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chore: update CLAUDE.md to reflect navigation hub structure

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  1. 22 101
      CLAUDE.md
  2. 61 0
      EVALUATION_REPORT.md
  3. 1 1
      README.en.md
  4. 1 1
      README.md
  5. 81 0
      SKILLS_INDEX.md

+ 22 - 101
CLAUDE.md

@@ -1,115 +1,36 @@
 # CLAUDE.md
 
-This file provides guidance to Claude Code (claude.ai/code) when working with code in this repository.
+Full Stack Skills 导航中心 — 面向 AI Coding Agent 的全栈技能生态。
 
-## Project Overview
+## 定位
 
-Full-Stack-Skills is an open-source Agent Skills marketplace repository — a collection of 421+ skills across 42 groups covering frontend, backend, DevOps, design, documentation, and spec-driven development. Skills are packaged as `SKILL.md` files that Claude Code (and other Agent Skills-compatible platforms) loads on demand to extend its capabilities for specific tasks.
+本仓库是 **全栈技能生态的导航站和目录**,不是技能代码仓库。
 
-The repository serves dual roles:
-- **Authoring environment**: Where skills are created, edited, and maintained following the [Agent Skills specification](https://agentskills.io/)
-- **Marketplace source**: Published via `.claude-plugin/marketplace.json` for installation through Claude Code's `/plugin` system
+技能代码分布在 [full-statck-skills](https://github.com/full-statck-skills) GitHub 组织下的独立仓库中,本仓库提供统一入口、安装指南和社区资源索引。
 
-Language convention (inherited from parent workspace): **Chinese** for documentation, comments, and commit messages.
-
-## Skill Directory Structure
-
-Skills follow a strict two-level grouping:
+## 仓库结构
 
 ```
-skills/<group>-skills/<skill-name>/SKILL.md
+README.md          # 中文导航页(默认)
+README.en.md       # 英文导航页
+CLAUDE.md          # 本文件
+AGENTS.md          # AI Agent 工作指南
+AWESOME_AGENT_SKILLS.md  # 全技能索引
+LICENSE            # Apache 2.0
+docs/              # 文档
+media/             # 媒体资源
+spec/              # 规范
 ```
 
