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Extract exactly 8 context-sensitive keywords from Chinese, English, or mixed text and turn them into a distributed weighted Graph View with no center goal node.
Install Keyword Graph View
$ npx skills add twhsi/skills --skill keyword-graph-view -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install twhsi/skills keyword-graph-view --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/twhsi/skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/keyword-graph-view .claude/skills/keyword-graph-view && 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 "keyword-graph-view" agent skill from https://github.com/twhsi/skills/tree/main/skills/keyword-graph-view into .claude/skills/keyword-graph-view/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "keyword-graph-view", 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/twhsi/skills/tree/main/skills/keyword-graph-viewType 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 twhsi/skills --skill keyword-graph-view -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install twhsi/skills keyword-graph-view --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/twhsi/skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/keyword-graph-view .agents/skills/keyword-graph-view && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "keyword-graph-view" agent skill from https://github.com/twhsi/skills/tree/main/skills/keyword-graph-view into .agents/skills/keyword-graph-view/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "keyword-graph-view", 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 twhsi/skills --skill keyword-graph-view -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install twhsi/skills keyword-graph-view --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/twhsi/skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/keyword-graph-view .cursor/skills/keyword-graph-view && 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 "keyword-graph-view" agent skill from https://github.com/twhsi/skills/tree/main/skills/keyword-graph-view into .cursor/skills/keyword-graph-view/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "keyword-graph-view", 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/twhsi/skills.git --path skills/keyword-graph-view--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 twhsi/skills --skill keyword-graph-view -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install twhsi/skills keyword-graph-view --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/twhsi/skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/keyword-graph-view .gemini/skills/keyword-graph-view && 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 "keyword-graph-view" agent skill from https://github.com/twhsi/skills/tree/main/skills/keyword-graph-view into .gemini/skills/keyword-graph-view/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "keyword-graph-view", 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 twhsi/skills keyword-graph-viewInstalls 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 twhsi/skills --skill keyword-graph-view -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/twhsi/skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/keyword-graph-view .github/skills/keyword-graph-view && 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 "keyword-graph-view" agent skill from https://github.com/twhsi/skills/tree/main/skills/keyword-graph-view into .github/skills/keyword-graph-view/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "keyword-graph-view", 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 twhsi/skills --skill keyword-graph-view -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install twhsi/skills keyword-graph-view --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/twhsi/skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/keyword-graph-view .opencode/skills/keyword-graph-view && 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 "keyword-graph-view" agent skill from https://github.com/twhsi/skills/tree/main/skills/keyword-graph-view into .opencode/skills/keyword-graph-view/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "keyword-graph-view", 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
keyword-graph-view- GitHub stars
- 259
- Token cost
- ~989 tokens
- SKILL.md length
- 416 words
- Files
- 35 (incl. scripts, assets)
- Skills in repo
- 18
- Repo updated
- First seen
- Licence
- None found
At a glance
Extract exactly 8 context-sensitive keywords from Chinese, English, or mixed text and turn them into a distributed weighted Graph View with no center goal node.
- Works in 7 steps: Read the source text and any… → Remove blacklisted phrases before token… → Extract exactly 8 keywords by frequency,… → …
- Codex needs keyword extraction
- SKILL.md covers Live Tool, Workflow, Output Schema and Visual Rules, plus 3 more sections
- Runs TypeScript scripts from its folder; calls npm and python3; reaches keyword-graph-view.twhsi.chatgpt.site
What it does
Keyword Graph View is an agent skill from twhsi/skills. Extract exactly 8 context-sensitive keywords from Chinese, English, or mixed text and turn them into a distributed weighted Graph View with no center goal node. Use when Codex needs keyword extraction, blacklist filtering, co-occurrence edges, node definitions/notes, weighted graph JSON, or an online Graph View tool for text analysis.
Its SKILL.md is about 990 tokens, which your agent loads only when the skill is triggered. The skill folder holds 41 other files, including scripts and assets (for example `agents/openai.yaml`, `assets/web-app/.openai/hosting.json` and `assets/web-app/app/cases.ts`).
It sits in Documents & Office. The repository describes itself as: AI Agent Skills for Chinese Knowledge Workers: iMandalArt, FIRE, planning, and publishing workflows for Claude Code, Codex, and LLM agents.
When your agent uses it
- Codex needs keyword extraction
- Blacklist filtering
- Co-occurrence edges
- Node definitions/notes
Example prompts
- “/keyword-graph-view”
Requirements
- Python 3
- Node.js
Workflow steps
7 steps, taken from the first numbered list in SKILL.md.
- Read the source text and any user-provided blacklist.
- Remove blacklisted phrases before token scoring, then filter blacklisted tokens during ranking.
- Extract exactly 8 keywords by frequency, term length, and spread through the source.
- Build weighted co-occurrence edges by scanning a configurable token window.
- Do not create a "center", "main goal", "中心目標", or hub node unless the user explicitly asks for a radial Mandalart layout.
- Generate a definition for each node from its strongest evidence sentence and connected keywords.
- Render or return a distributed graph: positions should be balanced across the canvas, with edge width and node area showing weight.
