MCP Server Builder
anthropics/skills
Guides the design and implementation of Model Context Protocol servers in TypeScript or Python, from tool naming and error messages to evaluation.
Set up and verify the nanogen development environment. An agent skill from End2End-Diffusion/diffusion-bench.
$ npx skills add End2End-Diffusion/diffusion-bench --skill setup -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install End2End-Diffusion/diffusion-bench setup --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/End2End-Diffusion/diffusion-bench.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/setup .claude/skills/setup && 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 "setup" agent skill from https://github.com/End2End-Diffusion/diffusion-bench/tree/main/skills/setup into .claude/skills/setup/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "setup", 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/End2End-Diffusion/diffusion-bench/tree/main/skills/setupType 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 End2End-Diffusion/diffusion-bench --skill setup -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install End2End-Diffusion/diffusion-bench setup --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/End2End-Diffusion/diffusion-bench.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/setup .agents/skills/setup && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "setup" agent skill from https://github.com/End2End-Diffusion/diffusion-bench/tree/main/skills/setup into .agents/skills/setup/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "setup", 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 End2End-Diffusion/diffusion-bench --skill setup -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install End2End-Diffusion/diffusion-bench setup --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/End2End-Diffusion/diffusion-bench.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/setup .cursor/skills/setup && 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 "setup" agent skill from https://github.com/End2End-Diffusion/diffusion-bench/tree/main/skills/setup into .cursor/skills/setup/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "setup", 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/End2End-Diffusion/diffusion-bench.git --path skills/setup--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 End2End-Diffusion/diffusion-bench --skill setup -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install End2End-Diffusion/diffusion-bench setup --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/End2End-Diffusion/diffusion-bench.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/setup .gemini/skills/setup && 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 "setup" agent skill from https://github.com/End2End-Diffusion/diffusion-bench/tree/main/skills/setup into .gemini/skills/setup/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "setup", 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 End2End-Diffusion/diffusion-bench setupInstalls 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 End2End-Diffusion/diffusion-bench --skill setup -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/End2End-Diffusion/diffusion-bench.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/setup .github/skills/setup && 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 "setup" agent skill from https://github.com/End2End-Diffusion/diffusion-bench/tree/main/skills/setup into .github/skills/setup/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "setup", 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 End2End-Diffusion/diffusion-bench --skill setup -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install End2End-Diffusion/diffusion-bench setup --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/End2End-Diffusion/diffusion-bench.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/setup .opencode/skills/setup && 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 "setup" agent skill from https://github.com/End2End-Diffusion/diffusion-bench/tree/main/skills/setup into .opencode/skills/setup/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "setup", 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.
setupSet up and verify the nanogen development environment. An agent skill from End2End-Diffusion/diffusion-bench.
Setup is an agent skill from End2End-Diffusion/diffusion-bench. Set up and verify the nanogen development environment. Use when onboarding a new developer, after cloning the repo, when uv sync fails, when dependencies are broken, or when the user asks to install/fix/reset the environment. Triggers on "setup nanogen", "install dependencies", "uv sync failing", "fix environment", "fresh install", "verify setup".
Its SKILL.md is about 390 tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files, including scripts and reference files (for example `references/troubleshooting.md` and `scripts/verify_setup.py`).
It works with Python. The repository describes itself as: Towards Holistic evaluation of Generative Diffusion Transformers!
3 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 4848f0c. 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.
Ships 1 file in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
uvcurlshFrom the folder's file list and the shell code blocks in SKILL.md.
Hosts in commands or code, which the agent is likely to contact:
astral.shdownload.pytorch.orgFrom 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.
Setup loads about 392 tokens when it runs, and up to ~749 if it reads all its reference files. Until then it costs about 89 tokens; SKILL.md has 109 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 noted patterns worth knowing about, such as sudo or a known installer.
3. **uv** — `curl -LsSf https://astral.sh/uv/install.sh | sh`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.
Without a licence we can't republish the file, so here is its outline and opening line. It has 109 words (~392 tokens).