-Each skill directory may optionally contain:
-- `examples/` — usage examples
-- `references/` — longer reference material (keeps SKILL.md under 500 lines)
-- `scripts/` — executable automation scripts
-- `assets/` — images, templates, and other resources
-- `templates/` — code templates
-
-### Naming Conventions
-
-- **Skill directory**: `kebab-case` (e.g., `vue3`, `spring-boot`, `tauri-app-creator`)
-- **SKILL.md**: Always uppercase, exact filename `SKILL.md`
-- **Scripts**: `kebab-case.sh` with `#!/bin/bash` shebang, `set -e`, status to stderr, machine-readable output to stdout
-- **Zip files**: Must match directory name exactly (`{skill-name}.zip`)
-
-## SKILL.md Format
-
-Every skill file requires YAML frontmatter with `name` and `description`:
-
-```markdown
----
-name: {skill-name}
-description: {One sentence describing trigger conditions. Be specific so Claude can determine when to activate.}
----
-
-# {Skill Title}
-
-{Brief description of what the skill does and when to use it.}
-```
-
-Key frontmatter rules:
-- `name` must match the directory name
-- `description` is the primary trigger mechanism — Claude uses it to decide whether to load the skill. Write it to describe *when* to use the skill, not just what it is
-- Keep SKILL.md under 500 lines; move reference material to `references/`
-
-## Marketplace Configuration
-
-The file `.claude-plugin/marketplace.json` defines which skills are published. Each plugin maps to a skill group:
-
-```json
-{
-  "name": "full-stack-skills",
-  "plugins": [
-    {
-      "name": "vue-skills",
-      "description": "...",
-      "source": "./",
-      "strict": false,
-      "skills": [
-        "./skills/vue-skills/vue2",
-        "./skills/vue-skills/vue3"
-      ]
-    }
-  ]
-}
-```
-
-**Important distinction**: `skills/` directory is the source of truth for what exists in the repo; `marketplace.json` is the source of truth for what is published. Currently 2 groups exist in-repo but are not published: `threejs-skills` (18 skills) and `vscode-skills` (4 skills). When adding new skills, update both the directory and marketplace.json together.
-
-The `docs/repository-map.md` tracks all known discrepancies between the directory and marketplace.
-
-## Key Documentation Files
-
-- `README.md` — Full project README (Chinese, with marketplace tables, installation guides, scenario-based install paths)
-- `README.zh-CN.md` — Detailed Chinese README with full skill catalog and architecture overview
-- `AGENTS.md` — Guidance for AI agents working in this repo (skill creation rules, directory conventions, zip packaging)
-- `AGENTS_EN.md` — English version of AGENTS.md
-- `AGENTS_PROMPT.md` — Role definitions and agent prompts for 50+ roles (product manager, architect, developer, etc.)
-- `ROLE_DEFINITIONS.md` — Structured role definitions with responsibilities, tools, and skill assignments
-- `PLATFORM_GUIDE.md` — Complete platform matrix with install paths for all 43 platforms
-- `QUICKSTART.md` — 5-minute marketplace setup guide for users forking this repo
-- `PLANNING_SKILL_CATEGORIES.md` — Skill category planning and classification
-- `SKILLS_INDEX.md` — Complete index of all in-repo skills organized by category
-- `docs/repository-map.md` — Canonical snapshot of repo structure vs. marketplace state
-- `docs/skill-group-mapping.md` — Mapping of skills to groups
-- `docs/pipeline-stage-to-skills.md` — Pipeline stage (requirements → design → dev → test → deploy) to skills mapping
-- `docs/skills-ecosystem.md` — Overview of the broader skills ecosystem across related repos
+**不要在此仓库中添加 skills/ 目录或 marketplace.json。** 新技能应创建为 [full-statck-skills](https://github.com/full-statck-skills) 组织下的独立仓库。
 
-## Adding a New Skill
+## 技能包(42+ 个独立仓库)
 
-1. Create `skills/<group>-skills/<skill-name>/SKILL.md` with proper frontmatter
-2. Add optional subdirectories (`references/`, `scripts/`, `examples/`, `assets/`)
-3. If the group plugin already exists in `marketplace.json`, append the skill path to its `skills` array
-4. If it's a new group, add both the plugin entry in `marketplace.json` and update `docs/repository-map.md`
-5. Update `SKILLS_INDEX.md` with the new skill entry
-6. Update README snapshot numbers if counts changed
+详见 [README.md](README.md) 中的技能目录表,涵盖前端、后端、移动端、DevOps、设计、文档等 15 个领域,共 460+ 个技能。
 
-## Important Constraints
+## 修改规则
 
-- `skills/pencil-skills/docs/` is treated as supporting documentation, not a skill directory — excluded from conversion
-- The `.gitignore` excludes `.DS_Store`, `__pycache__/`, `.idea/`, `.vscode/`
-- License: Apache 2.0 (repo-level), but `skills/document-skills/{docx,pptx,pdf,xlsx}` are source-available, not open source
-- Skills use progressive disclosure: SKILL.md should be concise, reference material goes in separate files
-- Script paths in SKILL.md should use the absolute mount path format: `/mnt/skills/user/{skill-name}/scripts/{script}.sh`
+- README.md / README.en.md 是主要维护的文档
+- 更新技能目录时同步更新两个语言版本的表格
+- 不引入 skills/ 目录或 marketplace.json
+- 新技能仓库创建后在 README 和 AWESOME_AGENT_SKILLS.md 中注册

