Logseq Review Workflow Eval
logseq/logseq
Compare two revisions of the Logseq logseq-review-workflow skill by running the same review prompt against isolated before and after skill snapshots, collecting both outputs, and producing a…
Retrieve a bounded bundle of relevant external skills from the local Graph Skills library instead of manually browsing hundreds of skills.
Install Graph Skills Retriever
$ npx skills add davidliuk/graph-of-skills --skill graph-skills-retriever -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install davidliuk/graph-of-skills graph-skills-retriever --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/davidliuk/graph-of-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/evaluation/skillsbench/graphskills_assets/bootstrap_skill .claude/skills/graph-skills-retriever && 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 "graph-skills-retriever" agent skill from https://github.com/davidliuk/graph-of-skills/tree/main/evaluation/skillsbench/graphskills_assets/bootstrap_skill into .claude/skills/graph-skills-retriever/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "graph-skills-retriever", 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/davidliuk/graph-of-skills/tree/main/evaluation/skillsbench/graphskills_assets/bootstrap_skillType 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 davidliuk/graph-of-skills --skill graph-skills-retriever -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install davidliuk/graph-of-skills graph-skills-retriever --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/davidliuk/graph-of-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/evaluation/skillsbench/graphskills_assets/bootstrap_skill .agents/skills/graph-skills-retriever && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "graph-skills-retriever" agent skill from https://github.com/davidliuk/graph-of-skills/tree/main/evaluation/skillsbench/graphskills_assets/bootstrap_skill into .agents/skills/graph-skills-retriever/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "graph-skills-retriever", 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 davidliuk/graph-of-skills --skill graph-skills-retriever -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install davidliuk/graph-of-skills graph-skills-retriever --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/davidliuk/graph-of-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/evaluation/skillsbench/graphskills_assets/bootstrap_skill .cursor/skills/graph-skills-retriever && 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 "graph-skills-retriever" agent skill from https://github.com/davidliuk/graph-of-skills/tree/main/evaluation/skillsbench/graphskills_assets/bootstrap_skill into .cursor/skills/graph-skills-retriever/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "graph-skills-retriever", 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/davidliuk/graph-of-skills.git --path evaluation/skillsbench/graphskills_assets/bootstrap_skill--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 davidliuk/graph-of-skills --skill graph-skills-retriever -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install davidliuk/graph-of-skills graph-skills-retriever --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/davidliuk/graph-of-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/evaluation/skillsbench/graphskills_assets/bootstrap_skill .gemini/skills/graph-skills-retriever && 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 "graph-skills-retriever" agent skill from https://github.com/davidliuk/graph-of-skills/tree/main/evaluation/skillsbench/graphskills_assets/bootstrap_skill into .gemini/skills/graph-skills-retriever/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "graph-skills-retriever", 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 davidliuk/graph-of-skills graph-skills-retrieverInstalls 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 davidliuk/graph-of-skills --skill graph-skills-retriever -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/davidliuk/graph-of-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/evaluation/skillsbench/graphskills_assets/bootstrap_skill .github/skills/graph-skills-retriever && 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 "graph-skills-retriever" agent skill from https://github.com/davidliuk/graph-of-skills/tree/main/evaluation/skillsbench/graphskills_assets/bootstrap_skill into .github/skills/graph-skills-retriever/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "graph-skills-retriever", 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 davidliuk/graph-of-skills --skill graph-skills-retriever -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install davidliuk/graph-of-skills graph-skills-retriever --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/davidliuk/graph-of-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/evaluation/skillsbench/graphskills_assets/bootstrap_skill .opencode/skills/graph-skills-retriever && 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 "graph-skills-retriever" agent skill from https://github.com/davidliuk/graph-of-skills/tree/main/evaluation/skillsbench/graphskills_assets/bootstrap_skill into .opencode/skills/graph-skills-retriever/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "graph-skills-retriever", 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
graph-skills-retriever- GitHub stars
- 219
- Token cost
- ~437 tokens
- SKILL.md length
- 144 words
- Files
- 1
- Skills in repo
- 3
- Repo updated
- First seen
- Licence
- MIT
At a glance
Retrieve a bounded bundle of relevant external skills from the local Graph Skills library instead of manually browsing hundreds of skills.
