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2 changes: 1 addition & 1 deletion .claude-plugin/marketplace.json
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{
"$schema": "https://anthropic.com/claude-code/marketplace.schema.json",
"name": "context-engineering-kit",
"version": "2.0.0",
"version": "2.0.1",
"description": "Hand-crafted collection of advanced context engineering techniques and patterns with minimal token footprint focused on improving agent result quality.",
"owner": {
"name": "NeoLabHQ",
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1 change: 0 additions & 1 deletion plugins/code-review/skills/review-local-changes/SKILL.md
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---
name: review-local-changes
description: Comprehensive review of local uncommitted changes using specialized agents with code improvement suggestions
allowed-tools: ["Bash", "Glob", "Grep", "Read", "Task"]
disable-model-invocation: false
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1 change: 0 additions & 1 deletion plugins/code-review/skills/review-pr/SKILL.md
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---
name: review-pr
description: Comprehensive pull request review using specialized agents
argument-hint: "[review-aspects]"
---
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1 change: 0 additions & 1 deletion plugins/customaize-agent/skills/agent-evaluation/SKILL.md
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---
name: agent-evaluation
description: Evaluate and improve Claude Code commands, skills, and agents. Use when testing prompt effectiveness, validating context engineering choices, or measuring improvement quality.
---

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---
name: apply-anthropic-skill-best-practices
description: Comprehensive guide for skill development based on Anthropic's official best practices - use for complex skills requiring detailed structure
argument-hint: Optional skill name or path to skill being reviewed
---
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---
name: context-engineering
description: Understand the components, mechanics, and constraints of context in agent systems. Use when writing, editing, or optimizing commands, skills, or sub-agents prompts.
---

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1 change: 0 additions & 1 deletion plugins/customaize-agent/skills/create-agent/SKILL.md
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---
name: create-agent
description: Comprehensive guide for creating Claude Code agents with proper structure, triggering conditions, system prompts, and validation - combines official Anthropic best practices with proven patterns
argument-hint: [agent-name] [optional description of agent purpose]
allowed-tools: Read, Write, Glob, Grep, Bash(mkdir:*), Task
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1 change: 0 additions & 1 deletion plugins/customaize-agent/skills/create-command/SKILL.md
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---
name: create-command
description: Interactive assistant for creating new Claude commands with proper structure, patterns, and MCP tool integration
argument-hint: Optional command name or description of command purpose
---
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1 change: 0 additions & 1 deletion plugins/customaize-agent/skills/create-hook/SKILL.md
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---
name: create-hook
description: Create and configure git hooks with intelligent project analysis, suggestions, and automated testing
argument-hint: Optional hook type or description of desired behavior
---
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1 change: 0 additions & 1 deletion plugins/customaize-agent/skills/create-skill/SKILL.md
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---
name: create-skill
description: Guide for creating effective skills. This command should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations. Use when creating new skills, editing existing skills, or verifying skills work before deployment - applies TDD to process documentation by testing with subagents before writing, iterating until bulletproof against rationalization

---
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---
name: create-workflow-command
description: Create a workflow command that orchestrates multi-step execution through sub-agents with file-based task prompts
argument-hint: [workflow-name] [description]
allowed-tools: Read, Write, Glob, Grep, Bash(mkdir:*)
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---
name: prompt-engineering
description: Use this skill when you writing commands, hooks, skills for Agent, or prompts for sub agents or any other LLM interaction, including optimizing prompts, improving LLM outputs, or designing production prompt templates.
---

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1 change: 0 additions & 1 deletion plugins/customaize-agent/skills/test-prompt/SKILL.md
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---
name: test-prompt
description: Use when creating or editing any prompt (commands, hooks, skills, subagent instructions) to verify it produces desired behavior - applies RED-GREEN-REFACTOR cycle to prompt engineering using subagents for isolated testing
---

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1 change: 0 additions & 1 deletion plugins/customaize-agent/skills/test-skill/SKILL.md
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---
name: test-skill
description: Use when creating or editing skills, before deployment, to verify they work under pressure and resist rationalization - applies RED-GREEN-REFACTOR cycle to process documentation by running baseline without skill, writing to address failures, iterating to close loopholes
---

