LLM Wiki Knowledge Graph
Egonex-AI/Understand-Anything
Detects a Karpathy-pattern LLM wiki and builds an interactive knowledge graph with entities, implicit relationships and topic clusters.
any input (code, docs, papers, images) → knowledge graph → clustered communities → HTML + JSON + audit report
Install Graphify
$ npx skills add CharlesHoskinson/sevenlayer --skill graphify -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install CharlesHoskinson/sevenlayer graphify --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/CharlesHoskinson/sevenlayer.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/graphify .claude/skills/graphify && 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 "graphify" agent skill from https://github.com/CharlesHoskinson/sevenlayer/tree/main/.claude/skills/graphify into .claude/skills/graphify/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "graphify", 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/CharlesHoskinson/sevenlayer/tree/main/.claude/skills/graphifyType 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 CharlesHoskinson/sevenlayer --skill graphify -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install CharlesHoskinson/sevenlayer graphify --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/CharlesHoskinson/sevenlayer.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/graphify .agents/skills/graphify && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "graphify" agent skill from https://github.com/CharlesHoskinson/sevenlayer/tree/main/.claude/skills/graphify into .agents/skills/graphify/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "graphify", 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 CharlesHoskinson/sevenlayer --skill graphify -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install CharlesHoskinson/sevenlayer graphify --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/CharlesHoskinson/sevenlayer.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/graphify .cursor/skills/graphify && 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 "graphify" agent skill from https://github.com/CharlesHoskinson/sevenlayer/tree/main/.claude/skills/graphify into .cursor/skills/graphify/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "graphify", 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/CharlesHoskinson/sevenlayer.git --path .claude/skills/graphify--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 CharlesHoskinson/sevenlayer --skill graphify -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install CharlesHoskinson/sevenlayer graphify --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/CharlesHoskinson/sevenlayer.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/graphify .gemini/skills/graphify && 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 "graphify" agent skill from https://github.com/CharlesHoskinson/sevenlayer/tree/main/.claude/skills/graphify into .gemini/skills/graphify/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "graphify", 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 CharlesHoskinson/sevenlayer graphifyInstalls 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 CharlesHoskinson/sevenlayer --skill graphify -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/CharlesHoskinson/sevenlayer.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/graphify .github/skills/graphify && 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 "graphify" agent skill from https://github.com/CharlesHoskinson/sevenlayer/tree/main/.claude/skills/graphify into .github/skills/graphify/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "graphify", 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 CharlesHoskinson/sevenlayer --skill graphify -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install CharlesHoskinson/sevenlayer graphify --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/CharlesHoskinson/sevenlayer.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/graphify .opencode/skills/graphify && 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 "graphify" agent skill from https://github.com/CharlesHoskinson/sevenlayer/tree/main/.claude/skills/graphify into .opencode/skills/graphify/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "graphify", 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
graphify- GitHub stars
- 116
- Used in
- 1 other repo
- Token cost
- ~11k tokens
- SKILL.md length
- 2,051 words
- Files
- 1
- Skills in repo
- 3
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
any input (code, docs, papers, images) → knowledge graph → clustered communities → HTML + JSON + audit report
- Works in 9 steps: Ensure graphify is installed → Detect files → Extract entities and relationships → …
- Tasks that involve Knowledge graphs
- SKILL.md covers Usage, What graphify is for, What You Must Do When Invoked and For --update (incremental…, plus 8 more sections
- Calls python3, git and pip; needs NEO4J_PASSWORD
What it does
Graphify is an agent skill from CharlesHoskinson/sevenlayer. any input (code, docs, papers, images) → knowledge graph → clustered communities → HTML + JSON + audit report
Its SKILL.md is about 11k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Knowledge Management, covering Knowledge graphs. The repository describes itself as: A Complete Guide to Zero-Knowledge Proof Systems.
When your agent uses it
- Tasks that involve Knowledge graphs
Example prompts
- “/graphify”
Requirements
- Python 3
Workflow steps
9 steps, taken from the step headings in SKILL.md.
- Ensure graphify is installed
- Detect files
- Extract entities and relationships
- Build graph, cluster, analyze, generate outputs
- Label communities
- Generate Obsidian vault (default) + optional HTML
- Neo4j export (only if --neo4j or --neo4j-push flag)
- Token reduction benchmark (only if total_words > 5000)
- Save manifest, update cost tracker, clean up, and report
What it can do on your machine
Read from SKILL.md and the folder at commit 2789e5a. 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
Shell commands in SKILL.md call:
python3gitpip
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use git and pip, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names these keys or tokens, usually read from environment variables:
NEO4J_PASSWORD
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Graphify loads about 11k tokens when it runs. Until then it costs about 30 tokens; SKILL.md has 2,051 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
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 2,051 words (~10,773 tokens).
