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.
OPS on-demand: This skill should be used when the user asks to "control the desktop", "click on…
$ npx skills add Lifecycle-Innovations-Limited/claude-ops --skill ops-desktop -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Lifecycle-Innovations-Limited/claude-ops ops-desktop --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/Lifecycle-Innovations-Limited/claude-ops.git skills-src && mkdir -p .claude/skills && cp -r skills-src/claude-ops/skills/ops-desktop .claude/skills/ops-desktop && 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 "ops-desktop" agent skill from https://github.com/Lifecycle-Innovations-Limited/claude-ops/tree/main/claude-ops/skills/ops-desktop into .claude/skills/ops-desktop/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ops-desktop", 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/Lifecycle-Innovations-Limited/claude-ops/tree/main/claude-ops/skills/ops-desktopType 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 Lifecycle-Innovations-Limited/claude-ops --skill ops-desktop -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Lifecycle-Innovations-Limited/claude-ops ops-desktop --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Lifecycle-Innovations-Limited/claude-ops.git skills-src && mkdir -p .agents/skills && cp -r skills-src/claude-ops/skills/ops-desktop .agents/skills/ops-desktop && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "ops-desktop" agent skill from https://github.com/Lifecycle-Innovations-Limited/claude-ops/tree/main/claude-ops/skills/ops-desktop into .agents/skills/ops-desktop/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ops-desktop", 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 Lifecycle-Innovations-Limited/claude-ops --skill ops-desktop -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Lifecycle-Innovations-Limited/claude-ops ops-desktop --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Lifecycle-Innovations-Limited/claude-ops.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/claude-ops/skills/ops-desktop .cursor/skills/ops-desktop && 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 "ops-desktop" agent skill from https://github.com/Lifecycle-Innovations-Limited/claude-ops/tree/main/claude-ops/skills/ops-desktop into .cursor/skills/ops-desktop/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ops-desktop", 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/Lifecycle-Innovations-Limited/claude-ops.git --path claude-ops/skills/ops-desktop--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 Lifecycle-Innovations-Limited/claude-ops --skill ops-desktop -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Lifecycle-Innovations-Limited/claude-ops ops-desktop --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Lifecycle-Innovations-Limited/claude-ops.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/claude-ops/skills/ops-desktop .gemini/skills/ops-desktop && 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 "ops-desktop" agent skill from https://github.com/Lifecycle-Innovations-Limited/claude-ops/tree/main/claude-ops/skills/ops-desktop into .gemini/skills/ops-desktop/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ops-desktop", 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 Lifecycle-Innovations-Limited/claude-ops ops-desktopInstalls 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 Lifecycle-Innovations-Limited/claude-ops --skill ops-desktop -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Lifecycle-Innovations-Limited/claude-ops.git skills-src && mkdir -p .github/skills && cp -r skills-src/claude-ops/skills/ops-desktop .github/skills/ops-desktop && 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 "ops-desktop" agent skill from https://github.com/Lifecycle-Innovations-Limited/claude-ops/tree/main/claude-ops/skills/ops-desktop into .github/skills/ops-desktop/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ops-desktop", 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 Lifecycle-Innovations-Limited/claude-ops --skill ops-desktop -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Lifecycle-Innovations-Limited/claude-ops ops-desktop --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Lifecycle-Innovations-Limited/claude-ops.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/claude-ops/skills/ops-desktop .opencode/skills/ops-desktop && 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 "ops-desktop" agent skill from https://github.com/Lifecycle-Innovations-Limited/claude-ops/tree/main/claude-ops/skills/ops-desktop into .opencode/skills/ops-desktop/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ops-desktop", 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.
ops-desktopOPS on-demand: This skill should be used when the user asks to "control the desktop", "click on…
Ops Desktop is an agent skill from Lifecycle-Innovations-Limited/claude-ops. OPS on-demand: This skill should be used when the user asks to "control the desktop", "click on…
Its SKILL.md is about 2.1k 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 Model Context Protocol. The repository describes itself as: Business operating system for Claude Code — 57 skills, 21 agents, smart daemon. Unified inbox (WhatsApp/Email/Slack/Telegram), autonomous PR merge, full-AWS monitoring, revenue… The licence is MIT.
