Knowledge Graph PR Review
tirth8205/code-review-graph
Reviews a pull request or branch diff with a code knowledge graph and produces a structured review that includes blast-radius analysis.
Reads your git changes or a pull request against a prebuilt knowledge graph of the project to explain what changed, which components are affected and what is risky.
$ npx skills add Egonex-AI/Understand-Anything --skill understand-diff -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Egonex-AI/Understand-Anything understand-diff --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/Egonex-AI/Understand-Anything.git skills-src && mkdir -p .claude/skills && cp -r skills-src/understand-anything-plugin/skills/understand-diff .claude/skills/understand-diff && 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 "understand-diff" agent skill from https://github.com/Egonex-AI/Understand-Anything/tree/main/understand-anything-plugin/skills/understand-diff into .claude/skills/understand-diff/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "understand-diff", 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/Egonex-AI/Understand-Anything/tree/main/understand-anything-plugin/skills/understand-diffType 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 Egonex-AI/Understand-Anything --skill understand-diff -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Egonex-AI/Understand-Anything understand-diff --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Egonex-AI/Understand-Anything.git skills-src && mkdir -p .agents/skills && cp -r skills-src/understand-anything-plugin/skills/understand-diff .agents/skills/understand-diff && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "understand-diff" agent skill from https://github.com/Egonex-AI/Understand-Anything/tree/main/understand-anything-plugin/skills/understand-diff into .agents/skills/understand-diff/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "understand-diff", 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 Egonex-AI/Understand-Anything --skill understand-diff -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Egonex-AI/Understand-Anything understand-diff --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Egonex-AI/Understand-Anything.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/understand-anything-plugin/skills/understand-diff .cursor/skills/understand-diff && 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 "understand-diff" agent skill from https://github.com/Egonex-AI/Understand-Anything/tree/main/understand-anything-plugin/skills/understand-diff into .cursor/skills/understand-diff/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "understand-diff", 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/Egonex-AI/Understand-Anything.git --path understand-anything-plugin/skills/understand-diff--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 Egonex-AI/Understand-Anything --skill understand-diff -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Egonex-AI/Understand-Anything understand-diff --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Egonex-AI/Understand-Anything.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/understand-anything-plugin/skills/understand-diff .gemini/skills/understand-diff && 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 "understand-diff" agent skill from https://github.com/Egonex-AI/Understand-Anything/tree/main/understand-anything-plugin/skills/understand-diff into .gemini/skills/understand-diff/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "understand-diff", 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 Egonex-AI/Understand-Anything understand-diffInstalls 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 Egonex-AI/Understand-Anything --skill understand-diff -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Egonex-AI/Understand-Anything.git skills-src && mkdir -p .github/skills && cp -r skills-src/understand-anything-plugin/skills/understand-diff .github/skills/understand-diff && 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 "understand-diff" agent skill from https://github.com/Egonex-AI/Understand-Anything/tree/main/understand-anything-plugin/skills/understand-diff into .github/skills/understand-diff/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "understand-diff", 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 Egonex-AI/Understand-Anything --skill understand-diff -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Egonex-AI/Understand-Anything understand-diff --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Egonex-AI/Understand-Anything.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/understand-anything-plugin/skills/understand-diff .opencode/skills/understand-diff && 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 "understand-diff" agent skill from https://github.com/Egonex-AI/Understand-Anything/tree/main/understand-anything-plugin/skills/understand-diff into .opencode/skills/understand-diff/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "understand-diff", 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.
understand-diffReads your git changes or a pull request against a prebuilt knowledge graph of the project to explain what changed, which components are affected and what is risky.
Run as the slash command /understand-diff, the skill works from a knowledge graph the project already has, stored as knowledge-graph.json under a .ua folder or the older .understand-anything folder, and it tells you to run /understand first when the file is missing. The graph holds nodes for files, functions, classes, services, tables and more, plus edges such as imports, calls and depends_on, grouped into layers.
To find what changed, it lists changed files with git diff, either for uncommitted work, for a feature branch compared with its base branch, or from a pull request you name. It then reads the graph's project metadata, including the recorded commit hash, to judge how fresh the graph is, and searches the JSON with grep so the whole file never has to enter the context.
4 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 790b157. 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.