“Turn any folder of files into a navigable knowledge graph with community detection, an honest audit trail, and three outputs: interactive HTML, GraphRAG-ready JSON, and a plain-language GRAPH_REPORT.md.”
- name
- graphify
- trigger
- /graphify
Files
Just SKILL.md in .claude/skills/graphify of CharlesHoskinson/sevenlayer.
Open the folder on GitHubat commit 2789e5a
Used in 1 other repository
We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in CharlesHoskinson/sevenlayer, which our catalogue first saw on October 7, 2026.
Compare with similar skills
Graphify 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 |
|---|---|---|---|---|---|---|
| Graphify this skillCharlesHoskinson/sevenlayer | 116 | 1 repos | ~11k | Automated safety check: Pass | Custom licence | |
| LLM Wiki Knowledge GraphEgonex-AI/Understand-Anything | 85k | 1 repos | ~1.5k | Automated safety check: Pass | MIT | |
| Obsidian Canvas BoardsAgriciDaniel/claude-obsidian | 15k | — | ~1.4k | Automated safety check: Pass | MIT | |
| Ontology1mancompany/OneManCompany | 438 | 2 repos | ~1.5k | Automated safety check: Pass | Apache-2.0 | |
| Graphagenticnotetaking/arscontexta | 3.5k | 1 repos | ~4.9k | Automated safety check: Notes | MIT | |
| Knowledge Graphgnomeria/usbtree | 688 | — | ~1.5k | Automated safety check: Pass | MIT |
Similar skills
Obsidian Canvas Boards
AgriciDaniel/claude-obsidian
Creates, inspects and updates Obsidian JSON Canvas boards in a vault, with text, file, link, group and edge nodes, using safe recoverable edits.
Ontology
1mancompany/OneManCompany
Typed knowledge graph for structured agent memory and composable skills.
Graph
agenticnotetaking/arscontexta
Interactive knowledge graph analysis. An agent skill from agenticnotetaking/arscontexta.
Knowledge Graph
gnomeria/usbtree
Set up and maintain a lightweight, file-based knowledge graph of the repo — entities, typed relations, decisions, gotchas — so agents load context fast instead of re-exploring the codebase every…
Knowledge Graph
nimbalyst/nimbalyst
Write a project's knowledge pages in Nimbalyst Pages -- record what people said and decided in the page it affects, keep typed pages for the things the team tracks (its own types, such as modules…
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Related
Categories
Questions about Graphify
What does Graphify do?
any input (code, docs, papers, images) → knowledge graph → clustered communities → HTML + JSON + audit report. Graphify is an agent skill from CharlesHoskinson/sevenlayer.
When should I use Graphify?
Graphify fits situations like: tasks that involve Knowledge graphs.
How do I install Graphify in Claude Code?
Run `npx skills add CharlesHoskinson/sevenlayer --skill graphify -a claude-code`. Or copy the skill folder (.claude/skills/graphify in CharlesHoskinson/sevenlayer) into .claude/skills/graphify in your project. Claude Code loads it when a task matches its description.
How do I install Graphify in Codex?
Run `npx skills add CharlesHoskinson/sevenlayer --skill graphify -a codex`. Or copy the skill folder (.claude/skills/graphify in CharlesHoskinson/sevenlayer) into .agents/skills/graphify in your project. Codex loads it when a task matches its description.
Can I use Graphify 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 CharlesHoskinson/sevenlayer --skill graphify -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/graphify, .gemini/skills/graphify, .github/skills/graphify and .opencode/skills/graphify in your project.
What does Graphify need to run?
Going by SKILL.md and its folder, Graphify needs the command-line tools its instructions call (python3, git and pip) and credentials named NEO4J_PASSWORD. Our summary lists: Python 3.
Does Graphify access the network?
SKILL.md contains no URLs. Its commands use git and pip, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Is Graphify 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 Graphify use?
Graphify has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does Graphify use?
About 11k tokens (SKILL.md is roughly 43k 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 Graphify?
Skills that share tags, products or a category with Graphify: LLM Wiki Knowledge Graph (Egonex-AI/Understand-Anything, 85k stars), Obsidian Canvas Boards (AgriciDaniel/claude-obsidian, 15k stars), Ontology (1mancompany/OneManCompany, 438 stars) and Graph (agenticnotetaking/arscontexta, 3.5k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Graphify?
CharlesHoskinson (a GitHub user) maintains it in CharlesHoskinson/sevenlayer, which has 116 GitHub stars. The repository holds 3 skills in this directory. The repository was last updated on August 31, 2026.
Source: CharlesHoskinson/sevenlayer on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.