Codebase Knowledge Graph Q&A
Egonex-AI/Understand-Anything
Answers questions about a codebase by searching a prebuilt knowledge graph of its files, functions, classes and dependencies, not by rereading every source file.
A skill your agent uses when exploring, analyzing, or understanding project/code structure.
$ npx skills add clacky-ai/openclacky --skill code-explorer -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install clacky-ai/openclacky code-explorer --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/clacky-ai/openclacky.git skills-src && mkdir -p .claude/skills && cp -r skills-src/lib/clacky/default_skills/code-explorer .claude/skills/code-explorer && 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 "code-explorer" agent skill from https://github.com/clacky-ai/openclacky/tree/main/lib/clacky/default_skills/code-explorer into .claude/skills/code-explorer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "code-explorer", 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/clacky-ai/openclacky/tree/main/lib/clacky/default_skills/code-explorerType 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 clacky-ai/openclacky --skill code-explorer -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install clacky-ai/openclacky code-explorer --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/clacky-ai/openclacky.git skills-src && mkdir -p .agents/skills && cp -r skills-src/lib/clacky/default_skills/code-explorer .agents/skills/code-explorer && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "code-explorer" agent skill from https://github.com/clacky-ai/openclacky/tree/main/lib/clacky/default_skills/code-explorer into .agents/skills/code-explorer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "code-explorer", 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 clacky-ai/openclacky --skill code-explorer -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install clacky-ai/openclacky code-explorer --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/clacky-ai/openclacky.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/lib/clacky/default_skills/code-explorer .cursor/skills/code-explorer && 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 "code-explorer" agent skill from https://github.com/clacky-ai/openclacky/tree/main/lib/clacky/default_skills/code-explorer into .cursor/skills/code-explorer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "code-explorer", 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/clacky-ai/openclacky.git --path lib/clacky/default_skills/code-explorer--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 clacky-ai/openclacky --skill code-explorer -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install clacky-ai/openclacky code-explorer --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/clacky-ai/openclacky.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/lib/clacky/default_skills/code-explorer .gemini/skills/code-explorer && 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 "code-explorer" agent skill from https://github.com/clacky-ai/openclacky/tree/main/lib/clacky/default_skills/code-explorer into .gemini/skills/code-explorer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "code-explorer", 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 clacky-ai/openclacky code-explorerInstalls 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 clacky-ai/openclacky --skill code-explorer -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/clacky-ai/openclacky.git skills-src && mkdir -p .github/skills && cp -r skills-src/lib/clacky/default_skills/code-explorer .github/skills/code-explorer && 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 "code-explorer" agent skill from https://github.com/clacky-ai/openclacky/tree/main/lib/clacky/default_skills/code-explorer into .github/skills/code-explorer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "code-explorer", 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 clacky-ai/openclacky --skill code-explorer -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install clacky-ai/openclacky code-explorer --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/clacky-ai/openclacky.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/lib/clacky/default_skills/code-explorer .opencode/skills/code-explorer && 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 "code-explorer" agent skill from https://github.com/clacky-ai/openclacky/tree/main/lib/clacky/default_skills/code-explorer into .opencode/skills/code-explorer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "code-explorer", 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.
code-explorerA skill your agent uses when exploring, analyzing, or understanding project/code structure.
Code Explorer is an agent skill from clacky-ai/openclacky. Use this skill when exploring, analyzing, or understanding project/code structure. Required for tasks like "analyze project", "explore codebase", "understand how X works".
Its SKILL.md is about 370 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 Development, covering Codebase onboarding. The repository describes itself as: The most Token-efficient open-source AI Agent. The licence is MIT.
5 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 66b741e. It shows what the files ask for, not the result of running them.
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.
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Code Explorer loads about 372 tokens when it runs. Until then it costs about 46 tokens; SKILL.md has 172 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.
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.
The full file from clacky-ai/openclacky at commit 66b741e, republished under its MIT licence (© clacky-ai). 172 words, ~372 tokens.
.claude/skills/code-explorer/SKILL.md (or your agent's skills folder).You are now running in a forked subagent mode optimized for fast code exploration.
Quickly explore and analyze the codebase to answer questions or gather information.
write or edit toolsglob with **/* to get an overview of the project structuregrep to locate key patterns or specific filesfile_reader only on the files directly relevant to the questiongrep over file_reader for finding specific patterns© clacky-ai, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in lib/clacky/default_skills/code-explorer of clacky-ai/openclacky.
