find-skills
Helps users discover and install agent skills when they ask questions like "how do I do X", "find a skill for X", "is there a skill that can...", or express interest in extending capabilities. This skill should be used when the user is looking for functionality that might exist a
供给资产档案
编程与开发 Agent
代码审查、仓库分析、测试、CI、GitHub、DevOps 与开发工作流 Skill。
场景
GitHub automation
I need my agent to triage GitHub issues, review pull requests, and summarize repository changes.
适配 Agent
Claude Code + OpenAI Agents + Browser agents
适用于 Codex、Claude Code、Cursor、CLI 或自定义 Agent。
安装
就绪
npx skills add CherryHQ/cherry-studio --skill find-skills
维护状态
新鲜
今天有推送
风险
需审查
Dependency or permission surface needs review
GitHub 质量
51K
94/100 质量 · 82/100 信任
覆盖标签
审查说明
Dependency or permission surface needs review · Permission surface may require sandboxing
Agent 采用评分卡
一眼查看信任、审计与安装准备度
这些分数综合公开仓库元数据、OpenAgentSkill 审查信号、维护新鲜度与安装准备度。它用于候选筛选,不替代人工审查。
质量
优秀高置信候选,具有较强的采用度与健康维护信号。
信任
仅限沙盒有用但信任信号不足或混杂的候选项。在结果闭环证明任务匹配前,请保持在隔离工作区内使用。
审计
需审查对安装准备度、安全元数据、维护情况与采用风险的机器可读审查。
OpenAgentSkill 信任评分 v5
安装前需人工审查
仅在沙盒中运行,并在用于真实工作前比较接近的替代方案。
Stars
51K 个 GitHub Stars
仓库活跃度
51K 个 Star,4.8K 个 Fork
维护状态
今天有推送
许可证
AGPL-3.0
安装
npx skills add CherryHQ/cherry-studio --skill find-skills
安装安全性
标准软件包或运行时安装路径
权限范围
shell or command execution, filesystem or document access
Agent 结果
暂未有 Agent 结果数据
文档
README/SKILL.md 上下文充分
风险摘要
生产前审查
- Financial research output is not financial advice; require human review before any live investment decision.
- Permission surface needs review: shell or command execution, filesystem or document access
- Dependency/runtime risk: command execution surface, external package install surface
- Permission surface: shell or command execution, filesystem or document access
安装准备度
安装路径可用
- 安装路径可用
- 仓库证据可用
- 已声明许可证
- 暂无 Agent 验证结果证据
Agent 可读元数据
这个 Skill 的机器可读决策数据。
使用此区块或内嵌 JSON 判断 Agent 是否应安装该 Skill、选择替代方案,或先请求人工审查。
适用任务
- Browser automation 工作流
- Claude Code 团队
- 重视 GitHub 采用信号的团队
- Navigate pages
适用 Agent
安装决策
- 命令
- npx skills add CherryHQ/cherry-studio --skill find-skills
- 策略
- 审查
- 人工审查
- 是
信任与风险
- 信任
- 74/100
- 审计
- 88/100
- 风险级别
- 需审查
结果闭环
- 端点
- /api/agent/outcome
- 事件 ID
- resolve
- 结果
- 5
不适用场景
- 需要厂商支持 SLA 的团队
- 没有内部安全审查的高合规环境
- 暂未有 OpenAgentSkill 使用反馈数据
- 高风险权限提示:Shell 或命令执行
- Dependency or permission surface needs review
替代 Skill
Last30days Skill
53.5K Stars
npx skills add mvanhorn/last30days-skill -g
替代 Skill
Academic Research Skills
38.4K Stars
npx skills add Imbad0202/academic-research-skills
替代 Skill
GPT Researcher
28.0K Stars
npx skills add assafelovic/gpt-researcher
替代 Skill
DeepResearch
19.8K Stars
npx skills add Alibaba-NLP/DeepResearch
Agent 安全 v2
52/100 · 避免自动安装
Sparse or mixed signals. Useful for discovery, but not for autonomous installation.
