enhancer
|
||||||
|
if not self.enhancer:
|
||||||
|
from skill_seekers.cli.ai_enhancer import AIEnhancer
|
||||||
|
|
||||||
|
self.enhancer = AIEnhancer()
|
||||||
|
|
||||||
|
# Format prompt with context
|
||||||
|
try:
|
||||||
|
formatted_prompt = stage.prompt.format(**context)
|
||||||
|
except KeyError as e:
|
||||||
|
logger.warning(f"Missing context variable: {e}")
|
||||||
|
formatted_prompt = stage.prompt
|
||||||
|
|
||||||
|
# Call AI with custom prompt
|
||||||
|
logger.info(f" 🤖 Running custom AI prompt...")
|
||||||
|
response = self.enhancer._call_claude(formatted_prompt, max_tokens=3000)
|
||||||
|
|
||||||
|
if not response:
|
||||||
|
logger.warning(f" ⚠️ No response from AI")
|
||||||
|
return {}
|
||||||
|
|
||||||
|
# Try to parse as JSON first, fallback to plain text
|
||||||
|
try:
|
||||||
|
result = json.loads(response)
|
||||||
|
except json.JSONDecodeError:
|
||||||
|
# Plain text response
|
||||||
|
result = {"content": response, "stage": stage.name}
|
||||||
|
|
||||||
|
return result
|
||||||
|
|
||||||
|
def _merge_stage_results(
|
||||||
|
self, current: dict, stage_results: dict, target: str
|
||||||
|
) -> dict:
|
||||||
|
"""Merge stage results into current results."""
|
||||||
|
if target == "all":
|
||||||
|
# Merge everything
|
||||||
|
return {**current, **stage_results}
|
||||||
|
else:
|
||||||
|
# Merge only specific target
|
||||||
|
current[target] = stage_results.get(target, stage_results)
|
||||||
|
return current
|
||||||
|
|
||||||
|
def _post_process(self, results: dict) -> dict:
|
||||||
|
"""Apply post-processing configuration."""
|
||||||
|
config = self.workflow.post_process
|
||||||
|
|
||||||
|
# Remove sections
|
||||||
|
for section in config.remove_sections:
|
||||||
|
if section in results:
|
||||||
|
logger.info(f" 🗑️ Removing section: {section}")
|
||||||
|
del results[section]
|
||||||
|
|
||||||
|
# Add metadata
|
||||||
|
if config.add_metadata:
|
||||||
|
if "metadata" not in results:
|
||||||
|
results["metadata"] = {}
|
||||||
|
results["metadata"].update(config.add_metadata)
|
||||||
|
logger.info(f" 📝 Added metadata: {list(config.add_metadata.keys())}")
|
||||||
|
|
||||||
|
# Reorder sections (for SKILL.md generation)
|
||||||
|
if config.reorder_sections and "skill_md_sections" in results:
|
||||||
|
logger.info(f" 🔄 Reordering sections...")
|
||||||
|
# This will be used during SKILL.md generation
|
||||||
|
results["section_order"] = config.reorder_sections
|
||||||
|
|
||||||
|
# Custom transforms (extensibility)
|
||||||
|
for transform in config.custom_transforms:
|
||||||
|
logger.info(f" ⚙️ Applying transform: {transform.get('name', 'unknown')}")
|
||||||
|
# TODO: Implement custom transform system
|
||||||
|
|
||||||
|
return results
|
||||||
|
|
||||||
|
def save_history(self, output_path: Path):
|
||||||
|
"""Save workflow execution history."""
|
||||||
|
output_path = Path(output_path)
|
||||||
|
output_path.parent.mkdir(parents=True, exist_ok=True)
|
||||||
|
|
||||||
|
history_data = {
|
||||||
|
"workflow": self.workflow.name,
|
||||||
|
"version": self.workflow.version,
|
||||||
|
"executed_at": datetime.now().isoformat(),
|
||||||
|
"stages": self.history,
|
||||||
|
}
|
||||||
|
|
||||||
|
with open(output_path, "w", encoding="utf-8") as f:
|
||||||
|
json.dump(history_data, f, indent=2)
|
||||||
|
|
||||||
|
logger.info(f"💾 Saved workflow history: {output_path}")
|
||||||
|
|
||||||
|
|
||||||
|
def create_default_workflows():
|
||||||
|
"""Create default workflow templates in user config directory."""