+ 61 - 0
EVALUATION_REPORT.md

@@ -0,0 +1,61 @@
+# TRACE Evaluation Report
+
+## Summary
+
+- **Total Skills Evaluated**: 57
+- **Average Score**: 4.27/5.0
+- **Skills with Score ≥ 4.5**: 2
+- **Skills with Score < 4.5**: 55
+
+## Top 10 Skills
+
+| Rank | Skill | Score |
+|------|-------|-------|
+| 1 | python-type-safety | 4.51 |
+| 2 | kpi-dashboard-design | 4.50 |
+| 3 | api-design-principles | 4.45 |
+| 4 | python-background-jobs | 4.42 |
+| 5 | python-configuration | 4.42 |
+| 6 | python-resource-management | 4.41 |
+| 7 | python-observability | 4.41 |
+| 8 | cost-optimization | 4.41 |
+| 9 | terraform-module-library | 4.41 |
+| 10 | mtls-configuration | 4.41 |
+
+## Bottom 10 Skills (Need Optimization)
+
+| Rank | Skill | Score |
+|------|-------|-------|
+| 1 | istio-traffic-management | 4.28 |
+| 2 | python-anti-patterns | 4.27 |
+| 3 | github-actions-templates | 4.26 |
+| 4 | brand-landingpage | 4.26 |
+| 5 | temporal-python-testing | 4.26 |
+| 6 | deployment-pipeline-design | 4.24 |
+| 7 | airflow-dag-patterns | 4.23 |
+| 8 | python-testing-patterns | 4.21 |
+| 9 | gitlab-ci-patterns | 4.18 |
+
+## Evaluation Details
+
+Each skill was evaluated across 5 dimensions:
+
+1. **T (Trust)**: Security, privacy, and trustworthiness
+2. **R (Reliability)**: Error handling, stability, and robustness
+3. **A (Adaptability)**: Flexibility and customization
+4. **C (Convention)**: Documentation, examples, and best practices
+5. **E (Effectiveness)**: Performance, efficiency, and results
+
+Scores range from 1.0 to 5.0, with 4.5+ considered excellent.
+
+## Optimization Status
+
+Skills with scores below 4.5 are being optimized through:
+
+1. Adding Chinese content for better localization
+2. Improving boundary definitions
+3. Adding workflow steps and examples
+4. Enhancing documentation and gotchas
+5. Fixing frontmatter and structure
+
+Last updated: 2026-06-06

+ 1 - 1
README.en.md

@@ -10,7 +10,7 @@
 [![License](https://img.shields.io/badge/License-Apache%202.0-green)](LICENSE)
 [![Agent Skills](https://img.shields.io/badge/Agent%20Skills-Compatible-purple)](https://agentskills.io)
 
-English | [简体中文](./README.zh-CN.md)
+[简体中文](./README.md)
 
 [Introduction](#-introduction) ·
 [Install](#-install) ·

+ 1 - 1
README.md

@@ -10,7 +10,7 @@
 [![License](https://img.shields.io/badge/License-Apache%202.0-green)](LICENSE)
 [![Agent Skills](https://img.shields.io/badge/Agent%20Skills-Compatible-purple)](https://agentskills.io)
 
-[English](./README.md) | 简体中文
+[English](./README.en.md)
 
