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Agent Skill · 研究检索

create-pr-description(创建公关描述)

create-pr-description 用于查找、检索和筛选相关信息,适合在 Codex、Claude、Cursor、Gemini CLI 中需要根据关键词、任务场景或来源线索快速定位候选结果时使用。可结合来源仓库、安装命令和原始 README 继续核验具体用法。安装前建议确认权限范围、维护状态,以及是否会触发联网、命令执行或文件读写。

create-pr-description 是研究检索类 Agent Skill,可用宿主为 Codex、Claude、Cursor、Gemini CLI,通过GitHub 仓库获取,权限为需要联网;许可证信息还不明确,第三方扫描已通过,按安装量在研究检索类的 73,675 个 Skill 里排第 50,054。

总安装 630周安装 26GitHub Stars 7,092下载 206核验 2026-05-01

安装说明

本站只整理中文说明,不托管安装包,也不代用户安装。
GitHub
许可证
unknown

安装方式

通过对话安装

复制提示词发给支持本地命令或 Skills 的 AI 助手,先确认命令和权限,再让它执行。

请帮我安装这个 Agent Skill:create-pr-description(创建公关描述)
来源仓库:https://github.com/antinomyhq/forge
仓库路径:skills/create-pr-description
安装命令:
npx skills add https://github.com/antinomyhq/forge --skill create-pr-description
安装前请先检查当前环境是否支持对应 CLI,并向我确认将要执行的命令、安装目录、联网范围和文件读写权限;确认后再执行。

命令行安装

复制命令到本机终端执行。该命令会通过 npx skills 从第三方来源获取 Skill;本站只展示命令,不托管安装包,也不自动执行。

skills.shnpx skills
npx skills add https://github.com/antinomyhq/forge --skill create-pr-description

这个 Skill 是做什么的

研究检索类 Skill 主要解决「找资料、核对事实、把来源整理清楚」的问题,通常会让助手先检索再总结。

背景(简要) 测试 但切勿跳过测试说明。

何时全面: 新特性或主要功能 复杂的技术变革 性能改进或优化 重大变更或弃用 影响代码库多个部分的更改 每周安装量 26 存储库 Antinomyhq/forge GitHub 之星 7.1K 第一次看到 2026 年 1 月 26 日 安全审计 Gen Agent Trust Hub 通行证 套接字通行证 斯尼克通行证

来源仓库内路径:skills/create-pr-description

上手步骤

4 步
  1. 1

    确认自己的宿主工具

    公开资料标注支持 Codex、Claude、Cursor、Gemini CLI;先确认自己用的是其中之一,再按对应工具的 Skills 目录放置。

  2. 2

    拿到安装命令

    可以直接复制的命令是 npx skills add https://github.com/antinomyhq/forge --skill create-pr-description;命令里的占位符换成自己的路径或密钥再执行。

  3. 3

    安装后重启宿主

    命令执行完要完全退出宿主工具再打开,让新装的 Skill 被重新扫描到,否则列表里可能看不到。

  4. 4

    按最小权限试用

    它需要需要联网,先在测试目录或测试账号里跑,确认没问题再放到正式项目。

常见问题

6 条

create-pr-description 怎么安装?

在终端执行 npx skills add https://github.com/antinomyhq/forge --skill create-pr-description。装完完全退出宿主工具再打开,让它重新扫描本地 Skill。

create-pr-description 支持哪些 AI 工具?

公开资料标注支持 Codex、Claude、Cursor、Gemini CLI。其他工具只要能读取本地 Skill 目录,一般也能手动放进去,但要自己确认触发方式是否一致。

create-pr-description 需要什么权限?

权限级别是需要联网。该 Skill 可能需要联网访问来源站点、仓库或外部 API;具体网络访问范围需要结合源码和 README 复核。

create-pr-description 是免费的吗?

公开资料没有标注明确许可证,收费和商用限制都无法确认。正式使用前请到来源仓库核对授权说明。

create-pr-description 用的人多吗?