Test manually in an isolated workspace and compare against safer alternatives.
高
Shell 或命令执行
Skill 元数据引用了终端、CLI、Shell、子进程或命令执行工作流。
中
Browser automation
Skill may drive a browser or interact with web pages.
中
网络访问
Skill 可能访问远程页面、API、仓库或外部服务。
中
文件系统访问
Skill 可能读取或写入项目文件、文档、生成产物或本地工作区状态。
- 高风险权限提示:Shell 或命令执行
- Dependency or permission surface needs review
安装目标
在你的 Agent 工作流中安装此 Skill
通过公开安装端点获取命令、安全清单、目标提示词和该 Skill 的规范链接。
OpenAgentSkill CLI
Resolve policy, run the source installer safely, and report a verified install receipt.
$ npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz install cherryhq-find-skillsAgent 解析计划
让 Agent 在安装前验证匹配度。
Resolve API 返回首选 Skill、替代方案、安全策略、审计说明、安装目标和可直接执行的提示词,无需抓取此页面。
打开 JSON
/api/agent/resolve?task=Use%20find-skills%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Resolve 文本
/api/agent/resolve?task=Use%20find-skills%20for%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text
安装交接
/api/skills/cherryhq-find-skills/install
Agent 应检查
- 从 Resolve API 检查任务匹配与替代方案。
- 检查审计评分、信任评分和安全策略警告。
- 检查 Codex、Claude Code、Cursor 或 CLI 的安装目标兼容性。
复制提示词
Task: Use find-skills in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20find-skills%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/cherryhq-find-skills/install
Install command: npx skills add CherryHQ/cherry-studio --skill find-skills
Before running it, summarize audit warnings, required permissions, and the fallback skill if install is risky.Agent 交接
把安装路径交给 Agent,而不是再给一个目录页。
通过公开安装端点获取命令、安全清单、目标提示词和该 Skill 的规范链接。
安装交接
/api/skills/cherryhq-find-skills/install
LLM 文本格式
/api/skills/cherryhq-find-skills/install?format=text
寻找替代方案
/api/skills/search?q=find-skills&limit=3
Agent 提示词
Use find-skills for this task. Review https://www.openagentskill.com/api/skills/cherryhq-find-skills/install, then install with: npx skills add CherryHQ/cherry-studio --skill find-skillsRegistry 元数据
用于自动选择 Skill 的 Agent 可读档案。
本页通过 Registry API 提供相同的决策、信任、审计、场景和安装信号,让 Agent 无需抓取界面即可排序。
Manifest
/api/registry/manifest/cherryhq-find-skills
LLM 文本
/api/registry/manifest/cherryhq-find-skills?format=text
安装别名
/api/registry/install/cherryhq-find-skills
推荐
/api/registry/recommend?task=Use%20find-skills%20in%20an%20agent%20workflow&limit=3
适配 Agent
Browser automation
平台
Claude Code, OpenAI Agents, Browser agents
Agent 决策面板
适合 Browser automation 的首选
将其作为优先候选,再在你的 Agent 环境中验证 README 与安装路径。
栈中角色
首选
主要匹配
Browser automation
信任标签
可用于生产
安装路径
命令已就绪
适用场景
- Browser automation 工作流
- Claude Code 团队
- 重视 GitHub 采用信号的团队
证据
- 50,908 个 GitHub Stars
- 仓库近期活跃
- 已提供安装命令或 GitHub 仓库
- 94/100 质量档案
先审查
- 暂未有 OpenAgentSkill 使用反馈数据
实施路径
- 1在沙盒 Agent 中安装它,并端到端完成一次Browser automation任务。
- 2Compare output quality, latency, and failure behavior against at least one alternative.
- 3Promote it into production only after reviewing repository permissions, license, and maintenance signals.