|
||||||
|
config_dir = Path.home() / ".config" / "skill-seekers" / "workflows"
|
||||||
|
config_dir.mkdir(parents=True, exist_ok=True)
|
||||||
|
|
||||||
|
# Default workflow
|
||||||
|
default_workflow = {
|
||||||
|
"name": "Default Enhancement",
|
||||||
|
"description": "Standard AI enhancement with all features",
|
||||||
|
"version": "1.0",
|
||||||
|
"applies_to": ["codebase_analysis", "doc_scraping", "github_analysis"],
|
||||||
|
"stages": [
|
||||||
|
{
|
||||||
|
"name": "base_analysis",
|
||||||
|
"type": "builtin",
|
||||||
|
"target": "patterns",
|
||||||
|
"enabled": True,
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"name": "test_examples",
|
||||||
|
"type": "builtin",
|
||||||
|
"target": "examples",
|
||||||
|
"enabled": True,
|
||||||
|
},
|
||||||
|
],
|
||||||
|
"post_process": {
|
||||||
|
"add_metadata": {"enhanced": True, "workflow": "default"}
|
||||||
|
},
|
||||||
|
}
|
||||||
|
|
||||||
|
# Security-focused workflow
|
||||||
|
security_workflow = {
|
||||||
|
"name": "Security-Focused Analysis",
|
||||||
|
"description": "Emphasize security patterns and vulnerabilities",
|
||||||
|
"version": "1.0",
|
||||||
|
"applies_to": ["codebase_analysis"],
|
||||||
|
"variables": {"focus_area": "security"},
|
||||||
|
"stages": [
|
||||||
|
{
|
||||||
|
"name": "base_patterns",
|
||||||
|
"type": "builtin",
|
||||||
|
"target": "patterns",
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"name": "security_analysis",
|
||||||
|
"type": "custom",
|
||||||
|
"target": "security",
|
||||||
|
"uses_history": True,
|
||||||
|
"prompt": """Based on the patterns detected: {previous_results}
|
||||||
|
|
||||||
|
Perform deep security analysis:
|
||||||
|
|
||||||
|
1. **Authentication/Authorization**:
|
||||||
|
- Auth bypass risks?
|
||||||
|
- Token handling secure?
|
||||||
|
- Session management issues?
|
||||||
|
|
||||||
|
2. **Input Validation**:
|
||||||
|
- User input sanitized?
|
||||||
|
- SQL injection risks?
|
||||||
|
- XSS vulnerabilities?
|
||||||
|
|
||||||
|
3. **Data Exposure**:
|
||||||
|
- Sensitive data in logs?
|
||||||
|
- Secrets in config?
|
||||||
|
- PII handling?
|
||||||
|
|
||||||
|
4. **Cryptography**:
|
||||||
|
- Weak algorithms?
|
||||||
|
- Hardcoded keys?
|
||||||
|
- Insecure RNG?
|
||||||
|
|
||||||
|
Output as JSON with 'findings' array.""",
|
||||||
|
},
|
||||||
|
],
|
||||||
|
"post_process": {
|
||||||
|
"add_metadata": {"security_reviewed": True},
|
||||||
|
},
|
||||||
|
}
|
||||||
|
|
||||||
|
# Save workflows
|
||||||
|
workflows = {
|
||||||
|
"default.yaml": default_workflow,
|
||||||
|
"security-focus.yaml": security_workflow,
|
||||||
|
}
|
||||||
|
|
||||||
|
for filename, workflow_data in workflows.items():
|
||||||
|
workflow_file = config_dir / filename
|
||||||
|
if not workflow_file.exists():
|
||||||
|
with open(workflow_file, "w", encoding="utf-8") as f:
|
||||||
|
yaml.dump(workflow_data, f, default_flow_style=False, sort_keys=False)
|
||||||
|
logger.info(f"✅ Created workflow: {workflow_file}")
|
||||||
|
|
||||||
|
return config_dir
|
||||||
|
|
||||||
|
|
||||||
|
if __name__ == "__main__":
|
||||||
|
# Create default workflows
|
||||||
|
create_default_workflows()
|
||||||
|
print("✅ Default workflows created!")
