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.
Semantic code search using natural language queries. An agent skill from pr-pm/prpm.
$ npx skills add pr-pm/prpm --skill osgrep -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install pr-pm/prpm osgrep --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/pr-pm/prpm.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/osgrep-skill .claude/skills/osgrep && 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 "osgrep" agent skill from https://github.com/pr-pm/prpm/tree/main/.claude/skills/osgrep-skill into .claude/skills/osgrep/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "osgrep", 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/pr-pm/prpm/tree/main/.claude/skills/osgrep-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 pr-pm/prpm --skill osgrep -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install pr-pm/prpm osgrep --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/pr-pm/prpm.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/osgrep-skill .agents/skills/osgrep && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "osgrep" agent skill from https://github.com/pr-pm/prpm/tree/main/.claude/skills/osgrep-skill into .agents/skills/osgrep/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "osgrep", 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 pr-pm/prpm --skill osgrep -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install pr-pm/prpm osgrep --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/pr-pm/prpm.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/osgrep-skill .cursor/skills/osgrep && 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 "osgrep" agent skill from https://github.com/pr-pm/prpm/tree/main/.claude/skills/osgrep-skill into .cursor/skills/osgrep/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "osgrep", 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/pr-pm/prpm.git --path .claude/skills/osgrep-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 pr-pm/prpm --skill osgrep -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install pr-pm/prpm osgrep --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/pr-pm/prpm.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/osgrep-skill .gemini/skills/osgrep && 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 "osgrep" agent skill from https://github.com/pr-pm/prpm/tree/main/.claude/skills/osgrep-skill into .gemini/skills/osgrep/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "osgrep", 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 pr-pm/prpm osgrepInstalls 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 pr-pm/prpm --skill osgrep -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/pr-pm/prpm.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/osgrep-skill .github/skills/osgrep && 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 "osgrep" agent skill from https://github.com/pr-pm/prpm/tree/main/.claude/skills/osgrep-skill into .github/skills/osgrep/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "osgrep", 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 pr-pm/prpm --skill osgrep -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install pr-pm/prpm osgrep --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/pr-pm/prpm.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/osgrep-skill .opencode/skills/osgrep && 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 "osgrep" agent skill from https://github.com/pr-pm/prpm/tree/main/.claude/skills/osgrep-skill into .opencode/skills/osgrep/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "osgrep", 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.
osgrepSemantic code search using natural language queries. An agent skill from pr-pm/prpm.
Osgrep is an agent skill from pr-pm/prpm. Semantic code search using natural language queries. Use when users ask "where is X implemented", "how does Y work", "find the logic for Z", or need to locate code by concept rather than exact text. Returns file paths with line numbers and code snippets.
Its SKILL.md is about 730 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 universal registry for AI coding tools. 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 5f993e6. 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:
Bash(osgrep:*)ReadFrom allowed-tools in the SKILL.md frontmatter.
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.
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.
Osgrep loads about 731 tokens when it runs. Until then it costs about 65 tokens; SKILL.md has 331 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 pr-pm/prpm at commit 5f993e6, republished under its Apache-2.0 licence (© pr-pm). 331 words, ~731 tokens.
.claude/skills/osgrep/SKILL.md (or your agent's skills folder).Use this to find code by concept or behavior (e.g., "where is auth validated", "how are plugins loaded"). Note: This tool prioritizes finding the right files and locations in the code. Snippets are truncated (max 16 lines) and are often just previews.
Example:
osgrep "how are plugins loaded"
osgrep "how are plugins loaded" packages/transformers.js/srcosgrep "authentication authorization checks"osgrep "session validation logic"osgrep "API authentication middleware"osgrep "logic for merging user and default configuration"... or cuts off mid-logic, read the file.Returns: path/to/file:line [Tags] Code Snippet
[Definition]: Semantic search detected a class/function here. High relevance....: Truncation Marker. Snippet is incomplete—use read_file for full context.osgrep "how does the server start" works better than guessing osgrep "server.init".osgrep "auth" src/server/© pr-pm, 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
Just SKILL.md in .claude/skills/osgrep-skill of pr-pm/prpm.