5 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 1aa0928. 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:
BashReadAskUserQuestionToolSearchmcp__desktop-act__acquire_desktopmcp__desktop-act__release_desktopmcp__desktop-act__list_desktopsmcp__desktop-act__list_windowsmcp__desktop-act__launch_appmcp__desktop-act__screenshot…and 9 more on the same allowed-tools line.
From allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md (its code samples are python).
From 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:
github.comFrom 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.
Ops Desktop loads about 2.1k tokens when it runs. Until then it costs about 27 tokens; SKILL.md has 702 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.
allowed-tools: Bash, Read, AskUserQuestion, ToolSearch, mcp__desktop-act__acquire_desktop, mcp__desktop-act__releasAutomated 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 Lifecycle-Innovations-Limited/claude-ops at commit 1aa0928, republished under its MIT licence (© Lifecycle-Innovations-Limited). 702 words, ~2,101 tokens.
.claude/skills/ops-desktop/SKILL.md (or your agent's skills folder).Load ops-rules before acting. Public repo (no personal data). Outbound: one draft → one approval → one send. If AskUserQuestion / Workflow are missing, follow Rule 10 in ops-rules (Hermes: numbered options / two-turn Telegram card; delegate_task).
/ops:desktop drives a real GUI desktop (Linux noVNC pool, partial macOS / Windows support) through the desktop-act FastMCP server. Use it for tasks that browser-only automation can't reach: native dialogs, OS file pickers, multi-window flows, screen-recording verification.
The MCP tool schemas are deferred. Load them with ToolSearch on demand:
ToolSearch select:mcp__desktop-act__acquire_desktop,mcp__desktop-act__screenshot,mcp__desktop-act__click,mcp__desktop-act__type_text,mcp__desktop-act__release_desktopBefore any route runs, resolve:
${CLAUDE_PLUGIN_ROOT} — used to locate the launcher.${CLAUDE_PLUGIN_ROOT}/mcp-servers/desktop-act-launcher.py — auto-discovers an installed desktop-act marketplace or, if absent, clones from $DESKTOP_ACT_REPO (default https://github.com/Lifecycle-Innovations-Limited/desktop-act.git) and bootstraps a venv on first run.http://<box-host>:6082 — primary desktop. acquire_desktop() provisions extra sessions on :6082+.$SSH_CONNECTION, $SSH_CLIENT, or $SSH_TTY is set, emit compact text-only output per Rule 7 (no banners, no tables, plain lines). The noVNC URL is the one piece the user definitely needs — print it once on a copy-able line.Parse $ARGUMENTS and route. First token decides:
| First arg | Route |
|---|---|
(empty) / status | Print MCP status, default noVNC URL, active sessions, and platform support note |
list | mcp__desktop-act__list_desktops — show pool state |
release <id> | mcp__desktop-act__release_desktop(session_id) — free a session |
release-all | Release every session this skill has open this turn |
| anything else | Treat as a goal — acquire → observe → drive → verify → release |
Anything else: treat the whole argument string as the goal.
status (default)mcp__desktop-act__status (auto-load schema first)./plugin marketplace add <repo> && /plugin install desktop-act)export DESKTOP_ACT_COMMAND=/path/to/run.sh)export DESKTOP_ACT_REPO=https://...)listToolSearch select:mcp__desktop-act__list_desktopsCall it. Format as session_id · display · vnc · last_used. Linux only renders full info; macOS/Windows fall back to a "limited platform" note.
release <id> / release-allPer Rule 5 (destructive actions): release_desktop tears down the X server. Ask before bulk release:
AskUserQuestion: Release session abcd1234?
[Release] [Skip]For release-all, batch confirm once.
The autonomous loop. Use this when the owner types /ops:desktop open the AWS console and screenshot the ECS cluster page.