|
||||||
476
src/skill_seekers/cli/unified_enhancer.py
Normal file
476
src/skill_seekers/cli/unified_enhancer.py
Normal file
@@ -0,0 +1,476 @@
|
|||||||
|
#!/usr/bin/env python3
|
||||||
|
"""
|
||||||
|
Unified AI Enhancement System
|
||||||
|
|
||||||
|
Replaces all separate enhancer classes with a single unified interface:
|
||||||
|
- PatternEnhancer (C3.1)
|
||||||
|
- TestExampleEnhancer (C3.2)
|
||||||
|
- GuideEnhancer (C3.3)
|
||||||
|
- ConfigEnhancer (C3.4)
|
||||||
|
- SkillEnhancer (SKILL.md)
|
||||||
|
|
||||||
|
Benefits:
|
||||||
|
- Single source of truth
|
||||||
|
- No code duplication
|
||||||
|
- Consistent behavior
|
||||||
|
- Easy to maintain
|
||||||
|
- Supports custom prompts via workflow system
|
||||||
|
"""
|
||||||
|
|
||||||
|
import json
|
||||||
|
import logging
|
||||||
|
import os
|
||||||
|
import subprocess
|
||||||
|
import tempfile
|
||||||
|
from concurrent.futures import ThreadPoolExecutor, as_completed
|
||||||
|
from dataclasses import dataclass
|
||||||
|
from pathlib import Path
|
||||||
|
from typing import Any, Literal
|
||||||
|
|
||||||
|
logger = logging.getLogger(__name__)
|
||||||
|
|
||||||
|
# Import config manager for settings
|
||||||
|
try:
|
||||||
|
from skill_seekers.cli.config_manager import get_config_manager
|
||||||
|
|
||||||
|
CONFIG_AVAILABLE = True
|
||||||
|
except ImportError:
|
||||||
|
CONFIG_AVAILABLE = False
|
||||||
|
|
||||||
|
|
||||||
|
@dataclass
|
||||||
|
class EnhancementConfig:
|
||||||
|
"""Configuration for enhancement."""
|
||||||
|
|
||||||
|
mode: Literal["auto", "api", "local"] = "auto"
|
||||||
|
batch_size: int = 20
|
||||||
|
parallel_workers: int = 3
|
||||||
|
enabled: bool = True
|
||||||
|
api_key: str | None = None
|
||||||
|
|
||||||
|
|
||||||
|
class UnifiedEnhancer:
|
||||||
|
"""
|
||||||
|
Single unified AI enhancement system.
|
||||||
|
|
||||||
|
Supports all enhancement types:
|
||||||
|
- patterns: Design pattern analysis
|
||||||
|
- examples: Test example context
|
||||||
|
- guides: How-to guide enhancement
|
||||||
|
- config: Configuration pattern analysis
|
||||||
|
- skill: SKILL.md enhancement
|
||||||
|
- custom: Custom prompts via workflow system
|
||||||
|
"""
|
||||||
|
|
||||||
|
def __init__(
|
||||||
|
self,
|
||||||
|
mode: str = "auto",
|
||||||
|
api_key: str | None = None,
|
||||||
|
enabled: bool = True,
|
||||||
|
config: EnhancementConfig | None = None,
|
||||||
|
):
|
||||||
|
"""
|
||||||
|
Initialize unified enhancer.
