Claude Code Agent Development
anthropics/claude-plugins-official
Explains how to write agents for Claude Code plugins: the markdown file with YAML frontmatter, trigger descriptions, model and color settings, and system prompt design.
【深度搜索】面向复杂问题的启发式检索助手. An agent skill from wpsnote/wpsnote-skills.
Install Wps Deep Search
$ npx skills add wpsnote/wpsnote-skills --skill wps-deep-search -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install wpsnote/wpsnote-skills wps-deep-search --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/wpsnote/wpsnote-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/wps-note-intelligent-search .claude/skills/wps-deep-search && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "wps-deep-search" agent skill from https://github.com/wpsnote/wpsnote-skills/tree/main/skills/wps-note-intelligent-search into .claude/skills/wps-deep-search/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "wps-deep-search", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/wpsnote/wpsnote-skills/tree/main/skills/wps-note-intelligent-searchType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add wpsnote/wpsnote-skills --skill wps-deep-search -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install wpsnote/wpsnote-skills wps-deep-search --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/wpsnote/wpsnote-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/wps-note-intelligent-search .agents/skills/wps-deep-search && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "wps-deep-search" agent skill from https://github.com/wpsnote/wpsnote-skills/tree/main/skills/wps-note-intelligent-search into .agents/skills/wps-deep-search/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "wps-deep-search", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add wpsnote/wpsnote-skills --skill wps-deep-search -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install wpsnote/wpsnote-skills wps-deep-search --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/wpsnote/wpsnote-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/wps-note-intelligent-search .cursor/skills/wps-deep-search && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "wps-deep-search" agent skill from https://github.com/wpsnote/wpsnote-skills/tree/main/skills/wps-note-intelligent-search into .cursor/skills/wps-deep-search/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "wps-deep-search", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/wpsnote/wpsnote-skills.git --path skills/wps-note-intelligent-search--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add wpsnote/wpsnote-skills --skill wps-deep-search -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install wpsnote/wpsnote-skills wps-deep-search --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/wpsnote/wpsnote-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/wps-note-intelligent-search .gemini/skills/wps-deep-search && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "wps-deep-search" agent skill from https://github.com/wpsnote/wpsnote-skills/tree/main/skills/wps-note-intelligent-search into .gemini/skills/wps-deep-search/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "wps-deep-search", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install wpsnote/wpsnote-skills wps-deep-searchInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add wpsnote/wpsnote-skills --skill wps-deep-search -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/wpsnote/wpsnote-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/wps-note-intelligent-search .github/skills/wps-deep-search && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "wps-deep-search" agent skill from https://github.com/wpsnote/wpsnote-skills/tree/main/skills/wps-note-intelligent-search into .github/skills/wps-deep-search/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "wps-deep-search", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add wpsnote/wpsnote-skills --skill wps-deep-search -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install wpsnote/wpsnote-skills wps-deep-search --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/wpsnote/wpsnote-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/wps-note-intelligent-search .opencode/skills/wps-deep-search && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "wps-deep-search" agent skill from https://github.com/wpsnote/wpsnote-skills/tree/main/skills/wps-note-intelligent-search into .opencode/skills/wps-deep-search/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "wps-deep-search", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
wps-deep-search- GitHub stars
- 179
- Token cost
- ~1.2k tokens
- SKILL.md length
- 383 words
- Files
- 7 (incl. scripts)
- Skills in repo
- 29
- Repo updated
- First seen
- Licence
- None found
At a glance
【深度搜索】面向复杂问题的启发式检索助手. An agent skill from wpsnote/wpsnote-skills.
- Works in 6 steps: 深度搜索不是单轮关键词匹配，而是“启发式漏斗 + 证据收敛”。 → 除非用户明确要求“只查笔记”，默认使用 hybrid（笔记 + 网络权威源）。 → 外部来源必须可追溯，web_search 摘要只能作线索，web_fetch… → …
- Tasks that involve Subagents
- SKILL.md covers Contract（契约）, 核心原则, 与 wps-note 的关系 and 工具列表与调用方式, plus 5 more sections
- Runs Python scripts from its folder
What it does
Wps Deep Search is an agent skill from wpsnote/wpsnote-skills. 【深度搜索】面向复杂问题的启发式检索助手。 默认执行“笔记证据 + 网络权威信源”的混合检索，不止笔记内关键词搜索。 当用户说“深度搜索”“帮我深挖”“关联查询”“全面梳理”“帮我核实一下”时使用。 本版本为单代理串行执行，禁用 subagent。
Its SKILL.md is about 1.2k tokens, which your agent loads only when the skill is triggered. The skill folder holds 9 other files, including scripts (for example `examples/example-workflow.md`, `scripts/__init__.py` and `scripts/asset_manager.py`).
It sits in Agent Workflows, covering Subagents.
When your agent uses it
- Tasks that involve Subagents
Example prompts
- “笔记证据 + 网络权威信源”
- “帮我核实一下”
- “/wps-deep-search”
Requirements
- Python 3
Workflow steps
6 steps, taken from the first numbered list in SKILL.md.
