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.
Explores codebase structure, stack, and architecture. An agent skill from softspark/ai-toolkit.
$ npx skills add softspark/ai-toolkit --skill explore -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install softspark/ai-toolkit explore --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/softspark/ai-toolkit.git skills-src && mkdir -p .claude/skills && cp -r skills-src/app/skills/explore .claude/skills/explore && 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 "explore" agent skill from https://github.com/softspark/ai-toolkit/tree/main/app/skills/explore into .claude/skills/explore/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "explore", 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/softspark/ai-toolkit/tree/main/app/skills/exploreType 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 softspark/ai-toolkit --skill explore -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install softspark/ai-toolkit explore --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/softspark/ai-toolkit.git skills-src && mkdir -p .agents/skills && cp -r skills-src/app/skills/explore .agents/skills/explore && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "explore" agent skill from https://github.com/softspark/ai-toolkit/tree/main/app/skills/explore into .agents/skills/explore/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "explore", 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 softspark/ai-toolkit --skill explore -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install softspark/ai-toolkit explore --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/softspark/ai-toolkit.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/app/skills/explore .cursor/skills/explore && 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 "explore" agent skill from https://github.com/softspark/ai-toolkit/tree/main/app/skills/explore into .cursor/skills/explore/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "explore", 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/softspark/ai-toolkit.git --path app/skills/explore--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 softspark/ai-toolkit --skill explore -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install softspark/ai-toolkit explore --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/softspark/ai-toolkit.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/app/skills/explore .gemini/skills/explore && 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 "explore" agent skill from https://github.com/softspark/ai-toolkit/tree/main/app/skills/explore into .gemini/skills/explore/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "explore", 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 softspark/ai-toolkit exploreInstalls 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 softspark/ai-toolkit --skill explore -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/softspark/ai-toolkit.git skills-src && mkdir -p .github/skills && cp -r skills-src/app/skills/explore .github/skills/explore && 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 "explore" agent skill from https://github.com/softspark/ai-toolkit/tree/main/app/skills/explore into .github/skills/explore/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "explore", 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 softspark/ai-toolkit --skill explore -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install softspark/ai-toolkit explore --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/softspark/ai-toolkit.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/app/skills/explore .opencode/skills/explore && 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 "explore" agent skill from https://github.com/softspark/ai-toolkit/tree/main/app/skills/explore into .opencode/skills/explore/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "explore", 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.
exploreExplores codebase structure, stack, and architecture. An agent skill from softspark/ai-toolkit.
Explore is an agent skill from softspark/ai-toolkit. Explores codebase structure, stack, and architecture. Triggers: explore codebase, project structure, stack overview, architecture map.
Its SKILL.md is about 1.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including scripts (for example `scripts/visualize.py`).
It sits in Development, covering Codebase onboarding. The repository describes itself as: Professional-grade AI coding toolkit: 94 skills, 44 agents, multi-platform (Claude, Cursor, Windsurf, Copilot, Gemini, Cline, Roo Code, Aider, Augment, Antigravity, Codex CLI… The licence is Apache-2.0.
4 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit d64db2b. It shows what the files ask for, not the result of running them.
Pre-approves these tools, so the agent can use them without asking each time:
ReadGrepGlobFrom allowed-tools in the SKILL.md frontmatter.
Ships 1 file in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
python3gitFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use git, which can reach the network depending on how they are called.
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.
Explore loads about 1.1k tokens when it runs. Until then it costs about 36 tokens; SKILL.md has 439 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); the scripts in this folder are not scanned.
The full file from softspark/ai-toolkit at commit d64db2b, republished under its Apache-2.0 licence (© softspark). 439 words, ~1,111 tokens.
.claude/skills/explore/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.$ARGUMENTS
Explore and understand a codebase structure.
find . -maxdepth 2 -type f -name "*.json" -o -name "*.toml" -o -name "*.yaml" -o -name "*.yml" 2>/dev/null | head -20/explore [path]## Codebase Analysis Report
### Project Type
- **Language**: [TypeScript/Python/PHP/etc.]
- **Framework**: [Next.js/FastAPI/Laravel/etc.]