|
||||||
|
|
||||||
|
Args:
|
||||||
|
mode: Enhancement mode - "auto", "api", or "local"
|
||||||
|
api_key: Anthropic API key (uses env if None)
|
||||||
|
enabled: Enable AI enhancement
|
||||||
|
config: Optional EnhancementConfig object
|
||||||
|
"""
|
||||||
|
if config:
|
||||||
|
self.config = config
|
||||||
|
else:
|
||||||
|
self.config = EnhancementConfig(
|
||||||
|
mode=mode, api_key=api_key, enabled=enabled
|
||||||
|
)
|
||||||
|
|
||||||
|
# Get settings from config manager
|
||||||
|
if CONFIG_AVAILABLE:
|
||||||
|
cfg = get_config_manager()
|
||||||
|
self.config.batch_size = cfg.get_local_batch_size()
|
||||||
|
self.config.parallel_workers = cfg.get_local_parallel_workers()
|
||||||
|
|
||||||
|
# Determine actual mode
|
||||||
|
self.api_key = self.config.api_key or os.environ.get("ANTHROPIC_API_KEY")
|
||||||
|
|
||||||
|
if self.config.mode == "auto":
|
||||||
|
if self.api_key:
|
||||||
|
self.config.mode = "api"
|
||||||
|
else:
|
||||||
|
self.config.mode = "local"
|
||||||
|
logger.info("ℹ️ No API key found, using LOCAL mode (Claude Code CLI)")
|
||||||
|
|
||||||
|
# Initialize API client if needed
|
||||||
|
self.client = None
|
||||||
|
if self.config.mode == "api" and self.config.enabled:
|
||||||
|
try:
|
||||||
|
import anthropic
|
||||||
|
|
||||||
|
client_kwargs = {"api_key": self.api_key}
|
||||||
|
base_url = os.environ.get("ANTHROPIC_BASE_URL")
|
||||||
|
if base_url:
|
||||||
|
client_kwargs["base_url"] = base_url
|
||||||
|
logger.info(f"✅ Using custom API base URL: {base_url}")
|
||||||
|
self.client = anthropic.Anthropic(**client_kwargs)
|
||||||
|
logger.info("✅ AI enhancement enabled (using Claude API)")
|
||||||
|
except ImportError:
|
||||||
|
logger.warning(
|
||||||
|
"⚠️ anthropic package not installed, falling back to LOCAL mode"
|
||||||
|
)
|
||||||
|
self.config.mode = "local"
|
||||||
|
except Exception as e:
|
||||||
|
logger.warning(
|
||||||
|
f"⚠️ Failed to initialize API client: {e}, falling back to LOCAL mode"
|
||||||
|
)
|
||||||
|
self.config.mode = "local"
|
||||||
|
|
||||||
|
if self.config.mode == "local" and self.config.enabled:
|
||||||
|
if self._check_claude_cli():
|
||||||
|
logger.info("✅ AI enhancement enabled (using LOCAL mode - Claude Code CLI)")
|
||||||
|
else:
|
||||||
|
logger.warning("⚠️ Claude Code CLI not found. AI enhancement disabled.")
|
||||||
|
self.config.enabled = False
|
||||||
|
|
||||||
|
def _check_claude_cli(self) -> bool:
|
||||||
|
"""Check if Claude Code CLI is available."""
|
||||||
|
try:
|
||||||
|
result = subprocess.run(
|
||||||
|
["claude", "--version"],
|
||||||
|
capture_output=True,
|
||||||
|
text=True,
|
||||||
|
timeout=5,
|
||||||
|
)
|
||||||
|
return result.returncode == 0
|
||||||
|
except (FileNotFoundError, subprocess.TimeoutExpired):
|
||||||
|
return False
|
||||||
|
|
||||||
|
def enhance(
|
||||||
|
self,
|
||||||
|
items: list[dict],
|
||||||
|
enhancement_type: str,
|
||||||
|
custom_prompt: str | None = None,
|
||||||
|
) -> list[dict]:
|
||||||
|
"""
|
||||||
|
Universal enhancement method.
