find-skills SKILL.md skillA

find-skills from seaworld008/commonly-used-high-value-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add seaworld008/commonly-used-high-value-skills/find-skills@v1.0.1

Pins v1.0.1 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
seaworld008/commonly-used-high-value-skills
Path
openclaw-skills/find-skills/SKILL.md
Versions recorded
4
Latest version
v1.0.1, committed Aug 10, 2026
First version recorded
Mar 15, 2026
Size
6,385 bytes
Repository stars
73
License
MIT

Use when users do not know which skill fits a task, need to search available skill catalogs, compare candidates, install a matching skill, or route work to the best existing capability.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Find Skills

当用户只描述目标、但未指定具体工具或技能时,优先使用本技能做自动匹配。Find Skills 是 Agent 的“大脑插件中心”,它能理解用户意图,并从浩如烟海的 ClawHub 仓库中精准定位、安装并配置合适的技能。

## 安装

```bash
npx clawhub@latest install find-skills
```

## 工作方式

1. **语义理解 (Semantic Extraction)**:根据用户复杂、模糊的目标,生成 3-5 个核心技能检索词(如 “SQL optimization”, “React chart libraries”)。
2. **多源检索 (Multi-Source Search)**:在 ClawHub 官方仓库、本地已安装列表及相关开源索引中搜索候选技能。
3. **优先级排序 (Prioritization)**:根据技能的评分、下载量、更新频率以及与当前任务的匹配度进行综合排序。
4. **决策与理由 (Reasoning)**:为前 3 名技能给出详细的推荐安装理由。
5. **按需执行 (On-Demand Execution)**:按用户确认结果或自主决策执行 `npx clawhub@latest install <skill-name>`。

## 触发条件 / When to Use

- **冷启动场景**:新项目开始,用户提出了一个 Agent 之前没处理过的任务类型(如“帮我写一个 Chrome 插件”)。
- **工具链补强**:Agent 发现现有技能集无法完成任务,提示缺失必要的工具(如缺失 `image-edit` 时)。
- **优化替代方案**:现有技能效率低下或报错,需要寻找功能类似的“增强版”技能。
- **批量环境部署**:需要为一套复杂的工程方案(如云原生架构)一键安装全套开发、运维技能。
- **自动升级检测**:当用户询问最新功能时,Agent 自动搜索是否有对应的 Beta 版技能可用。

## 核心能力 / Core Capabilities

### 1. 精准意图映射 (Intent Mapping)
- **操作步骤**:
  1. 接收到原始 Prompt。
  2. 调用内部 LLM 对 Prompt 进行“原子任务”拆解。
  3. 将拆解后的原子任务(如“PDF parsing”, “OCR”, “Summarization”)映射为标准技能标签。
- **最佳实践**:生成检索词时,应包含“动词 + 名词”结构,如 `parse-xlsx` 而非仅仅是 `xlsx`。

### 2. 候选技能对比评估 (Skill Benchmarking)
- **操作步骤**:
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add seaworld008/commonly-used-high-value-skills/find-skills@sha256:2b14eec09d81d0c1

The line at the top of this page pins the label v1.0.1, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_u7khcnsfx6fyi4o6.svg)](https://markdownregistry.com/a/art_u7khcnsfx6fyi4o6)

1 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 4 versions of this file, between Mar 15, 2026 and Aug 10, 2026, about one every 49 days.

versioncommittedcommitsizeaudit
v1.0.1 latest2026-08-10 33ee415 6,385 BA view · diff
v1.0.02026-06-29 b4409df 6,290 BA view · diff
v1.0.02026-03-27 0b34652 6,083 BA view · diff
git:20260315.df072122026-03-15 df07212 487 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (6385 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

seaworld008/commonly-used-high-value-skills · 73 stars · license MIT · pushed 2026-10-19 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_u7khcnsfx6fyi4o6
GET https://markdownregistry.com/api/v1/resolve?ref=seaworld008/commonly-used-high-value-skills/find-skills
GET https://markdownregistry.com/api/v1/blob/2b14eec09d81d0c1bed624eabeda7b1642fae5ee33001df3b17c2bc76ded9eb8