信任档案
仅限沙盒
有用但信任信号不足或混杂的候选项。在结果闭环证明任务匹配前,请保持在隔离工作区内使用。
GitHub 采用度
通过51K 个 GitHub Stars
Star/Fork 活跃度
通过51K 个 Star,4.8K 个 Fork; 当前元数据中没有议题活跃度信息
近期维护
通过今天有推送
许可证清晰度
通过AGPL-3.0
积极信号
- AI 审查已通过
- 安装路径可用
- 仓库证据可用
- 近期维护的仓库
- Large GitHub adoption signal
- 安装命令未发现明显高风险模式
- 结果闭环已就绪,但需要首次真实 Agent 运行
安装前审查
- Financial research output is not financial advice; require human review before any live investment decision.
- Permission surface needs review: shell or command execution, filesystem or document access
- Dependency/runtime risk: command execution surface, external package install surface
- Permission surface: shell or command execution, filesystem or document access
- 暂未有真实 Agent 结果报告
- 无人值守安装前需要人工审查
建议操作
仅在沙盒中运行,并在用于真实工作前比较接近的替代方案。
质量档案
优秀 适用于 Agent 工作流的候选
高置信候选,具有较强的采用度与健康维护信号。
工作流匹配
在这些场景使用此 Skill
Operate web apps
Browser automation
I need my agent to control a browser, fill forms, and verify web app workflows.
Manage repositories
GitHub automation
I need my agent to triage GitHub issues, review pull requests, and summarize repository changes.
Build and ship code
Coding agents
I need a coding agent that can understand a repository, edit code, and review pull requests.
工作流匹配
加入完整工作流
Design, build, test, and ship interfaces
Frontend and UI
A practical workflow for agents that turn product briefs or Figma designs into polished frontend code, review the result, test it in a browser, and prepare a safe deployment.
Inspect, patch, and verify code
Coding review agent
A workflow for software agents that inspect repositories, review pull requests, generate tests, and turn findings into shippable patches.
Operate and verify web apps
Browser QA agent
A workflow for agents that navigate products, fill forms, take screenshots, and verify real user flows across web applications.
替代方案短名单
安装前对比
可能适合该任务的相近 Skill。
Last30days Skill
Research the last 30 days across Reddit, X, YouTube, Hacker News, Polymarket, GitHub, and the web, then synthesize a grounded brief for an AI agent.
Academic Research Skills
Academic Research Skills for Claude Code: research → write → review → revise → finalize
GPT Researcher
Run autonomous deep research over web and local sources
DeepResearch
Tongyi Deep Research, the Leading Open-source Deep Research Agent
概览
--- name: find-skills description: Helps users discover and install agent skills when they ask questions like "how do I do X", "find a skill for X", "is there a skill that can...", or express interest in extending capabilities. This skill should be used when the user is looking for functionality that might exist as an installable skill. version: 1.0.0 ---
# Find Skills
This skill helps you discover and install skills from the open agent skills ecosystem.
## When to Use This Skill
Use this skill when the user:
- Asks "how do I do X" where X might be a common task with an existing skill - Says "find a skill for X" or "is there a skill for X" - Asks "can you do X" where X is a specialized capability - Expresses interest in extending agent capabilities - Wants to search for tools, templates, or workflows - Mentions they wish they had help with a specific domain (design, testing, deployment, etc.)
## The skill tools
Cherry gives you two built-in tools for skills — use them, and do NOT shell out to `npx skills`, `git`, or any package manager:
- **`search_skills(query)`** — search the marketplace by keyword. Returns matches, each with an opaque `install_source` value. - **`install_skill(install_source)`** — install ONE skill into Cherry's managed library and enable it for this agent. Cherry clones the repo, installs just that one skill, and registers it in a single deterministic step. Permission handling follows the active Claude permission mode (Step 6).
**Browse skills at:** https://skills.sh/
## How to Help Users Find Skills
### Step 1: Understand What They Need
When a user asks for help with something, identify:
1. The domain (e.g., React, testing, design, deployment) 2. The specific task (e.g., writing tests, creating animations, reviewing PRs) 3. Whether this is a common enough task that a skill likely exists
### Step 2: Check the Leaderboard First
Before running a CLI search, check the [skills.sh leaderboard](https://skills.sh/) to see if a well-known skill already exists for the domain. The leaderboard ranks skills by total installs, surfacing the most popular and battle-tested options.