Open the folder on GitHubat commit 5f993e6
Osgrep 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 |
|---|---|---|---|---|---|---|
| Osgrep this skillpr-pm/prpm | 122 | — | ~731 | Automated safety check: Pass | Apache-2.0 | |
| Codebase Knowledge Graph Q&AEgonex-AI/Understand-Anything | 85k | 1 repos | ~1.2k | Automated safety check: Pass | MIT | |
| Understand ExplainEgonex-AI/Understand-Anything | 85k | 1 repos | ~1.3k | Automated safety check: Pass | MIT | |
| Repomix Codebase Exploreryamadashy/repomix | 29k | 1 repos | ~2.7k | Automated safety check: Pass | MIT | |
| Project Onboarding Guide from Knowledge GraphEgonex-AI/Understand-Anything | 85k | — | ~1.2k | Automated safety check: Pass | MIT | |
| Deepwiki Rssopaco/deepwiki-rs | 3.1k | — | ~748 | 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.
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.
sopaco/deepwiki-rs
AI-powered Rust documentation generation engine for comprehensive codebase analysis, C4 architecture diagrams, and automated technical documentation.
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.
pr-pm/prpm
Reference for writing Claude Code agent files: location, frontmatter fields, validation limits, tool and model choices, and the required content format.
pr-pm/prpm
Covers how to build, configure and publish Claude Code hooks: event types, exit codes, JSON I/O, and PRPM packaging.
pr-pm/prpm
Shows how to write .claude/rules/ files correctly: paths frontmatter instead of globs, quoted glob patterns, global rules and conversion of Cursor rules.
pr-pm/prpm
Reference for writing portable Agent Skills packages, covering SKILL.md frontmatter limits, name rules, directory layout and where Codex CLI, GitHub Copilot and Amp look for skills.
pr-pm/prpm
A skill your agent uses when building custom Kiro AI agents or when user asks for agent configurations - provides JSON structure, tool configuration, prompt patterns, and security best practices for…
pr-pm/prpm
A skill your agent uses when creating OpenCode agents - provides markdown format with YAML frontmatter, mode/tools/permission configuration, and best practices for specialized AI assistants
Categories
Semantic code search using natural language queries. An agent skill from pr-pm/prpm. Osgrep is an agent skill from pr-pm/prpm. Semantic code search using natural language queries.
Osgrep fits situations like: users ask where is X implemented; how does Y work; find the logic for Z; need to locate code by concept rather than exact text.
Run `npx skills add pr-pm/prpm --skill osgrep -a claude-code`. Or copy the skill folder (.claude/skills/osgrep-skill in pr-pm/prpm) into .claude/skills/osgrep in your project. Claude Code loads it when a task matches its description.
Run `npx skills add pr-pm/prpm --skill osgrep -a codex`. Or copy the skill folder (.claude/skills/osgrep-skill in pr-pm/prpm) into .agents/skills/osgrep 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 pr-pm/prpm --skill osgrep -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/osgrep, .gemini/skills/osgrep, .github/skills/osgrep and .opencode/skills/osgrep in your project.
SKILL.md names no scripts, command-line tools or credentials: Osgrep is instructions for the agent only. Its frontmatter pre-approves these tools: Bash(osgrep:*), Read.
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.
Osgrep is published under the Apache-2.0 licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 731 tokens (SKILL.md is roughly 2.9k 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 Osgrep: Codebase Knowledge Graph Q&A (Egonex-AI/Understand-Anything, 85k stars), Understand Explain (Egonex-AI/Understand-Anything, 85k stars), Repomix Codebase Explorer (yamadashy/repomix, 29k stars) and Project Onboarding Guide from Knowledge Graph (Egonex-AI/Understand-Anything, 85k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
pr-pm (a GitHub organization) maintains it in pr-pm/prpm, which has 122 GitHub stars. The repository holds 35 skills in this directory. The repository was last updated on October 6, 2026.
Source: pr-pm/prpm on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.