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

More from seaworld008/commonly-used-high-value-skills

AGENTS.md AGENTS.md file
seaworld008/commonly-used-high-value-skills · AGENTS.md
git:20260907.7aad3b0 · audit A · 73 stars
CLAUDE.md CLAUDE.md file
seaworld008/commonly-used-high-value-skills · CLAUDE.md
git:20260907.7aad3b0 · audit A · 73 stars
agent-browser SKILL.md skill
seaworld008/commonly-used-high-value-skills · openclaw-skills/agent-browser/SKILL.md · Use when an agent needs real browser automation for semantic element targeting, form interaction, screenshots…
v1.0.0 · audit A · 73 stars
agent-designer SKILL.md skill
seaworld008/commonly-used-high-value-skills · openclaw-skills/agent-designer/SKILL.md · Design AI agent responsibilities, tools, memory, orchestration, and evaluation when defining an agent architecture or…
v1.0.2 · audit A · 73 stars
CLAUDE.md@openclaw-skills/agent-hub CLAUDE.md file
seaworld008/commonly-used-high-value-skills · openclaw-skills/agent-hub/CLAUDE.md
git:20260424.86f3732 · audit A · 73 stars
agent-hub SKILL.md skill
seaworld008/commonly-used-high-value-skills · openclaw-skills/agent-hub/SKILL.md · Compare independent solutions with agent-hub when parallel competition is requested; isolate Git worktrees, evaluate…
v1.0.11 · audit A · 73 stars
agent-workflow-designer SKILL.md skill
seaworld008/commonly-used-high-value-skills · openclaw-skills/agent-workflow-designer/SKILL.md · Design agent orchestration, handoffs, state, recovery, and evaluation when a workflow needs multiple coordinated agents…
v1.1.1 · audit A · 73 stars
agile-product-owner SKILL.md skill
seaworld008/commonly-used-high-value-skills · openclaw-skills/agile-product-owner/SKILL.md · Manage product backlogs and sprints: user stories, acceptance criteria, epic breakdown, prioritization, estimates, and…
v1.0.1 · audit A · 73 stars
algorithmic-art SKILL.md skill
seaworld008/commonly-used-high-value-skills · openclaw-skills/algorithmic-art/SKILL.md · Create original generative art with p5.js, seeded randomness, flow fields, particles, and interactive parameters when…
v1.0.1 · audit B · 73 stars
andrej-karpathy-skills SKILL.md skill
seaworld008/commonly-used-high-value-skills · openclaw-skills/andrej-karpathy-skills/SKILL.md · Karpathy-inspired coding discipline for AI agents: think before coding, keep changes simple, edit surgically, and…
v1.0.0 · audit A · 73 stars
api-and-interface-design SKILL.md skill
seaworld008/commonly-used-high-value-skills · openclaw-skills/api-and-interface-design/SKILL.md · Design REST/GraphQL APIs, module interfaces, and type contracts when creating endpoints or changing public boundaries.
v1.0.4 · audit A · 73 stars
api-design-reviewer SKILL.md skill
seaworld008/commonly-used-high-value-skills · openclaw-skills/api-design-reviewer/SKILL.md · Use when reviewing API designs for consistency, usability, versioning, error semantics, security, backward…
v1.0.0 · audit A · 73 stars

Every file in seaworld008/commonly-used-high-value-skills

Other files named find-skills

find-skills SKILL.md skill
bytedance/deer-flow · skills/public/find-skills/SKILL.md · Helps users discover and install agent skills when they ask questions like "how do I do X", "find a skill for X", "is…
git:20260201.f082ef3 · audit A · 84,193 stars
find-skills SKILL.md skill
cherryhq/cherry-studio · resources/skills/find-skills/SKILL.md · Find and install agent skills when the user asks for a capability that may already exist as a skill.
v1.0.0 · audit A · 52,815 stars
find-skills SKILL.md skill
aipentest/cyberstrikeai · mcp-servers/pent_claude_agent/.claude/skills/find-skills/SKILL.md · Helps users discover and install agent skills when they ask questions like "how do I do X", "find a skill for X", "is…
git:20260317.1d505b7 · audit A · 7,963 stars
find-skills SKILL.md skill
maxmiksa/auto-company · .claude/skills/find-skills/SKILL.md · Helps users discover and install agent skills when they ask questions like "how do I do X", "find a skill for X", "is…
git:20250917.ffd4ee1 · audit A · 3,150 stars
find-skills SKILL.md skill
coco-research/coco · skills/find-skills/SKILL.md · Helps users discover and install agent skills when they ask questions like "how do I do X", "find a skill for X", "is…
git:20260914.57d3294 · audit A · 827 stars
find-skills SKILL.md skill
zhongkaifu/tensorsharp · TensorAgent/skills/find-skills/SKILL.md · Find, inspect and install skills for a requested task. Use when the user asks for a skill or wants new capabilities…
git:20261015.4c83789 · audit A · 598 stars
find-skills SKILL.md skill
mxyhi/ok-skills · find-skills/SKILL.md · Helps users discover and install agent skills when they ask questions like "how do I do X", "find a skill for X", "is…
git:20260715.81b2eaf · audit A · 504 stars
find-skills SKILL.md skill
evovexai/evoflow · skills/public/find-skills/SKILL.md · Helps users discover and install agent skills when they ask questions like "how do I do X", "find a skill for X", "is…
git:20260912.6c490fd · audit A · 484 stars

Browse by kind, by grade A, or by owner.