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.
A skill your agent uses when installing, deploying, checking, or batch-updating Emerge runners from admin commands or cockpit operator workflows.
$ npx skills add jianzhichun/emerge --skill admin-runner-operations -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install jianzhichun/emerge admin-runner-operations --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/jianzhichun/emerge.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/admin-runner-operations .claude/skills/admin-runner-operations && 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 "admin-runner-operations" agent skill from https://github.com/jianzhichun/emerge/tree/main/skills/admin-runner-operations into .claude/skills/admin-runner-operations/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "admin-runner-operations", 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/jianzhichun/emerge/tree/main/skills/admin-runner-operationsType 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 jianzhichun/emerge --skill admin-runner-operations -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install jianzhichun/emerge admin-runner-operations --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jianzhichun/emerge.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/admin-runner-operations .agents/skills/admin-runner-operations && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "admin-runner-operations" agent skill from https://github.com/jianzhichun/emerge/tree/main/skills/admin-runner-operations into .agents/skills/admin-runner-operations/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "admin-runner-operations", 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 jianzhichun/emerge --skill admin-runner-operations -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install jianzhichun/emerge admin-runner-operations --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jianzhichun/emerge.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/admin-runner-operations .cursor/skills/admin-runner-operations && 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 "admin-runner-operations" agent skill from https://github.com/jianzhichun/emerge/tree/main/skills/admin-runner-operations into .cursor/skills/admin-runner-operations/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "admin-runner-operations", 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/jianzhichun/emerge.git --path skills/admin-runner-operations--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 jianzhichun/emerge --skill admin-runner-operations -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install jianzhichun/emerge admin-runner-operations --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jianzhichun/emerge.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/admin-runner-operations .gemini/skills/admin-runner-operations && 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 "admin-runner-operations" agent skill from https://github.com/jianzhichun/emerge/tree/main/skills/admin-runner-operations into .gemini/skills/admin-runner-operations/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "admin-runner-operations", 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 jianzhichun/emerge admin-runner-operationsInstalls 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 jianzhichun/emerge --skill admin-runner-operations -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/jianzhichun/emerge.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/admin-runner-operations .github/skills/admin-runner-operations && 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 "admin-runner-operations" agent skill from https://github.com/jianzhichun/emerge/tree/main/skills/admin-runner-operations into .github/skills/admin-runner-operations/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "admin-runner-operations", 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 jianzhichun/emerge --skill admin-runner-operations -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install jianzhichun/emerge admin-runner-operations --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jianzhichun/emerge.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/admin-runner-operations .opencode/skills/admin-runner-operations && 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 "admin-runner-operations" agent skill from https://github.com/jianzhichun/emerge/tree/main/skills/admin-runner-operations into .opencode/skills/admin-runner-operations/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "admin-runner-operations", 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.
admin-runner-operationsA skill your agent uses when installing, deploying, checking, or batch-updating Emerge runners from admin commands or cockpit operator workflows.
Admin Runner Operations is an agent skill from jianzhichun/emerge. Use when installing, deploying, checking, or batch-updating Emerge runners from admin commands or cockpit operator workflows.
Its SKILL.md is about 340 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It works with Python. The licence is MIT.
4 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 035db30. 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:
python3From 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.
Admin Runner Operations loads about 338 tokens when it runs. Until then it costs about 37 tokens; SKILL.md has 161 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 jianzhichun/emerge at commit 035db30, republished under its MIT licence (© jianzhichun). 161 words, ~338 tokens.
.claude/skills/admin-runner-operations/SKILL.md (or your agent's skills folder).Keep Python runner admin code as transport primitives. Use this skill for the workflow: choosing targets, interpreting health, sequencing deploys, and reporting recovery steps.
python3 scripts/repl_admin.py runner-status --pretty or the matching icc_* admin tool.python3 scripts/repl_admin.py runner-install-url --target-profile <profile>.Use compact bullets grouped by profile. Include exact commands only for the next actionable step.
© jianzhichun, 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 skills/admin-runner-operations of jianzhichun/emerge.
Open the folder on GitHubat commit 035db30
Admin Runner Operations 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 |
|---|---|---|---|---|---|---|
| Admin Runner Operations this skilljianzhichun/emerge | 104 | — | ~338 | Automated safety check: Pass | MIT | |
| MCP Server Builderanthropics/skills | 180k | 63 repos | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| PDF Processinganthropics/skills | 180k | 47 repos | ~2k | Automated safety check: Pass | Proprietary | |
| NotebookLM Research AssistantPleasePrompto/notebooklm-skill | 7.8k | 14 repos | ~2.4k | Automated safety check: Notes | MIT | |
| Manim Video Productionbrowser-use/video-use | 29k | 6 repos | ~3k | Automated safety check: Pass | MIT | |
| PPT Masterhugohe3/ppt-master | 59k | 1 repos | ~2.5k | 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.
hugohe3/ppt-master
Generates editable PowerPoint decks, rebuilds slides from images, fills .pptx templates and polishes existing presentations through routed workflows.
zLanqing/codex-claude-academic-skills
Machine learning in Python with scikit-learn. An agent skill from zLanqing/codex-claude-academic-skills.
jianzhichun/emerge
A skill your agent uses when wiring a generic connector to capture remote operator actions and convert repeated event facts into pending pipeline work through Claude Code skills.
jianzhichun/emerge
Distill Emerge forward flywheel WAL samples into a parameterized pipeline result.
jianzhichun/emerge
Distill Emerge reverse flywheel raw operator events into a structured synthesis result.
jianzhichun/emerge
A skill your agent uses when a user asks to initialize a domain flywheel from natural language context, especially when environment details are incomplete or mixed with execution assumptions.
jianzhichun/emerge
A skill your agent uses when the operator monitoring pipeline appears broken: EventBus has no events, PatternDetector is not firing, elicitation dialog never appears, or OperatorMonitor is silent.
jianzhichun/emerge
A skill your agent uses when policy health needs tuning: too many explore pipelines, repeated failures, stalled promotions, or noisy rollback behavior.
Works with
A skill your agent uses when installing, deploying, checking, or batch-updating Emerge runners from admin commands or cockpit operator workflows. Admin Runner Operations is an agent skill from jianzhichun/emerge. Use when installing, deploying, checking, or batch-updating Emerge runners from admin commands or cockpit operator workflows.
Admin Runner Operations fits situations like: batch-updating Emerge runners from admin commands; cockpit operator workflows.
Run `npx skills add jianzhichun/emerge --skill admin-runner-operations -a claude-code`. Or copy the skill folder (skills/admin-runner-operations in jianzhichun/emerge) into .claude/skills/admin-runner-operations in your project. Claude Code loads it when a task matches its description.
Run `npx skills add jianzhichun/emerge --skill admin-runner-operations -a codex`. Or copy the skill folder (skills/admin-runner-operations in jianzhichun/emerge) into .agents/skills/admin-runner-operations 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 jianzhichun/emerge --skill admin-runner-operations -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/admin-runner-operations, .gemini/skills/admin-runner-operations, .github/skills/admin-runner-operations and .opencode/skills/admin-runner-operations in your project.
Going by SKILL.md and its folder, Admin Runner Operations needs the command-line tools its instructions call (python3). Our summary lists: Python 3.
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.
Admin Runner Operations is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 338 tokens (SKILL.md is roughly 1.4k 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 Admin Runner Operations: 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, 29k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
jianzhichun (a GitHub user) maintains it in jianzhichun/emerge, which has 104 GitHub stars. The repository holds 14 skills in this directory. The repository was last updated on April 26, 2026.
Source: jianzhichun/emerge on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.