|
||||||
|
|
||||||
|
Args:
|
||||||
|
items: List of items to enhance (patterns, examples, guides, etc.)
|
||||||
|
enhancement_type: Type of enhancement ("pattern", "example", "guide", "config", "skill", "custom")
|
||||||
|
custom_prompt: Optional custom prompt (overrides default)
|
||||||
|
|
||||||
|
Returns:
|
||||||
|
Enhanced items
|
||||||
|
"""
|
||||||
|
if not self.config.enabled or not items:
|
||||||
|
return items
|
||||||
|
|
||||||
|
# Get appropriate prompt
|
||||||
|
if custom_prompt:
|
||||||
|
prompt_template = custom_prompt
|
||||||
|
else:
|
||||||
|
prompt_template = self._get_default_prompt(enhancement_type)
|
||||||
|
|
||||||
|
# Batch processing
|
||||||
|
batch_size = (
|
||||||
|
self.config.batch_size
|
||||||
|
if self.config.mode == "local"
|
||||||
|
else 5 # API uses smaller batches
|
||||||
|
)
|
||||||
|
parallel_workers = (
|
||||||
|
self.config.parallel_workers if self.config.mode == "local" else 1
|
||||||
|
)
|
||||||
|
|
||||||
|
logger.info(
|
||||||
|
f"🤖 Enhancing {len(items)} {enhancement_type}s with AI "
|
||||||
|
f"({self.config.mode.upper()} mode: {batch_size} per batch, {parallel_workers} workers)..."
|
||||||
|
)
|
||||||
|
|
||||||
|
# Create batches
|
||||||
|
batches = []
|
||||||
|
for i in range(0, len(items), batch_size):
|
||||||
|
batches.append(items[i : i + batch_size])
|
||||||
|
|
||||||
|
# Process batches (parallel for LOCAL, sequential for API)
|
||||||
|
if parallel_workers > 1 and len(batches) > 1:
|
||||||
|
enhanced = self._enhance_parallel(batches, prompt_template)
|
||||||
|
else:
|
||||||
|
enhanced = []
|
||||||
|
for batch in batches:
|
||||||
|
batch_results = self._enhance_batch(batch, prompt_template)
|
||||||
|
enhanced.extend(batch_results)
|
||||||
|
|
||||||
|
logger.info(f"✅ Enhanced {len(enhanced)} {enhancement_type}s")
|
||||||
|
return enhanced
|
||||||
|
|
||||||
|
def _enhance_parallel(
|
||||||
|
self, batches: list[list[dict]], prompt_template: str
|
||||||
|
) -> list[dict]:
|
||||||
|
"""Process batches in parallel using ThreadPoolExecutor."""
|
||||||
|
results = [None] * len(batches) # Preserve order
|
||||||
|
|
||||||
|
with ThreadPoolExecutor(max_workers=self.config.parallel_workers) as executor:
|
||||||
|
future_to_idx = {
|
||||||
|
executor.submit(self._enhance_batch, batch, prompt_template): idx
|
||||||
|
for idx, batch in enumerate(batches)
|
||||||
|
}
|
||||||
|
|
||||||
|
completed = 0
|
||||||
|
total = len(batches)
|
||||||
|
for future in as_completed(future_to_idx):
|
||||||
|
idx = future_to_idx[future]
|
||||||
|
try:
|
||||||
|
results[idx] = future.result()
|
||||||
|
completed += 1
|
||||||
|
|
||||||
|
# Show progress
|
||||||
|
if total < 10 or completed % 5 == 0 or completed == total:
|
||||||
|
logger.info(f" Progress: {completed}/{total} batches completed")
|
||||||
|
except Exception as e:
|
||||||
|
logger.warning(f"⚠️ Batch {idx} failed: {e}")
|
||||||
|
results[idx] = batches[idx] # Return unenhanced on failure
|
||||||
|
|
||||||
|
# Flatten results
|
||||||
|
enhanced = []
|
||||||
|
for batch_result in results:
|
||||||
|
if batch_result:
|
||||||
|
enhanced.extend(batch_result)
|
||||||
|
return enhanced
|
||||||
|
|
||||||
|
def _enhance_batch(
|
||||||
|
self, items: list[dict], prompt_template: str
|
||||||
|
) -> list[dict]:
|
||||||
|
"""Enhance a batch of items."""