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---
name: thought-based-reasoning
description: Use when tackling complex reasoning tasks requiring step-by-step logic, multi-step arithmetic, commonsense reasoning, symbolic manipulation, or problems where simple prompting fails - provides comprehensive guide to Chain-of-Thought and related prompting techniques (Zero-shot CoT, Self-Consistency, Tree of Thoughts, Least-to-Most, ReAct, PAL, Reflexion) with templates, decision matrices, and research-backed patterns
---

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3 changes: 1 addition & 2 deletions plugins/ddd/skills/setup-code-formating/SKILL.md
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---
name: setup-code-formating
description: Sets up code formatting rules and style guidelines in CLAUDE.md
argument-hint: None required - creates standard formatting configuration
---
Expand All @@ -18,4 +17,4 @@ Create or update CLAUDE.md in with following content, <critical>write it strictl
- No unnecessary curly braces (enforced)
- 2-space indentation
- Import order: external → internal → types
```
```
1 change: 0 additions & 1 deletion plugins/ddd/skills/software-architecture/SKILL.md
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---
name: software-architecture
description: Guide for quality focused software architecture. This skill should be used when users want to write code, design architecture, analyze code, in any case that relates to software development.
---

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1 change: 0 additions & 1 deletion plugins/docs/skills/update-docs/SKILL.md
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---
name: update-docs
description: Update and maintain project documentation for local code changes using multi-agent workflow with tech-writer agents. Covers docs/, READMEs, JSDoc, and API documentation.
argument-hint: Optional target directory, documentation type (api, guides, readme, jsdoc), or specific focus area
---
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1 change: 0 additions & 1 deletion plugins/docs/skills/write-concisely/SKILL.md
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---
name: write-concisely
description: Apply writing rules to any documentation that humans will read. Makes your writing clearer, stronger, and more professional.
---

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3 changes: 1 addition & 2 deletions plugins/git/skills/analyze-issue/SKILL.md
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---
name: analyze-issue
description: Analyze a GitHub issue and create a detailed technical specification
argument-hint: Issue number (e.g., 42)
allowed-tools: Bash(gh issue:*), Read, Write, Glob, Grep
Expand Down Expand Up @@ -77,4 +76,4 @@ For example, for issue #7 with title "Make code review trigger on any *.SQL and
After saving, provide a brief summary to the user confirming:
- Issue number and title analyzed
- File path where the specification was saved
- Key highlights from the specification (2-3 bullet points)
- Key highlights from the specification (2-3 bullet points)
1 change: 0 additions & 1 deletion plugins/git/skills/attach-review-to-pr/SKILL.md
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---
name: attach-review-to-pr
description: Add line-specific review comments to pull requests using GitHub CLI API
argument-hint: PR number or URL (optional - can work with current branch)
allowed-tools: Bash(gh api:*), Bash(gh auth:*), Bash(gh pr:*), mcp__github_inline_comment__create_inline_comment
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3 changes: 1 addition & 2 deletions plugins/git/skills/commit/SKILL.md
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---
name: commit
description: Create well-formatted commits with conventional commit messages and emoji
argument-hint: Optional flags like --no-verify to skip pre-commit checks
model: haiku
Expand Down Expand Up @@ -183,4 +182,4 @@ When committing on `master` or `main`, the command will ask if you want to creat
- The commit message will be constructed based on the changes detected
- Before committing, the command will review the diff to identify if multiple commits would be more appropriate
- If suggesting multiple commits, it will help you stage and commit the changes separately
- Always reviews the commit diff to ensure the message matches the changes
- Always reviews the commit diff to ensure the message matches the changes
1 change: 0 additions & 1 deletion plugins/git/skills/compare-worktrees/SKILL.md
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---
name: compare-worktrees
description: Compare files and directories between git worktrees or worktree and current branch
argument-hint: Path(s) to compare, worktree paths, branch names, or --stat for summary
model: opus
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3 changes: 1 addition & 2 deletions plugins/git/skills/create-pr/SKILL.md
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---
name: create-pr
description: Create pull requests using GitHub CLI with proper templates and formatting
argument-hint: None required - interactive guide for PR creation
allowed-tools: Bash(gh pr:*), Bash(gh auth:*), Bash(git status:*), Bash(git push:*), Bash(git branch:*), Skill(git:commit)
Expand Down Expand Up @@ -140,4 +139,4 @@ gh pr create --draft --title "feat(scope): Your title" --body-file pr-template.m