Shell commands in SKILL.md call:
gitFrom 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.
Understand Diff Analysis loads about 1.4k tokens when it runs. Until then it costs about 33 tokens; SKILL.md has 700 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 Egonex-AI/Understand-Anything at commit 790b157, republished under its MIT licence (© Egonex-AI). 700 words, ~1,439 tokens.
.claude/skills/understand-diff/SKILL.md (or your agent's skills folder).Analyze the current code changes against the knowledge graph in the project's data directory (.ua/knowledge-graph.json, or the legacy .understand-anything/knowledge-graph.json when that directory is present).
The knowledge graph JSON has this structure:
project — {name, description, languages, frameworks, analyzedAt, gitCommitHash}nodes[] — each has {id, type, name, filePath?, summary, tags[], complexity, languageNotes?}file:path, function:path:name, config:path, article:pathedges[] — each has {source, target, type, direction, weight}layers[] — each has {id, name, description, nodeIds[]}tour[] — each has {order, title, description, nodeIds[]}Resolve the data directory $UA_DIR. Run UA_DIR=$([ -d .understand-anything ] && echo .understand-anything || echo .ua) — this is the legacy .understand-anything/ when it already exists, otherwise the new .ua/. Check that $UA_DIR/knowledge-graph.json exists. If not, tell the user to run /understand first.
Get the changed files list (do NOT read the graph yet):
git diff --name-onlygit diff main...HEAD --name-only (or the base branch)Read project metadata and check graph freshness — use Grep or Read with a line limit to extract the "project" section, including gitCommitHash as GRAPH_COMMIT_RAW, then:
git rev-parse HEAD and inspect project-scoped committed and working-tree changes:GRAPH_COMMIT=$(git rev-parse --verify --end-of-options "${GRAPH_COMMIT_RAW}^{commit}" 2>/dev/null)
git rev-parse HEAD
git diff --name-only "$GRAPH_COMMIT" HEAD -- .
git diff --cached --name-only -- .
git diff --name-only -- .
git ls-files --others --exclude-standard -- .-- . pathspec is required: commits that only touch a sibling monorepo project must not make this graph stale. A hash mismatch alone is not stale when the project diff is empty..ua/ or legacy .understand-anything/) in every command's output because it contains generated graph artifacts, not project source drift./understand to refresh the graph.GRAPH_COMMIT_RAW resolves successfully. If the graph commit or Git metadata is missing, invalid, or unavailable, give a brief best-effort warning and continue instead of blocking.Find nodes for changed files — for each changed file path, use Grep to search the knowledge graph for:
"filePath" values (e.g., grep "changed/file/path")id values of all matched nodesFind connected edges (1-hop) — for each matched node ID, Grep for that ID in the edges to find:
Identify affected layers — Grep for the matched node IDs in the "layers" section to determine which architectural layers are touched.
Provide structured analysis:
complexity values, number of cross-layer edges, and blast radius (number of affected components)Write diff overlay for dashboard — after producing the analysis, write the diff data to $UA_DIR/diff-overlay.json so the dashboard can visualize changed and affected components. The file contains:
{
"version": "1.0.0",
"baseBranch": "<the base branch used>",
"generatedAt": "<ISO timestamp>",
"changedFiles": ["<list of changed file paths>"],
"changedNodeIds": ["<node IDs from step 4>"],
"affectedNodeIds": ["<node IDs from step 5, excluding changedNodeIds>"]
}After writing, tell the user they can run /understand-anything:understand-dashboard to see the diff overlay visually.
© Egonex-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 understand-anything-plugin/skills/understand-diff of Egonex-AI/Understand-Anything.
Open the folder on GitHubat commit 790b157
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 Egonex-AI/Understand-Anything, which our catalogue first saw on October 7, 2026.