Open the folder on GitHubat commit 66b741e
Code Explorer 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 |
|---|---|---|---|---|---|---|
| Code Explorer this skillclacky-ai/openclacky | 1.2k | — | ~372 | Automated safety check: Pass | MIT | |
| Codebase Knowledge Graph Q&AEgonex-AI/Understand-Anything | 86k | 1 repos | ~1.2k | Automated safety check: Pass | MIT | |
| Understand ExplainEgonex-AI/Understand-Anything | 86k | 1 repos | ~1.3k | Automated safety check: Pass | MIT | |
| Repomix Codebase Exploreryamadashy/repomix | 29k | 1 repos | ~2.7k | Automated safety check: Pass | MIT | |
| Code Graph Mermaid Diagramstrailofbits/skills | 7.4k | 1 repos | ~1.7k | Automated safety check: Pass | CC-BY-SA-4.0 | |
| Project Onboarding Guide from Knowledge GraphEgonex-AI/Understand-Anything | 86k | — | ~1.2k | Automated safety check: Pass | MIT |
Egonex-AI/Understand-Anything
Answers questions about a codebase by searching a prebuilt knowledge graph of its files, functions, classes and dependencies, not by rereading every source file.
Egonex-AI/Understand-Anything
Gives an in-depth explanation of one file, function or module by reading the project's knowledge graph and checking that the graph is still fresh.
yamadashy/repomix
Packs a local or remote repository into a single AI-friendly file with the Repomix CLI, then reads and searches that output to explain structure, find patterns or report metrics.
trailofbits/skills
Generates Mermaid diagrams from Trailmark code graphs, including call graphs, class hierarchies, module dependency maps, complexity heatmaps and attack surface data flows.
Egonex-AI/Understand-Anything
Writes an onboarding guide for new team members from a project's existing knowledge graph, after checking that the graph still matches the current commit.
ahmedkhaleel2004/gitdiagram
Explains the architecture of a public GitHub repository through GitDiagram: how the code is organized, the main components with paths, and a Mermaid diagram.
clacky-ai/openclacky
Install skills from a zip URL or local zip file path. An agent skill from clacky-ai/openclacky.
clacky-ai/openclacky
Generate or edit images, videos, or audio in the current task.
clacky-ai/openclacky
Configure the browser tool for Clacky. An agent skill from clacky-ai/openclacky.
clacky-ai/openclacky
Create, manage, and run scheduled automated tasks (cron jobs) in Clacky.
clacky-ai/openclacky
Deploy Rails applications to Railway. An agent skill from clacky-ai/openclacky.
clacky-ai/openclacky
Manage MCP (Model Context Protocol) servers for openclacky: add, list, probe, remove, reconfigure.
Categories
A skill your agent uses when exploring, analyzing, or understanding project/code structure. Code Explorer is an agent skill from clacky-ai/openclacky. Use this skill when exploring, analyzing, or understanding project/code structure.
Code Explorer fits situations like: understanding project/code structure; tasks that involve Codebase onboarding.
Run `npx skills add clacky-ai/openclacky --skill code-explorer -a claude-code`. Or copy the skill folder (lib/clacky/default_skills/code-explorer in clacky-ai/openclacky) into .claude/skills/code-explorer in your project. Claude Code loads it when a task matches its description.
Run `npx skills add clacky-ai/openclacky --skill code-explorer -a codex`. Or copy the skill folder (lib/clacky/default_skills/code-explorer in clacky-ai/openclacky) into .agents/skills/code-explorer in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add clacky-ai/openclacky --skill code-explorer -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/code-explorer, .gemini/skills/code-explorer, .github/skills/code-explorer and .opencode/skills/code-explorer in your project.
SKILL.md names no scripts, command-line tools or credentials: Code Explorer is instructions for the agent only.
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.
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.
Code Explorer is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 372 tokens (SKILL.md is roughly 1.5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Code Explorer: Codebase Knowledge Graph Q&A (Egonex-AI/Understand-Anything, 86k stars), Understand Explain (Egonex-AI/Understand-Anything, 86k stars), Repomix Codebase Explorer (yamadashy/repomix, 29k stars) and Code Graph Mermaid Diagrams (trailofbits/skills, 7.4k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
clacky-ai (a GitHub organization) maintains it in clacky-ai/openclacky, which has 1,204 GitHub stars. The repository holds 20 skills in this directory. The repository was last updated on October 8, 2026.
Source: clacky-ai/openclacky on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.