# Load schemas
ToolSearch select:mcp__desktop-act__acquire_desktop,mcp__desktop-act__screenshot,...
session = mcp__desktop-act__acquire_desktop()
session_id = session["session_id"]
display = session["display"] # e.g. ":51"
novnc_url = session["novnc_url"] # e.g. http://host:6082Print the noVNC URL on a line by itself so the user can watch live. On mobile, the URL is the most useful thing — surface it FIRST.
shot = mcp__desktop-act__screenshot(session_id=session_id)
Read(file_path=shot["path"]) # let Claude see the screenIf you need window-level metadata before clicking blindly:
windows = mcp__desktop-act__list_windows(session_id=session_id)Two modes:
A. Streaming primitives — full reasoning visibility, per-action transparency. Preferred for sensitive flows (anything touching credentials, billing pages, destructive UIs).
mcp__desktop-act__launch_app(session_id, app="firefox")
mcp__desktop-act__click(session_id, x=640, y=400)
mcp__desktop-act__type_text(session_id, text="ECS clusters")
mcp__desktop-act__keypress(session_id, key="Return")
mcp__desktop-act__scroll(session_id, direction="down", amount=3)
mcp__desktop-act__screenshot(session_id) # verifyB. Autonomous loop — hands the goal to act() which runs claude-agent-sdk against the OAuth-bundled CLI (no API key needed; rides Claude Max). Faster but less observable.
result = mcp__desktop-act__act(
session_id=session_id,
goal="$ARGUMENTS",
max_iterations=20,
)For multi-step macros, prefer batch (single round-trip) or act_step (one micro-step at a time with explicit verification).
Always screenshot and Read the path once at the end before claiming the goal is done. If the verification screenshot doesn't show the expected state, iterate or escalate to the user.
Always release in the same turn, even on failure:
mcp__desktop-act__release_desktop(session_id=session_id)If the user wants to keep the session for follow-up actions, ask first via AskUserQuestion:
Keep session abcd1234 alive for follow-up?
[Keep] [Release]| OS | Status | Notes |
|---|---|---|
| Linux | Full | X11 + Xvnc + websockify + python-xlib. Multi-desktop pool live. |
| macOS | Partial | Server runs; native X11 calls no-op. Browser tools still work. |
| Windows | Partial | Server runs via Python launcher. Native automation requires manual. |
On non-Linux platforms, prefer Kapture (mcp__kapture__*) or Playwright for browser-only tasks. The launcher prints a clear "limited platform" notice if it can't bring up a full session.
AskUserQuestion first per Rule 5./ops:desktop gets its own session_id. Don't pass session IDs between concurrent agents or skills./ops:desktop # status
/ops:desktop list # pool state
/ops:desktop release abcd1234 # free session
/ops:desktop open the AWS ECS console and screenshot the my-project-api cluster
/ops:desktop launch Firefox and navigate to https://example.com$ARGUMENTS
© Lifecycle-Innovations-Limited, 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 claude-ops/skills/ops-desktop of Lifecycle-Innovations-Limited/claude-ops.
Open the folder on GitHubat commit 1aa0928
Ops Desktop 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 |
|---|---|---|---|---|---|---|
| Ops Desktop this skillLifecycle-Innovations-Limited/claude-ops | 542 | — | ~2.1k | Automated safety check: Notes | MIT | |
| MCP Server Builderanthropics/skills | 180k | 63 repos | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| MCP Server BuildershareAI-lab/learn-claude-code | 78k | 5 repos | ~1.2k | Automated safety check: Pass | MIT | |
| MCP Integration for Pluginsanthropics/claude-plugins-official | 38k | 11 repos | ~3.1k | Automated safety check: Pass | Apache-2.0 | |
| Figma use_figma Plugin API Ruleswarpdotdev/warp | 65k | 4 repos | ~4.4k | Automated safety check: Pass | AGPL-3.0 | |
| Stitch to Remotion Walkthrough Videosgoogle-labs-code/stitch-skills | 8.4k | 6 repos | ~3.2k | Automated safety check: Notes | Apache-2.0 |
anthropics/skills
Guides the design and implementation of Model Context Protocol servers in TypeScript or Python, from tool naming and error messages to evaluation.
shareAI-lab/learn-claude-code
Walks through building MCP servers in Python or TypeScript that expose tools, resources and prompts to Claude, with templates, registration and testing.
anthropics/claude-plugins-official
Explains how to bundle Model Context Protocol servers in a Claude Code plugin, covering config files, stdio, SSE, HTTP and WebSocket server types, and authentication.
warpdotdev/warp
Required groundwork before any use_figma call: the rules and reference files for running JavaScript in a Figma file through the Plugin API without common failures.
google-labs-code/stitch-skills
Builds walkthrough videos from Stitch design projects using Remotion, with transitions, zoom effects and text overlays on each screen.
coollabsio/coolify
A skill your agent uses for Laravel MCP development. An agent skill from coollabsio/coolify.