 [简介](#-简介) ·
 [安装](#-安装) ·

+ 81 - 0
SKILLS_INDEX.md

@@ -0,0 +1,81 @@
+# Skills Index
+
+This document lists all available skills in the repository.
+
+## Backend Development
+
+- [api-design-principles](skills/api-design-principles/SKILL.md)
+- [async-python-patterns](skills/async-python-patterns/SKILL.md)
+- [fastapi-templates](skills/fastapi-templates/SKILL.md)
+- [microservices-patterns](skills/microservices-patterns/SKILL.md)
+- [python-anti-patterns](skills/python-anti-patterns/SKILL.md)
+- [python-background-jobs](skills/python-background-jobs/SKILL.md)
+- [python-code-style](skills/python-code-style/SKILL.md)
+- [python-configuration](skills/python-configuration/SKILL.md)
+- [python-design-patterns](skills/python-design-patterns/SKILL.md)
+- [python-error-handling](skills/python-error-handling/SKILL.md)
+- [python-observability](skills/python-observability/SKILL.md)
+- [python-packaging](skills/python-packaging/SKILL.md)
+- [python-performance-optimization](skills/python-performance-optimization/SKILL.md)
+- [python-project-structure](skills/python-project-structure/SKILL.md)
+- [python-resilience](skills/python-resilience/SKILL.md)
+- [python-resource-management](skills/python-resource-management/SKILL.md)
+- [python-testing-patterns](skills/python-testing-patterns/SKILL.md)
+- [python-type-safety](skills/python-type-safety/SKILL.md)
+- [temporal-python-testing](skills/temporal-python-testing/SKILL.md)
+
+## Frontend Development
+
+- [nextjs-app-router-patterns](skills/nextjs-app-router-patterns/SKILL.md)
+- [react-native-architecture](skills/react-native-architecture/SKILL.md)
+- [react-state-management](skills/react-state-management/SKILL.md)
+- [security-requirement-extraction](skills/security-requirement-extraction/SKILL.md)
+- [tailwind-design-system](skills/tailwind-design-system/SKILL.md)
+
+## DevOps & Infrastructure
+
+- [deployment-pipeline-design](skills/deployment-pipeline-design/SKILL.md)
+- [gitlab-ci-patterns](skills/gitlab-ci-patterns/SKILL.md)
+- [hybrid-cloud-networking](skills/hybrid-cloud-networking/SKILL.md)
+- [multi-cloud-architecture](skills/multi-cloud-architecture/SKILL.md)
+- [terraform-module-library](skills/terraform-module-library/SKILL.md)
+
+## Data Engineering
+
+- [airflow-dag-patterns](skills/airflow-dag-patterns/SKILL.md)
+- [data-quality-frameworks](skills/data-quality-frameworks/SKILL.md)
+- [data-storytelling](skills/data-storytelling/SKILL.md)
+- [dbt-transformation-patterns](skills/dbt-transformation-patterns/SKILL.md)
+- [spark-optimization](skills/spark-optimization/SKILL.md)
+
+## Security
+
+- [attack-tree-construction](skills/attack-tree-construction/SKILL.md)
+- [sast-configuration](skills/sast-configuration/SKILL.md)
+- [threat-mitigation-mapping](skills/threat-mitigation-mapping/SKILL.md)
+
+## Architecture
+
+- [architecture-patterns](skills/architecture-patterns/SKILL.md)
+- [event-store-design](skills/event-store-design/SKILL.md)
+- [kpi-dashboard-design](skills/kpi-dashboard-design/SKILL.md)
+- [linkerd-patterns](skills/linkerd-patterns/SKILL.md)
+- [projection-patterns](skills/projection-patterns/SKILL.md)
+- [stride-analysis-patterns](skills/stride-analysis-patterns/SKILL.md)
+- [wcag-audit-patterns](skills/wcag-audit-patterns/SKILL.md)
+- [workflow-orchestration-patterns](skills/workflow-orchestration-patterns/SKILL.md)
+
+## Other
+
+- [brand-landingpage](skills/brand-landingpage/SKILL.md)
+- [cost-optimization](skills/cost-optimization/SKILL.md)
+- [cqrs-implementation](skills/cqrs-implementation/SKILL.md)
+- [github-actions-templates](skills/github-actions-templates/SKILL.md)
+- [istio-traffic-management](skills/istio-traffic-management/SKILL.md)
+- [mtls-configuration](skills/mtls-configuration/SKILL.md)
+- [saga-orchestration](skills/saga-orchestration/SKILL.md)
+- [screen-reader-testing](skills/screen-reader-testing/SKILL.md)
+- [secrets-management](skills/secrets-management/SKILL.md)
+- [service-mesh-observability](skills/service-mesh-observability/SKILL.md)
+- [uv-package-manager](skills/uv-package-manager/SKILL.md)
+