|
||||||
|
# Prepare prompt
|
||||||
|
item_descriptions = []
|
||||||
|
for idx, item in enumerate(items):
|
||||||
|
desc = self._format_item_for_prompt(idx, item)
|
||||||
|
item_descriptions.append(desc)
|
||||||
|
|
||||||
|
prompt = prompt_template.format(
|
||||||
|
items="\n".join(item_descriptions), count=len(items)
|
||||||
|
)
|
||||||
|
|
||||||
|
# Call AI
|
||||||
|
response = self._call_claude(prompt, max_tokens=3000)
|
||||||
|
|
||||||
|
if not response:
|
||||||
|
return items
|
||||||
|
|
||||||
|
# Parse response and merge with items
|
||||||
|
try:
|
||||||
|
analyses = json.loads(response)
|
||||||
|
|
||||||
|
for idx, item in enumerate(items):
|
||||||
|
if idx < len(analyses):
|
||||||
|
analysis = analyses[idx]
|
||||||
|
item["ai_analysis"] = analysis
|
||||||
|
|
||||||
|
# Apply confidence boost if present
|
||||||
|
if "confidence_boost" in analysis and "confidence" in item:
|
||||||
|
boost = analysis["confidence_boost"]
|
||||||
|
if -0.2 <= boost <= 0.2:
|
||||||
|
item["confidence"] = min(
|
||||||
|
1.0, max(0.0, item["confidence"] + boost)
|
||||||
|
)
|
||||||
|
|
||||||
|
return items
|
||||||
|
|
||||||
|
except json.JSONDecodeError:
|
||||||
|
logger.warning("⚠️ Failed to parse AI response, returning items unchanged")
|
||||||
|
return items
|
||||||
|
except Exception as e:
|
||||||
|
logger.warning(f"⚠️ Error processing AI analysis: {e}")
|
||||||
|
return items
|
||||||
|
|
||||||
|
def _call_claude(self, prompt: str, max_tokens: int = 1000) -> str | None:
|
||||||
|
"""Call Claude (API or LOCAL mode) with error handling."""
|
||||||
|
if self.config.mode == "api":
|
||||||
|
return self._call_claude_api(prompt, max_tokens)
|
||||||
|
elif self.config.mode == "local":
|
||||||
|
return self._call_claude_local(prompt)
|
||||||
|
return None
|
||||||
|
|
||||||
|
def _call_claude_api(self, prompt: str, max_tokens: int = 1000) -> str | None:
|
||||||
|
"""Call Claude API."""
|
||||||
|
if not self.client:
|
||||||
|
return None
|
||||||
|
|
||||||
|
try:
|
||||||
|
response = self.client.messages.create(
|
||||||
|
model="claude-sonnet-4-20250514",
|
||||||
|
max_tokens=max_tokens,
|
||||||
|
messages=[{"role": "user", "content": prompt}],
|
||||||
|
)
|
||||||
|
return response.content[0].text
|
||||||
|
except Exception as e:
|
||||||
|
logger.warning(f"⚠️ API call failed: {e}")
|
||||||
|
return None
|
||||||
|
|
||||||
|
def _call_claude_local(self, prompt: str) -> str | None:
|
||||||
|
"""Call Claude Code CLI in LOCAL mode."""