- Works in 4 steps: Start with a short task-level query. → Read the returned skill bundle. → Follow the retrieved skill instructions… → …
- Knowledge Management work in your project
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Graph Skills Retriever is an agent skill from davidliuk/graph-of-skills. Retrieve a bounded bundle of relevant external skills from the local Graph Skills library instead of manually browsing hundreds of skills.
Its SKILL.md is about 440 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts. Compatibility notes: ["claude-code","codex","gemini-cli"]
It sits in Knowledge Management. The repository describes itself as: [EMNLP '26] Dependency-Aware Structural Retrieval for Massive Agent Skills. The licence is MIT.
When your agent uses it
- Knowledge Management work in your project
Example prompts
- “/graph-skills-retriever”
Requirements
- Python 3
- Compatibility (from SKILL.md): ["claude-code","codex","gemini-cli"]
- Pre-approved tools (allowed-tools): shell, python3
Workflow steps
4 steps, taken from the first numbered list in SKILL.md.
- Start with a short task-level query.
- Read the returned skill bundle.
- Follow the retrieved skill instructions and inspect any referenced files in /opt/graphskills/library//.
- Re-query with a narrower subproblem if needed.
What it can do on your machine
Read from SKILL.md and the folder at commit 203f60a. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves these tools, so the agent can use them without asking each time:
shellpython3
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md (its code samples are bash).
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.
Compatibility
["claude-code","codex","gemini-cli"]
From compatibility in the SKILL.md frontmatter.
Context cost
Graph Skills Retriever loads about 437 tokens when it runs. Until then it costs about 40 tokens; SKILL.md has 144 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); files beside SKILL.md are not scanned.
SKILL.md
The full file from davidliuk/graph-of-skills at commit 203f60a, republished under its MIT licence (© davidliuk). 144 words, ~437 tokens.
Download SKILL.mdSave it as
.claude/skills/graph-skills-retriever/SKILL.md (or your agent's skills folder).- name
- graph-skills-retriever
- description
- Retrieve a bounded bundle of relevant external skills from the local Graph Skills library instead of manually browsing hundreds of skills.
- allowed-tools
- shell, python3
- compatibility
- ["claude-code","codex","gemini-cli"]
- inputs
- task description or subproblem summary
- outputs
- a ranked skill bundle with full instructions and source paths under /opt/graphskills/library
Purpose
Use this skill when the task seems to require specialized domain knowledge, scripts, or references that are not already obvious from the current context.
The full skill library is stored outside the auto-loaded harness context at:
/opt/graphskills/library
Do not manually scan that whole directory first. Retrieve a focused bundle.
Retrieve Relevant Skills
Run:
graphskills-query "short description of the task or current subproblem"Useful flags:
graphskills-query "debug spring boot jakarta migration build errors" --top-n 5 --seed-top-k 4 --max-context-chars 9000
graphskills-query "extract text from receipts into xlsx" --jsonHow To Use The Results
- Start with a short task-level query.
- Read the returned skill bundle.
- Follow the retrieved skill instructions and inspect any referenced files in
/opt/graphskills/library/<skill-name>/. - Re-query with a narrower subproblem if needed.
Guidance
- Prefer 1-2 retrieval calls over manually searching the entire library.
- The returned
Source:path points to the canonicalSKILL.mdin/opt/graphskills/library. - If you need scripts or references from a retrieved skill, inspect that skill directory directly.
- Reuse the graph retriever whenever the task shifts to a new subproblem.
© davidliuk, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in evaluation/skillsbench/graphskills_assets/bootstrap_skill of davidliuk/graph-of-skills.
Open the folder on GitHubat commit 203f60a
Compare with similar skills
Graph Skills Retriever 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 |
|---|---|---|---|---|---|---|
| Graph Skills Retriever this skilldavidliuk/graph-of-skills | 219 | — | ~437 | Automated safety check: Pass | MIT | |
| Logseq Review Workflow Evallogseq/logseq | 45k | — | ~1k | Automated safety check: Pass | AGPL-3.0 | |
| Baoyu URL To Markdownsdyckjq-lab/llm-wiki-skill | 2.5k | 2 repos | ~3.2k | Automated safety check: Pass | None | |
| Obsidian CLIAtmosphere/atmosphere | 3.8k | 13 repos | ~795 | Automated safety check: Pass | Apache-2.0 | |
| Esm Cjs Risk Scanlogseq/logseq | 45k | — | ~3.3k | Automated safety check: Pass | AGPL-3.0 | |
| Knowledge Searchdataelement/bisheng | 12k | — | ~1.1k | Automated safety check: Pass | Apache-2.0 |
Similar skills
Baoyu URL To Markdown
sdyckjq-lab/llm-wiki-skill
Fetch any URL and convert to markdown using Chrome CDP. An agent skill from sdyckjq-lab/llm-wiki-skill.