- 深度搜索不是单轮关键词匹配，而是“启发式漏斗 + 证据收敛”。
- 除非用户明确要求“只查笔记”，默认使用 hybrid（笔记 + 网络权威源）。
- 外部来源必须可追溯，web_search 摘要只能作线索，web_fetch 正文才可作证据。
- 严禁编造来源、编造引用、把低权威单一来源当成定论。
- 本版本强制单代理串行执行，禁止调用 sub_agent。
- 该 Skill 为只读检索流程，不调用笔记写入类工具。
What it can do on your machine
Read from SKILL.md and the folder at commit 2d9885d. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
Ships 2 files in scripts/ (Python), which the agent can run.
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Wps Deep Search loads about 1.2k tokens when it runs. Until then it costs about 35 tokens; SKILL.md has 383 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.
SKILL.md
Without a licence we can't republish the file, so here is its outline and opening line. It has 383 words (~1,213 tokens).
- name
- wps-deep-search
- metadata.version
- 1.2.1
- metadata.category
- search
- metadata.tags
- search, deep-search, heuristic, authority-source, single-agent, note-analysis
- metadata.dependencies
- wps-note
Files
SKILL.md and 6 other files (scripts) in skills/wps-note-intelligent-search of wpsnote/wpsnote-skills.
- SKILL.md
- examples/example-workflow.md
- scripts/__init__.py
- scripts/asset_manager.py
- tests/mock-notes.json
- tests/test-cases.md
- tests/test_runner.py
Open the folder on GitHubat commit 2d9885d
Compare with similar skills
Wps Deep Search next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Wps Deep Search this skillwpsnote/wpsnote-skills | 179 | — | ~1.2k | Automated safety check: Pass | None | |
| Claude Code Agent Developmentanthropics/claude-plugins-official | 38k | 8 repos | ~2.8k | Automated safety check: Pass | Apache-2.0 | |
| Subagent Driven DevelopmentAsvarox/allkaraoke | 261 | 38 repos | ~1.2k | Automated safety check: Pass | None | |
| Dispatching Parallel Agentsultralisp/ultralisp | 258 | 41 repos | ~1.5k | Automated safety check: Pass | None | |
| Paseo Advisor Second Opiniongetpaseo/paseo | 20k | 1 repos | ~756 | Automated safety check: Pass | Custom licence | |
| Task Observerrebelytics/one-skill-to-rule-them-all | 3.2k | 1 repos | ~12k | Automated safety check: Pass | CC-BY-4.0 |
Similar skills
- Official
Subagent Driven Development
Asvarox/allkaraoke
A skill your agent uses when executing implementation plans with independent tasks in the current session
Dispatching Parallel Agents
ultralisp/ultralisp
A skill your agent uses when facing 2+ independent tasks that can be worked on without shared state or sequential dependencies
Paseo Advisor Second Opinion
getpaseo/paseo
Launches one separate agent through Paseo to give a second opinion on the current task, with a self-contained briefing and no permission to edit files.
Task Observer
rebelytics/one-skill-to-rule-them-all
Monitors task execution for skill improvement opportunities.
O2 Review Loop
openobserve/openobserve
Splits a change into planner, coder and independent reviewer roles: you confirm a spec, a subagent implements it, and a separate reviewer checks each round's local WIP commit.
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Questions about Wps Deep Search
What does Wps Deep Search do?
【深度搜索】面向复杂问题的启发式检索助手. An agent skill from wpsnote/wpsnote-skills. Wps Deep Search is an agent skill from wpsnote/wpsnote-skills.
When should I use Wps Deep Search?
Wps Deep Search fits situations like: tasks that involve Subagents.
How do I install Wps Deep Search in Claude Code?
Run `npx skills add wpsnote/wpsnote-skills --skill wps-deep-search -a claude-code`. Or copy the skill folder (skills/wps-note-intelligent-search in wpsnote/wpsnote-skills) into .claude/skills/wps-deep-search in your project. Claude Code loads it when a task matches its description.
How do I install Wps Deep Search in Codex?
Run `npx skills add wpsnote/wpsnote-skills --skill wps-deep-search -a codex`. Or copy the skill folder (skills/wps-note-intelligent-search in wpsnote/wpsnote-skills) into .agents/skills/wps-deep-search in your project. Codex loads it when a task matches its description.
Can I use Wps Deep Search in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add wpsnote/wpsnote-skills --skill wps-deep-search -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/wps-deep-search, .gemini/skills/wps-deep-search, .github/skills/wps-deep-search and .opencode/skills/wps-deep-search in your project.
What does Wps Deep Search need to run?
Going by SKILL.md and its folder, Wps Deep Search needs Python for the scripts in its folder. Our summary lists: Python 3.
Does Wps Deep Search access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Wps Deep Search safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
What licence does Wps Deep Search use?
No licence was found for Wps Deep Search or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Wps Deep Search use?
About 1.2k tokens (SKILL.md is roughly 4.9k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Wps Deep Search?
Skills that share tags, products or a category with Wps Deep Search: Claude Code Agent Development (anthropics/claude-plugins-official, 38k stars), Subagent Driven Development (Asvarox/allkaraoke, 261 stars), Dispatching Parallel Agents (ultralisp/ultralisp, 258 stars) and Paseo Advisor Second Opinion (getpaseo/paseo, 20k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Wps Deep Search?
wpsnote (a GitHub organization) maintains it in wpsnote/wpsnote-skills, which has 179 GitHub stars. The repository holds 29 skills in this directory. The repository was last updated on May 25, 2026.
Source: wpsnote/wpsnote-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.