“See references/troubleshooting.md for fixes to common issues:”
SKILL.md and 2 other files (scripts, references) in skills/setup of End2End-Diffusion/diffusion-bench.
Open the folder on GitHubat commit 4848f0c
Setup 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 |
|---|---|---|---|---|---|---|
| Setup this skillEnd2End-Diffusion/diffusion-bench | 105 | — | ~392 | Automated safety check: Notes | None | |
| MCP Server Builderanthropics/skills | 180k | 62 repos | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| PDF Processinganthropics/skills | 180k | 48 repos | ~2k | Automated safety check: Pass | Proprietary | |
| NotebookLM Research AssistantPleasePrompto/notebooklm-skill | 7.8k | 13 repos | ~2.4k | Automated safety check: Notes | MIT | |
| Manim Video Productionbrowser-use/video-use | 28k | 6 repos | ~3k | Automated safety check: Pass | MIT | |
| Code Review ChecklistshareAI-lab/learn-claude-code | 78k | 5 repos | ~1.1k | Automated safety check: Pass | MIT |
anthropics/skills
Guides the design and implementation of Model Context Protocol servers in TypeScript or Python, from tool naming and error messages to evaluation.
anthropics/skills
Handles everyday PDF jobs in Python and on the command line: extract text and tables, merge, split, rotate, watermark, fill forms, encrypt and OCR.
PleasePrompto/notebooklm-skill
Lets Claude Code ask questions of your Google NotebookLM notebooks through browser automation and return answers grounded in your uploaded sources.
browser-use/video-use
Produces math and technical explainer videos with Manim Community Edition: concept animations, equation derivations, algorithm walkthroughs and data stories.
shareAI-lab/learn-claude-code
Reviews code against a five-part checklist covering security, correctness, performance, maintainability and testing, and reports findings in a fixed format.
hugohe3/ppt-master
Generates editable PowerPoint decks, rebuilds slides from images, fills .pptx templates and polishes existing presentations through routed workflows.
End2End-Diffusion/diffusion-bench
Add a new HuggingFace-supported VAE to the stage1 tokenizer pipeline.
Works with
Set up and verify the nanogen development environment. An agent skill from End2End-Diffusion/diffusion-bench. Setup is an agent skill from End2End-Diffusion/diffusion-bench. Set up and verify the nanogen development environment.
Setup fits situations like: onboarding a new developer; after cloning the repo; dependencies are broken; the user asks to install/fix/reset the environment.
Run `npx skills add End2End-Diffusion/diffusion-bench --skill setup -a claude-code`. Or copy the skill folder (skills/setup in End2End-Diffusion/diffusion-bench) into .claude/skills/setup in your project. Claude Code loads it when a task matches its description.
Run `npx skills add End2End-Diffusion/diffusion-bench --skill setup -a codex`. Or copy the skill folder (skills/setup in End2End-Diffusion/diffusion-bench) into .agents/skills/setup 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 End2End-Diffusion/diffusion-bench --skill setup -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/setup, .gemini/skills/setup, .github/skills/setup and .opencode/skills/setup in your project.
Going by SKILL.md and its folder, Setup needs Python for the scripts in its folder and the command-line tools its instructions call (uv, curl and sh). Our summary lists: Python 3.
SKILL.md names 2 domains. In commands or code: astral.sh and download.pytorch.org; the agent is likely to contact these when it follows the instructions. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found notes only (pipes a well-known installer script into a shell), nothing it rates as a warning. 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.
No licence was found for Setup or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
About 392 tokens (SKILL.md is roughly 1.6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 357 tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Setup: MCP Server Builder (anthropics/skills, 180k stars), PDF Processing (anthropics/skills, 180k stars), NotebookLM Research Assistant (PleasePrompto/notebooklm-skill, 7.8k stars) and Manim Video Production (browser-use/video-use, 28k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
End2End-Diffusion (a GitHub organization) maintains it in End2End-Diffusion/diffusion-bench, which has 105 GitHub stars. The repository holds 2 skills in this directory. The repository was last updated on July 1, 2026.
Source: End2End-Diffusion/diffusion-bench on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.