Lifecycle-Innovations-Limited/claude-ops
OPS on-demand: This skill should be used when the user asks to "ops dashboard", "pixel HQ", or…
Lifecycle-Innovations-Limited/claude-ops
OPS on-demand: This skill should be used when the user asks to "go to market", "GTM plan", or…
Lifecycle-Innovations-Limited/claude-ops
OPS on-demand: This skill should be used when the user asks to "klaviyo", "ads spend", or…
Lifecycle-Innovations-Limited/claude-ops
OPS on-demand: This skill should be used when the user asks to "tweet", "post to linkedin", or…
Lifecycle-Innovations-Limited/claude-ops
OPS on-demand: This skill should be used when the user asks to "yolo mode", "run the business today"…
Lifecycle-Innovations-Limited/claude-ops
OPS on-demand: This skill should be used when the user asks to "datadog", "APM alerts", or…
Works with
OPS on-demand: This skill should be used when the user asks to "control the desktop", "click on…. Ops Desktop is an agent skill from Lifecycle-Innovations-Limited/claude-ops.
Ops Desktop fits situations like: asks to control the desktop.
Run `npx skills add Lifecycle-Innovations-Limited/claude-ops --skill ops-desktop -a claude-code`. Or copy the skill folder (claude-ops/skills/ops-desktop in Lifecycle-Innovations-Limited/claude-ops) into .claude/skills/ops-desktop in your project. Claude Code loads it when a task matches its description.
Run `npx skills add Lifecycle-Innovations-Limited/claude-ops --skill ops-desktop -a codex`. Or copy the skill folder (claude-ops/skills/ops-desktop in Lifecycle-Innovations-Limited/claude-ops) into .agents/skills/ops-desktop 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 Lifecycle-Innovations-Limited/claude-ops --skill ops-desktop -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ops-desktop, .gemini/skills/ops-desktop, .github/skills/ops-desktop and .opencode/skills/ops-desktop in your project.
SKILL.md names no scripts, command-line tools or credentials: Ops Desktop is instructions for the agent only. Our summary lists: Python 3. Its frontmatter pre-approves these tools: Bash, Read, AskUserQuestion, ToolSearch, mcp__desktop-act__acquire_desktop, mcp__desktop-act__release_desktop, mcp__desktop-act__list_desktops, mcp__desktop-act__list_windows, mcp__desktop-act__launch_app, mcp__desktop-act__screenshot, mcp__desktop-act__observe, mcp__desktop-act__click, mcp__desktop-act__keypress, mcp__desktop-act__type_text, mcp__desktop-act__scroll, mcp__desktop-act__act, mcp__desktop-act__act_step, mcp__desktop-act__batch, mcp__desktop-act__status.
SKILL.md names 1 domain. In commands or code: github.com; the agent is likely to contact it when it follows the instructions. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.
Ops Desktop is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 2.1k tokens (SKILL.md is roughly 8.4k 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 Ops Desktop: MCP Server Builder (anthropics/skills, 180k stars), MCP Server Builder (shareAI-lab/learn-claude-code, 78k stars), MCP Integration for Plugins (anthropics/claude-plugins-official, 38k stars) and Figma use_figma Plugin API Rules (warpdotdev/warp, 65k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Lifecycle-Innovations-Limited (a GitHub organization) maintains it in Lifecycle-Innovations-Limited/claude-ops, which has 542 GitHub stars. The repository holds 67 skills in this directory. The repository was last updated on October 9, 2026.
Source: Lifecycle-Innovations-Limited/claude-ops on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.