Obsidian CLI
Atmosphere/atmosphere
Interact with Obsidian vaults using the Obsidian CLI to read, create, search, and manage notes, tasks, properties, and more.
Esm Cjs Risk Scan
logseq/logseq
Scan Logseq ClojureScript Node/Electron targets for npm module loading risks, especially ESM-only packages that may fail when loaded through js/require or shadow-cljs require-based shims.
Knowledge Search
dataelement/bisheng
Search the user's knowledge bases and knowledge spaces (企业知识库检索).
Capture Conversation
outline/outline
Save the current conversation, a decision, or a set of notes as a document in an Outline collection; use when the user wants to keep what was discussed in their knowledge base.
More from davidliuk/graph-of-skills
Graph Skills Retriever
davidliuk/graph-of-skills
Retrieve a bounded bundle of relevant external skills from a prebuilt Graph of Skills workspace.
Vector Skills Retriever
davidliuk/graph-of-skills
Retrieve a bounded bundle of relevant external skills from the local skill workspace using vector embedding similarity only.
Related
Categories
Questions about Graph Skills Retriever
What does Graph Skills Retriever do?
Retrieve a bounded bundle of relevant external skills from the local Graph Skills library instead of manually browsing hundreds of skills. Graph Skills Retriever is an agent skill from davidliuk/graph-of-skills. Retrieve a bounded bundle of relevant external skills from the local Graph Skills library instead of manually browsing hundreds of skills.
When should I use Graph Skills Retriever?
Graph Skills Retriever fits situations like: knowledge Management work in your project.
How do I install Graph Skills Retriever in Claude Code?
Run `npx skills add davidliuk/graph-of-skills --skill graph-skills-retriever -a claude-code`. Or copy the skill folder (evaluation/skillsbench/graphskills_assets/bootstrap_skill in davidliuk/graph-of-skills) into .claude/skills/graph-skills-retriever in your project. Claude Code loads it when a task matches its description.
How do I install Graph Skills Retriever in Codex?
Run `npx skills add davidliuk/graph-of-skills --skill graph-skills-retriever -a codex`. Or copy the skill folder (evaluation/skillsbench/graphskills_assets/bootstrap_skill in davidliuk/graph-of-skills) into .agents/skills/graph-skills-retriever in your project. Codex loads it when a task matches its description.
Can I use Graph Skills Retriever 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 davidliuk/graph-of-skills --skill graph-skills-retriever -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/graph-skills-retriever, .gemini/skills/graph-skills-retriever, .github/skills/graph-skills-retriever and .opencode/skills/graph-skills-retriever in your project.
What does Graph Skills Retriever need to run?
SKILL.md names no scripts, command-line tools or credentials: Graph Skills Retriever is instructions for the agent only. Our summary lists: Python 3. Its frontmatter pre-approves these tools: shell, python3. Compatibility (from SKILL.md): ["claude-code","codex","gemini-cli"].
Does Graph Skills Retriever 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 Graph Skills Retriever 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. Review the folder before installing.
What licence does Graph Skills Retriever use?
Graph Skills Retriever is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Graph Skills Retriever use?
About 437 tokens (SKILL.md is roughly 1.7k 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 Graph Skills Retriever?
Skills that share tags, products or a category with Graph Skills Retriever: Logseq Review Workflow Eval (logseq/logseq, 45k stars), Baoyu URL To Markdown (sdyckjq-lab/llm-wiki-skill, 2.5k stars), Obsidian CLI (Atmosphere/atmosphere, 3.8k stars) and Esm Cjs Risk Scan (logseq/logseq, 45k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Graph Skills Retriever?
davidliuk (a GitHub user) maintains it in davidliuk/graph-of-skills, which has 219 GitHub stars. The repository holds 3 skills in this directory. The repository was last updated on August 30, 2026.
Source: davidliuk/graph-of-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.