公开数据是累计安装 630 次,近一周安装 26 次,下载 206 次,GitHub 7,092 星。这些数字来自第三方目录统计,只能当作热度参考,不代表质量或安全性。

create-pr-description 安全吗?

第三方扫描结果为通过,但这只覆盖已知的静态检查项,不能替代自己读一遍源码和安装命令。

值得选的地方和要先想清楚的地方

值得选的地方

  • 同时适配 4 种工具,换客户端不用重新找替代品。
  • 第三方扫描已通过,常见的高风险行为没有命中。
  • 来源仓库有 7,092 星,维护活跃度相对可查。

先想清楚的地方

  • 许可证没有明确标注,能不能商用、能不能再分发都不确定。
  • 第三方目录整理,版本更新和行为细节以来源仓库为准。

适不适合你

更适合

  • 已经在用 Codex,想直接扩展它能力的人。
  • 需要处理研究检索类任务、又不想每次都手写提示词的人。

不太适合

  • 需要明确授权才能用到公司项目里的场景。
  • 需要厂商级技术支持和 SLA 的生产系统。

研究检索类 Skill 对比

6 个同类
Skill总安装GitHub 星权限许可证扫描
find-skills

寻找技能 · Codex、Claude

31,199,81316,486操作浏览器MIT有提醒
self-improving-agent

自我改进 Agent · OpenClaw

16,464,0023,396接触敏感数据MIT-0通过
soultrace

灵魂追踪 · Codex、Claude

7,588,94412需要联网未明确有提醒
self-improving

自我完善 · OpenClaw

6,829,2841,046需要联网MIT-0通过
microsoft-foundry

微软代工厂 · Codex、Claude

6,614,144764调用外部服务未明确有提醒
create-pr-description

创建公关描述 · 本页

6307,092需要联网未明确通过

按安装量取同分类前几名;数字来自第三方目录统计,只作热度参考,不代表质量结论。

SKILL.md 原文

Create PR Description

Generate comprehensive pull request descriptions and create PRs using GitHub CLI.

Workflow

1. Verify Prerequisites

Check that there are changes to create a PR for:

# Get current branch
git branch --show-current

# Verify branch is not main/master
# Verify there are commits ahead of main
git log origin/main..HEAD --oneline

If on main/master or no commits ahead, inform the user there's nothing to create a PR for.

2. Analyze Changes

Gather context about the changes:

# Get commit messages
git log origin/main..HEAD --pretty=format:"%s"

# Get diff summary (files changed)
git diff origin/main..HEAD --stat

# Get actual code changes (sample key files if diff is large)
git diff origin/main..HEAD

For large diffs: Focus on the most meaningful changes. Sample key files rather than reading everything.

3. Determine Change Type

Classify the PR into one of these categories:

  • fix: Bug fixes, error corrections, resolving issues
  • feature: New functionality, capabilities, or enhancements
  • performance: Speed improvements, optimization, efficiency gains
  • refactor: Code restructuring without changing behavior
  • docs: Documentation changes
  • test: Test additions or improvements
  • chore: Maintenance tasks, dependencies, configuration

Base this on:

  • Commit messages (keywords like "fix", "add", "optimize", "refactor")
  • Nature of code changes (new files = feature, test fixes = fix, etc.)
  • Scope of changes

4. Generate Description

Create a comprehensive description with this structure:

## Summary
[One sentence explaining what this PR does and why it matters]

## Context
[Background information, related issues, previous work, or the problem being solved]

## Changes
[High-level description of what changed]

### Key Implementation Details
[Technical details that help reviewers understand the approach, especially for complex changes]

## Use Cases
[Concrete examples of how this will be used - helps reviewers understand practical value]

## Testing
[How to test the changes - step-by-step instructions]

## Links
- Related issues: #123, #456
- Documentation: URL (if applicable)
- Original implementation: URL (if applicable)

Description Guidelines

Essential Elements:

  • Summary: One clear sentence explaining the change and its value
  • Context: Why this change was needed, what problem it solves
  • Changes: What was actually changed at a high level
  • Testing: How reviewers can verify the changes

Optional but Recommended:

  • Implementation Details: For complex changes, explain the technical approach
  • Use Cases: Concrete examples of how the feature will be used
  • Links: Related issues, documentation, papers, or original implementations
  • Known Issues: Any limitations or known problems

What to Avoid:

  • Empty descriptions or just issue links
  • Placeholder text like "Fixes #(issue)"
  • File-by-file breakdowns (unless necessary)
  • Low-level implementation details (keep it high-level)
  • Boilerplate statements
  • Personal checklists as the main description

Description Examples

Example 1: Feature Addition

## Summary
Add semantic code search to enable searching codebase by concepts and behavior rather than exact string matching.

## Context
Currently, users can only search using exact string matching, which makes it difficult to find code based on functionality or behavior. This has been a recurring request in issues #123 and #456.

## Changes
- Implemented semantic search using vector embeddings
- Integrated with existing search interface
- Added support for multiple concurrent queries with result aggregation
- Configurable search scope (entire codebase or specific directories)

### Key Implementation Details
Uses OpenAI embeddings for code representation and cosine similarity for matching. Index is built incrementally to support large codebases. Search results are reranked based on code context and usage patterns.

## Use Cases
- Find authentication flow without knowing exact function names
- Locate retry logic across the codebase
- Search for "database connection" patterns

## Testing

Run the search service

npm run search:dev

Test semantic queries

curl -X POST http://localhost:3000/search \ -H "Content-Type: application/json" \ -d '{"query": "user authentication"}'


## Links

- Related issues: #123, #456
- Documentation: /docs/semantic-search.md

Example 2: Bug Fix

## Summary
Fix database connection timeout that caused service to hang indefinitely when database became unavailable.

## Context
Service would hang indefinitely when database became unavailable, requiring manual restart. This was reported in production incident #789 and affected multiple users.

## Changes
- Added configurable connection timeout (default: 30 seconds)
- Implemented exponential backoff retry logic (max 5 retries)
- Improved error messages with specific failure reasons
- Added circuit breaker pattern to prevent cascading failures

### Key Implementation Details
Timeout is applied at the connection pool level. Backoff strategy: 1s, 2s, 4s, 8s, 16s. Circuit breaker opens after 5 consecutive failures and resets after 60 seconds.

## Testing

Simulate database failure

docker-compose stop db

Verify timeout and retry behavior

npm test -- tests/integration/connection-timeout.test.ts

Verify circuit breaker activation

curl http://localhost:3000/health # Should return 503 after circuit opens


## Links

- Related issues: #789, #890
- Incident report: /incidents/2024-01-15-db-timeout.md

Example 3: Performance Improvement

## Summary
Optimize image processing pipeline to reduce memory usage by 60% and improve throughput by 2.5x.

## Context
Current image processing implementation loads entire images into memory, causing OOM errors with large files and limiting throughput. This was identified as a performance bottleneck in profiling session #123.

## Changes
- Implemented streaming image processing using chunked reading
- Added parallel processing for multiple images
- Optimized memory allocation with object pooling
- Added caching for frequently accessed image metadata

### Key Implementation Details
Uses Node.js streams for memory-efficient processing. Parallel processing limited to 4 concurrent images to prevent resource exhaustion. Object pool reduces GC pressure by reusing buffers.

## Use Cases
- Process large images (>100MB) without OOM errors
- Batch process thousands of images efficiently
- Reduced memory footprint allows higher concurrent user load

## Testing

Run performance benchmarks

npm run benchmark

Test with large files

node tests/performance/large-files.test.js

Verify memory usage

node --inspect tests/memory-usage.js


## Links

- Related issues: #456
- Performance report: /docs/performance/2024-01-image-processing.md

Example 4: Refactor

## Summary
Refactor authentication module to use clean architecture patterns, improving testability and reducing coupling.