- [PR Template](.github/pull_request_template.md)
- [Conventional Commits](https://www.conventionalcommits.org/)
- [GitHub CLI documentation](https://cli.github.com/manual/)
- [GitHub CLI documentation](https://cli.github.com/manual/)
1 change: 0 additions & 1 deletion plugins/git/skills/create-worktree/SKILL.md
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---
name: create-worktree
description: Create and setup git worktrees for parallel development with automatic dependency installation
argument-hint: <name> (e.g., "refactor auth system" or "fix login") or --list to show existing worktrees
model: opus
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1 change: 0 additions & 1 deletion plugins/git/skills/load-issues/SKILL.md
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---
name: load-issues
description: Load all open issues from GitHub and save them as markdown files
argument-hint: None required - loads all open issues automatically
allowed-tools: Bash(gh issue:*), Bash(mkdir:*), Write
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1 change: 0 additions & 1 deletion plugins/git/skills/merge-worktree/SKILL.md
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---
name: merge-worktree
description: Merge changes from worktrees into current branch with selective file checkout, cherry-picking, interactive patch selection, or manual merge
argument-hint: file/directory path, commit name, branch name, or --interactive for guided mode
model: opus
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1 change: 0 additions & 1 deletion plugins/git/skills/notes/SKILL.md
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---
name: notes
description: Use when adding metadata to commits without changing history, tracking review status, test results, code quality annotations, or supplementing commit messages post-hoc - provides git notes commands and patterns for attaching non-invasive metadata to Git objects.
---

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1 change: 0 additions & 1 deletion plugins/git/skills/worktrees/SKILL.md
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---
name: worktrees
description: Use when working on multiple branches simultaneously, context switching without stashing, reviewing PRs while developing, testing in isolation, or comparing implementations across branches - provides git worktree commands and workflow patterns for parallel development with multiple working directories.
---

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1 change: 0 additions & 1 deletion plugins/kaizen/skills/analyse-problem/SKILL.md
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---
name: analyse-problem
description: Comprehensive A3 one-page problem analysis with root cause and action plan
argument-hint: Optional problem description to document
---
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1 change: 0 additions & 1 deletion plugins/kaizen/skills/analyse/SKILL.md
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---
name: analyse
description: Auto-selects best Kaizen method (Gemba Walk, Value Stream, or Muda) for target
argument-hint: Optional target description (e.g., code, workflow, or inefficiencies)
---
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1 change: 0 additions & 1 deletion plugins/kaizen/skills/cause-and-effect/SKILL.md
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---
name: cause-and-effect
description: Systematic Fishbone analysis exploring problem causes across six categories
argument-hint: Optional problem description to analyze
---
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1 change: 0 additions & 1 deletion plugins/kaizen/skills/kaizen/SKILL.md
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---
name: kaizen
description: Use when Code implementation and refactoring, architecturing or designing systems, process and workflow improvements, error handling and validation. Provide tehniquest to avoid over-engineering and apply iterative improvements.
---

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1 change: 0 additions & 1 deletion plugins/kaizen/skills/plan-do-check-act/SKILL.md
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---
name: plan-do-check-act
description: Iterative PDCA cycle for systematic experimentation and continuous improvement
argument-hint: Optional improvement goal or problem to address
---
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1 change: 0 additions & 1 deletion plugins/kaizen/skills/root-cause-tracing/SKILL.md
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---
name: root-cause-tracing
description: Use when errors occur deep in execution and you need to trace back to find the original trigger - systematically traces bugs backward through call stack, adding instrumentation when needed, to identify source of invalid data or incorrect behavior
---

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1 change: 0 additions & 1 deletion plugins/kaizen/skills/why/SKILL.md
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---
name: why
description: Iterative Five Whys root cause analysis drilling from symptoms to fundamentals
argument-hint: Optional issue or symptom description
---
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1 change: 0 additions & 1 deletion plugins/mcp/skills/build-mcp/SKILL.md
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---
name: build-mcp
description: Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).
---