|
||||||
|
try:
|
||||||
|
with tempfile.TemporaryDirectory() as temp_dir:
|
||||||
|
temp_path = Path(temp_dir)
|
||||||
|
|
||||||
|
# Write prompt to file
|
||||||
|
prompt_file = temp_path / "prompt.txt"
|
||||||
|
prompt_file.write_text(prompt)
|
||||||
|
|
||||||
|
# Output file
|
||||||
|
output_file = temp_path / "response.json"
|
||||||
|
|
||||||
|
# Call Claude CLI
|
||||||
|
result = subprocess.run(
|
||||||
|
[
|
||||||
|
"claude",
|
||||||
|
str(prompt_file),
|
||||||
|
"--output",
|
||||||
|
str(output_file),
|
||||||
|
"--model",
|
||||||
|
"sonnet",
|
||||||
|
],
|
||||||
|
capture_output=True,
|
||||||
|
text=True,
|
||||||
|
timeout=120,
|
||||||
|
cwd=str(temp_path),
|
||||||
|
)
|
||||||
|
|
||||||
|
if result.returncode != 0:
|
||||||
|
logger.warning(f"⚠️ Claude CLI returned error: {result.returncode}")
|
||||||
|
return None
|
||||||
|
|
||||||
|
# Read output
|
||||||
|
if output_file.exists():
|
||||||
|
response_text = output_file.read_text()
|
||||||
|
try:
|
||||||
|
json.loads(response_text)
|
||||||
|
return response_text
|
||||||
|
except json.JSONDecodeError:
|
||||||
|
# Try to extract JSON
|
||||||
|
import re
|
||||||
|
|
||||||
|
json_match = re.search(r"\[[\s\S]*\]|\{[\s\S]*\}", response_text)
|
||||||
|
if json_match:
|
||||||
|
return json_match.group()
|
||||||
|
return None
|
||||||
|
else:
|
||||||
|
for json_file in temp_path.glob("*.json"):
|
||||||
|
if json_file.name != "prompt.json":
|
||||||
|
return json_file.read_text()
|
||||||
|
return None
|
||||||
|
|
||||||
|
except subprocess.TimeoutExpired:
|
||||||
|
logger.warning("⚠️ Claude CLI timeout (2 minutes)")
|
||||||
|
return None
|
||||||
|
except Exception as e:
|
||||||
|
logger.warning(f"⚠️ LOCAL mode error: {e}")
|
||||||
|
return None
|
||||||
|
|
||||||
|
def _get_default_prompt(self, enhancement_type: str) -> str:
|
||||||
|
"""Get default prompt for enhancement type."""
|
||||||
|
prompts = {
|
||||||
|
"pattern": """Analyze these {count} design patterns and provide insights:
|
||||||
|
|
||||||
|
{items}
|
||||||
|
|
||||||
|
For EACH pattern, provide (in JSON format):
|
||||||
|
1. "explanation": Brief why this pattern was detected (1-2 sentences)
|
||||||
|
2. "issues": List of potential issues or anti-patterns (if any)
|
||||||
|
3. "recommendations": Suggestions for improvement (if any)
|
||||||
|
4. "related_patterns": Other patterns that might be relevant
|
||||||
|
5. "confidence_boost": Confidence adjustment from -0.2 to +0.2
|
||||||
|
|
||||||
|
Format as JSON array matching input order. Be concise and actionable.""",
|
||||||
|
"example": """Analyze these {count} test examples and provide context:
|
||||||
|
|
||||||
|
{items}
|
||||||
|
|
||||||
|
For EACH example, provide (in JSON format):
|
||||||
|
1. "context": What this example demonstrates (1-2 sentences)
|
||||||
|
2. "best_practices": What's done well
|
||||||
|
3. "common_use_cases": When to use this pattern
|
||||||
|
4. "related_examples": Similar examples
|
||||||
|
5. "confidence_boost": Confidence adjustment from -0.2 to +0.2
|
||||||
|
|
||||||
|
Format as JSON array matching input order.""",
|
||||||
|
"guide": """Enhance these {count} how-to guides:
|
||||||
|
|
||||||
|
{items}
|
||||||
|
|
||||||
|
For EACH guide, add:
|
||||||
|
1. "prerequisites": What users need to know first
|
||||||
|
2. "troubleshooting": Common issues and solutions
|
||||||
|
3. "next_steps": What to learn after this
|
||||||
|
4. "use_cases": Real-world scenarios
|
||||||
|
|
||||||
|
Format as JSON array.""",
|
||||||
|
"config": """Analyze these {count} configuration patterns:
|
||||||
|
|
||||||
|
{items}
|
||||||
|
|
||||||
|
For EACH pattern, provide:
|
||||||
|
1. "purpose": Why this configuration exists
|
||||||
|
2. "common_values": Typical values used
|
||||||
|
3. "security_implications": Any security concerns
|
||||||
|
4. "best_practices": Recommended configuration
|
||||||
|
|
||||||
|
Format as JSON array.""",
|
||||||
|
}
|
||||||
|
|
||||||
|
return prompts.get(enhancement_type, prompts["pattern"])
|
||||||
|
|
||||||
|
def _format_item_for_prompt(self, idx: int, item: dict) -> str:
|
||||||
|
"""Format item for inclusion in prompt."""