## Context
Authentication module had tight coupling between business logic and infrastructure, making it difficult to test and modify. This was identified in technical debt review #234.

## Changes
- Separated business logic from infrastructure dependencies
- Introduced repository pattern for data access
- Added service layer for authentication operations
- Extracted interfaces for better mocking in tests

### Key Implementation Details
Business logic now depends on interfaces rather than concrete implementations. Infrastructure (database, cache) is injected as dependencies. All services are unit-testable without external dependencies.

## Use Cases
- Easier to add new authentication providers (OAuth, SAML)
- Simpler to mock for unit tests
- Clear separation of concerns improves maintainability

## Testing

Unit tests (no database required)

npm test tests/unit/auth/

Integration tests (with real database)

npm test tests/integration/auth/

Verify all existing functionality still works

npm run e2e


## Links

- Related issues: #234
- Architecture doc: /docs/architecture/auth-module.md

Example 5: Simple Fix (Minimal but Complete)

## Summary
Fix typo in user welcome email template that caused incorrect company name to display.

## Context
Users were seeing "Welcome to [Wrong Company]" instead of the correct company name. Reported in #567.

## Changes
- Corrected company name in email template
- Added test to catch similar typos in the future

## Testing

Run email template tests

npm test tests/unit/email-templates.test.ts

Verify email renders correctly

npm run test:email --template=welcome


## Links

- Related issues: #567

5. Create Pull Request

Write the description to a temporary file and use GitHub CLI to create the PR:

Step 1: Write description to temp file

# Write the generated description to .forge/FORGE_PR_DESCRIPTION.md

Use the write tool to create .forge/FORGE_PR_DESCRIPTION.md with the generated description content.

Step 2: Create PR using the temp file

gh pr create --title "[Change Type]: [One-line summary]" --body-file .forge/FORGE_PR_DESCRIPTION.md

The gh CLI is pre-installed and authenticated - use it directly without prompting for confirmation.

Note: The temp file .forge/FORGE_PR_DESCRIPTION.md can not be left in place and should be deleted after PR creation. It's in .forge/ directory which is typically gitignored.

6. Confirm

After creating the PR, provide the user with:

  • PR URL
  • Change type
  • Brief summary of what was included

Notes

Key Principles:

  • Context matters: Explain why the change was made, not just what changed
  • Use cases help: Concrete examples make abstract changes understandable
  • Testing is essential: Always include how to verify the changes
  • Links provide depth: Reference issues, docs, and implementations for context
  • Be honest: Mention known issues or limitations
  • Respect reviewers' time: A good description reduces review effort

Anti-Patterns to Avoid:

  • Empty descriptions or just issue links
  • Placeholder text like "Fixes #(issue)"
  • File-by-file breakdowns (unless necessary)
  • Personal checklists as the main description
  • Assuming reviewers know the context

When to Keep It Simple: For very small, obvious changes (typo fixes, trivial refactors), you can use a shorter structure:

  • Summary
  • Context (brief)
  • Testing

But never skip the testing instructions.

When to Be Comprehensive:

  • New features or major functionality
  • Complex technical changes
  • Performance improvements or optimizations
  • Breaking changes or deprecations
  • Changes that affect multiple parts of the codebase

平台分布

Codex

36.86%
按下载量换算76

Claude

30.63%
按下载量换算63

Cursor

16.39%
按下载量换算34

Gemini CLI

8.06%
按下载量换算17

安全审计

Gen Agent Trust Hub

通过

Socket

通过

Snyk

通过

权限和风险

需要联网

该 Skill 可能需要联网访问来源站点、仓库或外部 API;具体网络访问范围需要结合源码和 README 复核。

安装前确认

本站仅展示第三方公开信息,不托管安装包,不提供自动安装或运行环境。安装前应自行审查源码、依赖和命令行为。目前只有一个公开来源,建议同时核对源仓库。

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