For example, top skills for web development include: - `vercel-labs/agent-skills` — React, Next.js, web design (100K+ installs each) - `anthropics/skills` — Frontend design, document processing (100K+ installs)
### Step 3: Search for Skills
If the leaderboard doesn't cover the user's need, call the `search_skills` tool:
- User asks "how do I make my React app faster?" → `search_skills("react performance")` - User asks "can you help me with PR reviews?" → `search_skills("pr review")` - User asks "I need to create a changelog" → `search_skills("changelog")`
Each result includes an opaque `install_source`, source registry, review URL, install count, and available star count. Pass the exact `install_source` value to `install_skill`.
### Step 4: Verify Quality Before Recommending
**Do not recommend a skill based solely on search results.** Always verify:
1. **Install count** — Prefer skills with 1K+ installs. Be cautious with anything under 100. 2. **Source reputation** — Official sources (`vercel-labs`, `anthropics`, `microsoft`) are more trustworthy than unknown authors. 3. **GitHub stars** — Check the source repository. A skill from a repo with <100 stars should be treated with skepticism.
### Step 5: Present Options to the User
When you find relevant skills, present them to the user with:
1. The skill name and what it does 2. The install count and source 3. That you can install it for them into Cherry 4. A link to learn more at skills.sh
Example response:
``` I found a skill that might help! The "react-best-practices" skill provides React and Next.js performance optimization guidelines from Vercel Engineering. (185K installs)
I can install it into Cherry's skill library for you — want me to go ahead?
Learn more: https://skills.sh/vercel-labs/agent-skills/react-best-practices ```
### Step 6: Install (Uses the Active Permission Mode)
**⚠️ Security:** Skills are third-party code that runs with full agent permissions. A malicious skill could read, modify, or delete files on your system.
Before installing any skill:
1. **Show a security warning** — tell the user that the skill is third-party code and will run with full agent permissions. 2. **Provide a review link** — the skills.sh page (or source repository) so the user can review the skill's SKILL.md and any scripts it contains. 3. **Require install intent** — call `install_skill` only when the user asked to install the skill or accepted a presented option. A search-only request must not mutate the skill library.
Once the user has expressed install intent, call `install_skill` with the exact `install_source` from the search result. Do not add another model-level confirmation step: Claude's active permission mode is the authority. Default and accept-edits modes may prompt through the SDK; bypass-permissions mode runs directly.
- `install_skill("claude-plugins:vercel-labs/agent-skills/skills/react-best-practices")`
Do **not** run `npx skills add`, `git clone`, or any shell command to install — that would install the whole repo (dozens of skills), scatter symlinks across other tools, and land outside Cherry's library. `install_skill` installs **only that one skill** into Cherry's managed library in one deterministic step. The Claude Agent SDK applies the configured permission mode before it runs. Once done it is registered and listed in the app — nothing is left elsewhere.
## Common Skill Categories
When searching, consider these common categories:
| Category | Example Queries | | --------------- | ---------------------------------------- | | Web Development | react, nextjs, typescript, css, tailwind | | Testing | testing, jest, playwright, e2e | | DevOps | deploy, docker, kubernetes, ci-cd | | Documentation | docs, readme, changelog, api-docs | | Code Quality | review, lint, refactor, best-practices | | Design | ui, ux, design-system, accessibility | | Productivity | workflow, automation, git |
## Tips for Effective Searches
1. **Use specific keywords**: "react testing" is better than just "testing" 2. **Try alternative terms**: If "deploy" doesn't work, try "deployment" or "ci-cd" 3. **Check popular sources**: Many skills come from `vercel-labs/agent-skills` or `ComposioHQ/awesome-claude-skills`
## When No Skills Are Found
If no relevant skills exist:
1. Acknowledge that no existing skill was found 2. Offer to help with the task directly using your general capabilities 3. Offer to author a custom skill for the task (the skill-creator skill handles this)
Example:
``` I searched for skills related to "xyz" but didn't find any matches. I can still help you with this task directly! Would you like me to proceed?