|
||||||
|
# Pattern formatting
|
||||||
|
if "pattern_type" in item:
|
||||||
|
return f"{idx + 1}. {item['pattern_type']} in {item.get('class_name', 'unknown')}\n Evidence: {', '.join(item.get('evidence', []))}"
|
||||||
|
|
||||||
|
# Example formatting
|
||||||
|
elif "category" in item and "code" in item:
|
||||||
|
return f"{idx + 1}. {item['category']}: {item['code'][:100]}"
|
||||||
|
|
||||||
|
# Generic formatting
|
||||||
|
else:
|
||||||
|
desc = item.get("description", item.get("name", str(item)))
|
||||||
|
return f"{idx + 1}. {desc}"
|
||||||
|
|
||||||
|
|
||||||
|
# Backward compatibility aliases
|
||||||
|
class PatternEnhancer(UnifiedEnhancer):
|
||||||
|
"""Backward compatible pattern enhancer."""
|
||||||
|
|
||||||
|
def enhance_patterns(self, patterns: list[dict]) -> list[dict]:
|
||||||
|
return self.enhance(patterns, "pattern")
|
||||||
|
|
||||||
|
|
||||||
|
class TestExampleEnhancer(UnifiedEnhancer):
|
||||||
|
"""Backward compatible test example enhancer."""
|
||||||
|
|
||||||
|
def enhance_examples(self, examples: list[dict]) -> list[dict]:
|
||||||
|
return self.enhance(examples, "example")
|
||||||
|
|
||||||
|
|
||||||
|
class GuideEnhancer(UnifiedEnhancer):
|
||||||
|
"""Backward compatible guide enhancer."""
|
||||||
|
|
||||||
|
def enhance_guides(self, guides: list[dict]) -> list[dict]:
|
||||||
|
return self.enhance(guides, "guide")
|
||||||
|
|
||||||
|
|
||||||
|
class ConfigEnhancer(UnifiedEnhancer):
|
||||||
|
"""Backward compatible config enhancer."""
|
||||||
|
|
||||||
|
def enhance_config(self, config: list[dict]) -> list[dict]:
|
||||||
|
return self.enhance(config, "config")
|
||||||
|
|
||||||
|
|
||||||
|
# Main enhancer export
|
||||||
|
AIEnhancer = UnifiedEnhancer
|
||||||
|
|
||||||
|
if __name__ == "__main__":
|
||||||
|
# Quick test
|
||||||
|
enhancer = UnifiedEnhancer(mode="local", enabled=False)
|
||||||
|
print(f"✅ Mode: {enhancer.config.mode}")
|
||||||
|
print(f"✅ Batch size: {enhancer.config.batch_size}")
|
||||||
|
print(f"✅ Workers: {enhancer.config.parallel_workers}")
|
||||||
Reference in New Issue
Block a user