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1 change: 0 additions & 1 deletion plugins/mcp/skills/setup-arxiv-mcp/SKILL.md
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---
name: setup-arxiv-mcp
description: Guide for setup arXiv paper search MCP server using Docker MCP
argument-hint: Optional - specific research topics or paper sources to configure
---
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1 change: 0 additions & 1 deletion plugins/mcp/skills/setup-codemap-cli/SKILL.md
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---
name: setup-codemap-cli
description: Guide for setup Codemap CLI for intelligent codebase visualization and navigation
argument-hint: Optional - specific configuration preferences or OS type
---
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1 change: 0 additions & 1 deletion plugins/mcp/skills/setup-context7-mcp/SKILL.md
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---
name: setup-context7-mcp
description: Guide for setup Context7 MCP server to load documentation for specific technologies.
argument-hint: List of languages and frameworks to load documentation for
---
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1 change: 0 additions & 1 deletion plugins/mcp/skills/setup-serena-mcp/SKILL.md
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---
name: setup-serena-mcp
description: Guide for setup Serena MCP server for semantic code retrieval and editing capabilities
argument-hint: Optional - specific configuration preferences or client type
---
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28 changes: 16 additions & 12 deletions plugins/reflexion/README.md
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Expand Up @@ -89,19 +89,23 @@ The plugin includes optional hooks that automatically trigger reflection when yo

## Theoretical Foundation

The Reflexion plugin is based on peer-reviewed research demonstrating **8-21% improvement in output quality** across diverse tasks:
Based on papers like [Self-Refine](https://arxiv.org/abs/2303.17651) and [Reflexion](https://arxiv.org/abs/2303.11366). These techniques improve the output of large language models by introducing feedback and refinement loops.

### Core Papers
They are proven to **increase output quality by 8–21%** based on both automatic metrics and human preferences across seven diverse tasks, including dialogue generation, coding, and mathematical reasoning, when compared to standard one-step model outputs.

Full list of included patterns and techniques:

- **[Self-Refine](https://arxiv.org/abs/2303.17651)** - Iterative refinement where the model reviews and improves its own output
- **[Reflexion](https://arxiv.org/abs/2303.11366)** - Self-reflection for autonomous agents with memory
- **[Constitutional AI (CAI)](https://arxiv.org/abs/2212.08073)** - Critique based on principles and guidelines
- **[LLM-as-a-Judge](https://arxiv.org/abs/2306.05685)** - Using LLMs to evaluate other LLM outputs
- **[Multi-Agent Debate](https://arxiv.org/abs/2305.14325)** - Multiple models proposing and critiquing solutions
- **[Agentic Context Engineering](https://arxiv.org/abs/2510.04618)** - Memory updates after reflection (**10.6% improvement**)
- [Self-Refinement / Iterative Refinement](https://arxiv.org/abs/2303.17651) - One model generates, then reviews and improves its own output
- [Constitutional AI (CAI) / RLAIF](https://arxiv.org/abs/2212.08073) - One model generates responses, another critiques them based on principles
- [Critic-Generator or Verifier-Generator Architecture](https://arxiv.org/abs/2510.14660v1) - Generator model creates outputs, Critic/verifier model evaluates and provides feedback
- [LLM-as-a-Judge](https://arxiv.org/abs/2306.05685) - One LLM evaluates/scores outputs from another LLM
- [Debate / Multi-Agent Debate](https://arxiv.org/abs/2305.14325) - Multiple models propose and critique solutions
- [Generate-Verify-Refine (GVR)](https://arxiv.org/abs/2204.05511) - Three-stage process: generate → verify → refine based on verification

On top of that, the plugin is based on the [Agentic Context Engineering](https://arxiv.org/abs/2510.04618) paper that uses memory updates after reflection, and **consistently outperforms strong baselines by 10.6%** on agents.