What it can do on your machine
Read from SKILL.md and the folder at commit 287d0f4. 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 1 file in scripts/ (TypeScript, from the files we listed), which the agent can run.
Shell commands in SKILL.md call:
npmpython3
From the folder's file list and the shell code blocks in SKILL.md.
Network
Hosts in commands or code, which the agent is likely to contact:
keyword-graph-view.twhsi.chatgpt.site
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
Keyword Graph View loads about 989 tokens when it runs. Until then it costs about 89 tokens; SKILL.md has 416 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 416 words (~989 tokens).
“Create a centerless keyword network from raw text. The output should contain 8 keyword nodes, weighted undirected edges, and a short definition/note for every node.”
- name
- keyword-graph-view
Files
SKILL.md and 34 other files (scripts, assets) in skills/keyword-graph-view of twhsi/skills.
- SKILL.md
- agents/openai.yaml
- assets/web-app/.gitignore
- assets/web-app/.openai/hosting.json
- assets/web-app/app/cases.ts
- assets/web-app/app/chatgpt-auth.ts
- assets/web-app/app/globals.css
- assets/web-app/app/layout.tsx
- assets/web-app/app/page.tsx
- assets/web-app/build/sites-vite-plugin.ts
- assets/web-app/db/index.ts
- assets/web-app/db/schema.ts
- assets/web-app/drizzle.config.ts
- assets/web-app/drizzle
- … and 21 more
Open the folder on GitHubat commit 287d0f4
Compare with similar skills
Keyword Graph View 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 |
|---|---|---|---|---|---|---|
| Keyword Graph View this skilltwhsi/skills | 259 | — | ~989 | Automated safety check: Pass | None | |
| Markdown Article FormatterJimLiu/baoyu-skills | 26k | 6 repos | ~3.5k | Automated safety check: Pass | MIT | |
| MarkitdownImCa0/just-laws | 782 | 14 repos | ~3.2k | Automated safety check: Notes | MIT | |
| Obsidian MarkdownAtmosphere/atmosphere | 3.8k | 20 repos | ~1.3k | Automated safety check: Pass | Apache-2.0 | |
| DOCXrvdbreemen/OTGW-firmware | 207 | 33 repos | ~4.3k | Automated safety check: Pass | Proprietary | |
| Gzh Designisjiamu/gzh-design-skill | 3.9k | 1 repos | ~2.2k | Automated safety check: Pass | AGPL-3.0 |
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Related
Categories
Questions about Keyword Graph View
What does Keyword Graph View do?
Extract exactly 8 context-sensitive keywords from Chinese, English, or mixed text and turn them into a distributed weighted Graph View with no center goal node. Keyword Graph View is an agent skill from twhsi/skills. Extract exactly 8 context-sensitive keywords from Chinese, English, or mixed text and turn them into a distributed weighted Graph View with no center goal node.
When should I use Keyword Graph View?
Keyword Graph View fits situations like: Codex needs keyword extraction; blacklist filtering; co-occurrence edges; Node definitions/notes.
How do I install Keyword Graph View in Claude Code?
Run `npx skills add twhsi/skills --skill keyword-graph-view -a claude-code`. Or copy the skill folder (skills/keyword-graph-view in twhsi/skills) into .claude/skills/keyword-graph-view in your project. Claude Code loads it when a task matches its description.
How do I install Keyword Graph View in Codex?
Run `npx skills add twhsi/skills --skill keyword-graph-view -a codex`. Or copy the skill folder (skills/keyword-graph-view in twhsi/skills) into .agents/skills/keyword-graph-view in your project. Codex loads it when a task matches its description.
Can I use Keyword Graph View 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 twhsi/skills --skill keyword-graph-view -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/keyword-graph-view, .gemini/skills/keyword-graph-view, .github/skills/keyword-graph-view and .opencode/skills/keyword-graph-view in your project.
What does Keyword Graph View need to run?
Going by SKILL.md and its folder, Keyword Graph View needs TypeScript for the scripts in its folder and the command-line tools its instructions call (npm and python3). Our summary lists: Python 3; Node.js.
Does Keyword Graph View access the network?
SKILL.md names 1 domain. In commands or code: keyword-graph-view.twhsi.chatgpt.site; the agent is likely to contact it when it follows the instructions. This is read from the text; nothing was executed.
Is Keyword Graph View 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 Keyword Graph View use?
No licence was found for Keyword Graph View or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Keyword Graph View use?
About 989 tokens (SKILL.md is roughly 4k 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 Keyword Graph View?
Skills that share tags, products or a category with Keyword Graph View: Markdown Article Formatter (JimLiu/baoyu-skills, 26k stars), Markitdown (ImCa0/just-laws, 782 stars), Obsidian Markdown (Atmosphere/atmosphere, 3.8k stars) and DOCX (rvdbreemen/OTGW-firmware, 207 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Keyword Graph View?
twhsi (a GitHub user) maintains it in twhsi/skills, which has 259 GitHub stars. The repository holds 18 skills in this directory. The repository was last updated on July 21, 2026.
Source: twhsi/skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.