- **Package Manager**: [npm/pnpm/pip/composer]
### Directory Structureproject/ ├── src/ # Source code ├── tests/ # Test files ├── config/ # Configuration └── ...
### Key Files
| File | Purpose |
|------|---------|
| `src/index.ts` | Entry point |
| `src/api/` | API routes |
### Dependencies
- **Runtime**: [list]
- **Dev**: [list]
### Patterns Detected
- [Pattern 1]
- [Pattern 2]
### Entry Points
- [Entry 1]
- [Entry 2]| Marker | Technology |
|---|---|
package.json | Node.js |
tsconfig.json | TypeScript |
next.config.* | Next.js |
nuxt.config.* | Nuxt |
pyproject.toml | Python |
composer.json | PHP |
pubspec.yaml | Flutter/Dart |
Cargo.toml | Rust |
go.mod | Go |
This skill ONLY reads and analyzes. It does NOT write or modify any files.
For an interactive HTML tree visualization of the codebase:
python3 ${CLAUDE_SKILL_DIR}/scripts/visualize.py .This generates codebase-map.html with collapsible directories, file sizes, and type-colored indicators.
smart_query("codebase analysis: {technology}")
hybrid_search_kb("project structure {framework}")Glob and Grep before Read — scan for shape before opening filesnode_modules, vendor/, dist/, build/), exclude it from scans or the signal drowns in generated noisefind . and ls -R ignore .gitignore by default and include node_modules, vendor/, .venv/, target/. Use git ls-files or fd / rg for a git-aware listing, or explicitly prune.package.json says "type": "module" → ESM; absence → CommonJS. Mixing them without noticing produces "Cannot use import statement outside a module" errors later; call out the setting in the report.app/ or pages/ tree as the router. A directory listing alone does not reveal routes — the framework convention does. Name the framework first, then the routes.pyproject.toml can declare multiple project layouts (src/, flat, namespace packages). "Where is the main code" is not obvious without reading [tool.setuptools.packages] or [tool.poetry.packages].pnpm-workspace.yaml, nx.json, turbo.json) with apps and packages. Treating the root as the project conceals the actual component boundaries — surface the workspace topology first./explainGrep directly or /research-mastery/architecture-audit/app-builder© softspark, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 1 other file (scripts) in app/skills/explore of softspark/ai-toolkit.
Open the folder on GitHubat commit d64db2b
Explore 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 |
|---|---|---|---|---|---|---|
| Explore this skillsoftspark/ai-toolkit | 179 | — | ~1.1k | Automated safety check: Pass | Apache-2.0 | |
| 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.
softspark/ai-toolkit
Prepare or verify a project QA environment with source identity, readiness, browser access, evidence paths and owned cleanup.
softspark/ai-toolkit
Accessibility validator: WCAG 2.1 AA, EN 301 549, EAA. An agent skill from softspark/ai-toolkit.
softspark/ai-toolkit
Analyzes code quality, complexity, patterns across codebase.
softspark/ai-toolkit
Drives a brief, specification, issue or existing PR through implementation, review, tests and QA to a ready PR.
softspark/ai-toolkit
Direct technical voice for docs, README, user-facing text. An agent skill from softspark/ai-toolkit.
softspark/ai-toolkit
Detect/generate/debug CI pipeline config (GitHub Actions, GitLab CI).
Categories
Explores codebase structure, stack, and architecture. An agent skill from softspark/ai-toolkit. Explore is an agent skill from softspark/ai-toolkit. Explores codebase structure, stack, and architecture.
Explore fits situations like: tasks that involve Codebase onboarding.
Run `npx skills add softspark/ai-toolkit --skill explore -a claude-code`. Or copy the skill folder (app/skills/explore in softspark/ai-toolkit) into .claude/skills/explore in your project. Claude Code loads it when a task matches its description.
Run `npx skills add softspark/ai-toolkit --skill explore -a codex`. Or copy the skill folder (app/skills/explore in softspark/ai-toolkit) into .agents/skills/explore 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 softspark/ai-toolkit --skill explore -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/explore, .gemini/skills/explore, .github/skills/explore and .opencode/skills/explore in your project.
Going by SKILL.md and its folder, Explore needs Python for the scripts in its folder and the command-line tools its instructions call (python3 and git). Our summary lists: Python 3; Node.js. Its frontmatter pre-approves these tools: Read, Grep, Glob.
SKILL.md contains no URLs. Its commands use git, which can reach the network depending on how they are called. 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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
Explore is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.1k tokens (SKILL.md is roughly 4.4k 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 Explore: 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.
softspark (a GitHub user) maintains it in softspark/ai-toolkit, which has 179 GitHub stars. The repository holds 112 skills in this directory. The repository was last updated on October 7, 2026.
Source: softspark/ai-toolkit on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.