### Additional Techniques
Also includes the following techniques:

- **[Chain-of-Verification (CoVe)](https://arxiv.org/abs/2309.11495)** - Generate, verify, revise cycle
- **[Tree of Thoughts (ToT)](https://arxiv.org/abs/2305.10601)** - Multiple reasoning path exploration
- **[Process Reward Models](https://arxiv.org/abs/2305.20050)** - Step-by-step evaluation
- [Chain-of-Verification (CoVe)](https://arxiv.org/abs/2309.11495) - Model generates answer, then verification questions, then revises
- [Tree of Thoughts (ToT)](https://arxiv.org/abs/2305.10601) - Explores multiple reasoning paths with evaluation
- [Process Reward Models (PRM)](https://arxiv.org/abs/2305.20050) - Evaluates reasoning steps rather than just final answers
1 change: 0 additions & 1 deletion plugins/reflexion/skills/critique/SKILL.md
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---
name: critique
description: Comprehensive multi-perspective review using specialized judges with debate and consensus building
argument-hint: Optional file paths, commits, or context to review (defaults to recent changes)
---
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1 change: 0 additions & 1 deletion plugins/reflexion/skills/memorize/SKILL.md
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---
name: memorize
description: Curates insights from reflections and critiques into CLAUDE.md using Agentic Context Engineering
argument-hint: Optional source specification (last, selection, chat:<id>) or --dry-run for preview
---
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1 change: 0 additions & 1 deletion plugins/reflexion/skills/reflect/SKILL.md
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---
name: reflect
description: Reflect on previus response and output, based on Self-refinement framework for iterative improvement with complexity triage and verification
argument-hint: Optional focus area or confidence threshold to use, for example "security" or "deep reflect if less than 90% confidence"
---
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1 change: 0 additions & 1 deletion plugins/sadd/skills/do-and-judge/SKILL.md
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---
name: do-and-judge
description: Execute a task with sub-agent implementation and LLM-as-a-judge verification with automatic retry loop
argument-hint: Task description (e.g., "Refactor the UserService class to use dependency injection")
---
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1 change: 0 additions & 1 deletion plugins/sadd/skills/do-competitively/SKILL.md
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---
name: do-competitively
description: Execute tasks through competitive multi-agent generation, multi-judge evaluation, and evidence-based synthesis
argument-hint: Task description and optional output path/criteria
---
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1 change: 0 additions & 1 deletion plugins/sadd/skills/do-in-parallel/SKILL.md
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---
name: do-in-parallel
description: Launch multiple sub-agents in parallel to execute tasks across files or targets with intelligent model selection and quality-focused prompting
argument-hint: Task description [--files "file1.ts,file2.ts,..."] [--targets "target1,target2,..."] [--model opus|sonnet|haiku] [--output <path>]
---
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1 change: 0 additions & 1 deletion plugins/sadd/skills/do-in-steps/SKILL.md
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---
name: do-in-steps
description: Execute complex tasks through sequential sub-agent orchestration with intelligent model selection, and LLM-as-a-judge verification
argument-hint: Task description (e.g., "Refactor UserService class and update all consumers")
---
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1 change: 0 additions & 1 deletion plugins/sadd/skills/judge-with-debate/SKILL.md
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---
name: judge-with-debate
description: Evaluate solutions through multi-round debate between independent judges until consensus
argument-hint: Solution path(s) and evaluation criteria
---
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1 change: 0 additions & 1 deletion plugins/sadd/skills/judge/SKILL.md
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---
name: judge
description: Launch a sub-agent judge to evaluate results produced in the current conversation
argument-hint: "[evaluation-focus]"
---
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1 change: 0 additions & 1 deletion plugins/sadd/skills/launch-sub-agent/SKILL.md
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---
name: launch-sub-agent
description: Launch an intelligent sub-agent with automatic model selection based on task complexity, specialized agent matching, Zero-shot CoT reasoning, and mandatory self-critique verification
argument-hint: Task description (e.g., "Implement user authentication" or "Research caching strategies") [--model opus|sonnet|haiku] [--agent <agent-name>] [--output <path>]
---
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3 changes: 1 addition & 2 deletions plugins/sadd/skills/multi-agent-patterns/SKILL.md
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---
name: multi-agent-patterns
description: Design multi-agent architectures for complex tasks. Use when single-agent context limits are exceeded, when tasks decompose naturally into subtasks, or when specializing agents improves quality.
---

Expand Down Expand Up @@ -367,4 +366,4 @@ Memories accumulate over time and require consolidation to prevent unbounded gro
Trigger consolidation after significant memory accumulation, when retrieval returns too many outdated results, periodically on a schedule, or when explicit consolidation is requested.

**Consolidation Process**
Identify outdated facts, merge related facts, update validity periods, archive or delete obsolete facts, and rebuild indexes.
Identify outdated facts, merge related facts, update validity periods, archive or delete obsolete facts, and rebuild indexes.
1 change: 0 additions & 1 deletion plugins/sadd/skills/subagent-driven-development/SKILL.md
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---
name: subagent-driven-development
description: Use when executing implementation plans with independent tasks in the current session or facing 3+ independent issues that can be investigated without shared state or dependencies - dispatches fresh subagent for each task with code review between tasks, enabling fast iteration with quality gates
---

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1 change: 0 additions & 1 deletion plugins/sadd/skills/tree-of-thoughts/SKILL.md
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---
name: tree-of-thoughts
description: Execute tasks through systematic exploration, pruning, and expansion using Tree of Thoughts methodology with multi-agent evaluation
argument-hint: Task description and optional output path/criteria
---
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