Understand Diff Analysis 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 |
|---|---|---|---|---|---|---|
| Understand Diff Analysis this skillEgonex-AI/Understand-Anything | 85k | 1 repos | ~1.4k | Automated safety check: Pass | MIT | |
| Knowledge Graph PR Reviewtirth8205/code-review-graph | 32k | — | ~452 | Automated safety check: Pass | MIT | |
| Open Code Review CLIalibaba/open-code-review | 44k | — | ~3.1k | Automated safety check: Pass | Apache-2.0 | |
| PR Review State Fetchprisma/orm | 48k | — | ~767 | Automated safety check: Pass | Apache-2.0 | |
| Review Triage Phaseprisma/orm | 48k | — | ~995 | Automated safety check: Pass | Apache-2.0 | |
| Code Reviewyaklang/yakit | 7.8k | — | ~1.4k | Automated safety check: Notes | AGPL-3.0 |
tirth8205/code-review-graph
Reviews a pull request or branch diff with a code knowledge graph and produces a structured review that includes blast-radius analysis.
alibaba/open-code-review
Runs the ocr command-line tool to review Git changes, a commit or a branch comparison with an AI model, returning line-level comments and optionally applying fixes.
prisma/orm
Fetches a pull request's canonical review state as JSON, validates it, and renders markdown, a text summary and triage target files from it using bundled scripts.
prisma/orm
Runs the triage step of the review-framework loop: reads fetched PR review state, builds `review-actions.json`, validates it and renders `review-actions.md`.
yaklang/yakit
对 Yakit 仓库的代码改动做规范化 code review:按代码逻辑、TS 定义、UI 引用与 Props、CSS 样式、依赖版本、配置项六个维度审查,检查测试用例缺失,强制执行 tsc 类型检查与 vitest 测试验证,输出「结果汇总 / 明细解释 / 合并结论」三块报告,经用户确认后写入文件。当用户要求 review、审查、评审代码改动,或在提交、合并、提 PR…
michaelshimeles/skills
Loops on a large pull request, merge request or Perforce changelist, fixing Greptile findings until it scores 5/5 with no unresolved comments.
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.
Egonex-AI/Understand-Anything
Extracts business domains, flows and process steps from a codebase and produces an interactive horizontal flow graph, reusing an existing knowledge graph when one exists.
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.
Egonex-AI/Understand-Anything
Detects a Karpathy-pattern LLM wiki and builds an interactive knowledge graph with entities, implicit relationships and topic clusters.
Egonex-AI/Understand-Anything
Scans a Figma file through the Figma REST API and builds an interactive knowledge graph of its pages, screens, components and tokens for the design dashboard.
Works with
Categories
Reads your git changes or a pull request against a prebuilt knowledge graph of the project to explain what changed, which components are affected and what is risky. understand-anything folder, and it tells you to run /understand first when the file is missing. The graph holds nodes for files, functions, classes, services, tables and more, plus edges such as imports, calls and depends_on, grouped into layers.
Understand Diff Analysis fits situations like: reviewing what a pull request touches before merging; checking which components depend on the files you just edited; assessing risk in uncommitted changes on a feature branch.
Run `npx skills add Egonex-AI/Understand-Anything --skill understand-diff -a claude-code`. Or copy the skill folder (understand-anything-plugin/skills/understand-diff in Egonex-AI/Understand-Anything) into .claude/skills/understand-diff in your project. Claude Code loads it when a task matches its description.
Run `npx skills add Egonex-AI/Understand-Anything --skill understand-diff -a codex`. Or copy the skill folder (understand-anything-plugin/skills/understand-diff in Egonex-AI/Understand-Anything) into .agents/skills/understand-diff 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 Egonex-AI/Understand-Anything --skill understand-diff -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/understand-diff, .gemini/skills/understand-diff, .github/skills/understand-diff and .opencode/skills/understand-diff in your project.
Going by SKILL.md and its folder, Understand Diff Analysis needs the command-line tools its instructions call (git). Our summary lists: A knowledge graph built earlier with /understand; A git repository.
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. Review the folder before installing.
Understand Diff Analysis is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.4k tokens (SKILL.md is roughly 5.8k 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 Understand Diff Analysis: Knowledge Graph PR Review (tirth8205/code-review-graph, 32k stars), Open Code Review CLI (alibaba/open-code-review, 44k stars), PR Review State Fetch (prisma/orm, 48k stars) and Review Triage Phase (prisma/orm, 48k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Egonex-AI (a GitHub organization) maintains it in Egonex-AI/Understand-Anything, which has 85,454 GitHub stars. The repository holds 7 skills in this directory. The repository was last updated on October 6, 2026.
Source: Egonex-AI/Understand-Anything on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.