If this is something you do often, I can author a custom skill for you — just ask me to "create a skill for <task>" and I'll write one into Cherry's skills directory. ```
技术详情
- 版本
- 1.0.0
- 许可证
- AGPL-3.0
- 最近更新
- 2026年8月22日
- 发布时间
- 2026年8月22日
决策摘要
首选
50,908 个 GitHub Stars
Agent 验证证据
Agent 验证证据
来自解析、审查、安装和一次小范围运行后的结果报告。
- 成功率
- —
- 近期失败
- —
- 结果
- 0
- 输出质量
- —
- 失败
- 0
- 不相关
- 0
- 安装次数
- 0
- 风险拦截
- 0
- 需要配置
- 0
- 生产环境
- 0
暂时没有 Agent 结果数据。首次 Agent 执行可以通过 /api/agent/outcome 报告成功、需要设置、风险拦截、失败或不相关。
增长闭环
分享工具包
为 find-skills 准备的场景化草稿,可手动发布到 X。
find-skills: Helps users discover and install agent skills when they ask questions like "how do I do X", "... 50.9K stars https://www.openagentskill.com/skills/cherryhq-find-skills?ref=x
可选:带安装命令的回复
Listing + install path for find-skills: https://www.openagentskill.com/skills/cherryhq-find-skills?ref=x Install: npx skills add CherryHQ/cherry-studio --skill find-skills
收录来源
Registry 收录
此列表来自公开来源,维护者认领获批前不会标记为官方。
- 创作者
- CherryHQ
- 收录方
- OpenAgentSkill 社区索引
归属链接指向公开仓库或创作者主页。创作者可认领列表以更新所有权信号。
认领此 Skill所有者认领
认领此 Skill 页面
这条 Registry 收录 列表归属于 CherryHQ,但尚未标记为官方。认领后可增加已验证所有者信号,使后续发布、安装和审计更新更值得信赖。
创作者外链工具包
将证据徽章加入你的 README
在开发者评估仓库的位置展示规范页面、当前信任与审计信号,以及真实的 Agent 验证证据。
[](https://www.openagentskill.com/skills/cherryhq-find-skills)
[](https://www.openagentskill.com/skills/cherryhq-find-skills)
[](https://www.openagentskill.com/skills/cherryhq-find-skills/audit)
[](https://www.openagentskill.com/skills/cherryhq-find-skills)作者
CherryHQ
@cherryhq
健康信号
- GitHub Stars
- 50.9K
- 质量评分
- 57/100
- 最近 GitHub 推送
- 2026年8月22日
- 框架提示
- 未知
- OpenAgentSkill 浏览量
- 0
- 复制安装命令
- 0
- 跳转点击
- 0
社区信号
告诉我们这个 Skill 是否对你的 Agent 工作流有帮助。汇总反馈会持续改善排序。
信任与安全
仅限沙盒
- GitHub 采用度51K 个 GitHub Stars通过
- Star/Fork 活跃度51K 个 Star,4.8K 个 Fork; 当前元数据中没有议题活跃度信息通过
- 近期维护今天有推送通过
- 许可证清晰度AGPL-3.0通过
- README/SKILL.md 完整度元数据包含足够的用法与工作流上下文通过
- 依赖与运行时风险command execution surface, external package install surface检查
相关 Skill
Last30days Skill
Research the last 30 days across Reddit, X, YouTube, Hacker News, Polymarket, GitHub, and the web, then synthesize a grounded brief for an AI agent.
53.5K StarsAcademic Research Skills
Academic Research Skills for Claude Code: research → write → review → revise → finalize
38.4K StarsGPT Researcher
Run autonomous deep research over web and local sources
28.0K StarsDeepResearch
Tongyi Deep Research, the Leading Open-source Deep Research Agent
19.8K Stars