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.
Run a ruflo swarm agent on the user's own ruOS cloud desktop through the tenant-authenticated fleet MCP, stream its output, and record it in ruflo's swarm state.
$ npx skills add ruvnet/ruflo --skill ruos-host-run -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install ruvnet/ruflo ruos-host-run --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/ruvnet/ruflo.git skills-src && mkdir -p .claude/skills && cp -r skills-src/plugins/ruflo-ruos/skills/ruos-host-run .claude/skills/ruos-host-run && 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 "ruos-host-run" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-ruos/skills/ruos-host-run into .claude/skills/ruos-host-run/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ruos-host-run", 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/ruvnet/ruflo/tree/main/plugins/ruflo-ruos/skills/ruos-host-runType 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 ruvnet/ruflo --skill ruos-host-run -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install ruvnet/ruflo ruos-host-run --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .agents/skills && cp -r skills-src/plugins/ruflo-ruos/skills/ruos-host-run .agents/skills/ruos-host-run && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "ruos-host-run" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-ruos/skills/ruos-host-run into .agents/skills/ruos-host-run/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ruos-host-run", 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 ruvnet/ruflo --skill ruos-host-run -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install ruvnet/ruflo ruos-host-run --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/plugins/ruflo-ruos/skills/ruos-host-run .cursor/skills/ruos-host-run && 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 "ruos-host-run" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-ruos/skills/ruos-host-run into .cursor/skills/ruos-host-run/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ruos-host-run", 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/ruvnet/ruflo.git --path plugins/ruflo-ruos/skills/ruos-host-run--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 ruvnet/ruflo --skill ruos-host-run -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install ruvnet/ruflo ruos-host-run --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/plugins/ruflo-ruos/skills/ruos-host-run .gemini/skills/ruos-host-run && 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 "ruos-host-run" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-ruos/skills/ruos-host-run into .gemini/skills/ruos-host-run/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ruos-host-run", 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 ruvnet/ruflo ruos-host-runInstalls 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 ruvnet/ruflo --skill ruos-host-run -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .github/skills && cp -r skills-src/plugins/ruflo-ruos/skills/ruos-host-run .github/skills/ruos-host-run && 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 "ruos-host-run" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-ruos/skills/ruos-host-run into .github/skills/ruos-host-run/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ruos-host-run", 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 ruvnet/ruflo --skill ruos-host-run -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install ruvnet/ruflo ruos-host-run --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/plugins/ruflo-ruos/skills/ruos-host-run .opencode/skills/ruos-host-run && 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 "ruos-host-run" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-ruos/skills/ruos-host-run into .opencode/skills/ruos-host-run/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ruos-host-run", 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.
ruos-host-runRun a ruflo swarm agent on the user's own ruOS cloud desktop through the tenant-authenticated fleet MCP, stream its output, and record it in ruflo's swarm state.
Ruos Host Run is an agent skill from ruvnet/ruflo. Run a ruflo swarm agent on the user's own ruOS cloud desktop through the tenant-authenticated fleet MCP, stream its output, and record it in ruflo's swarm state. Use when the user wants an agent to run on a ruOS desktop, asks to "run this on my ruOS desktop", or places a swarm agent on a remote ruOS host.
Its SKILL.md is about 1.1k 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: 🌊 The original agent harness. Deploy intelligent multi-player swarms, coordinate autonomous workflows, and build conversational AI systems. Features adaptive memory…. The licence is MIT.
8 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 58e0ae7. 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(node *)mcp__ruos__desktop_statusmcp__ruos__desktop_execmcp__ruos__desktop_keepawakemcp__ruos__desktop_startmcp__ruos__llm_route_getFrom allowed-tools in the SKILL.md frontmatter.
Shell commands in SKILL.md call:
nodeFrom 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 these keys or tokens, usually read from environment variables:
RUOS_MCP_TOKENRUOS_SSH_KEYFrom names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Ruos Host Run loads about 1.1k tokens when it runs. Until then it costs about 80 tokens; SKILL.md has 507 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 ruvnet/ruflo at commit 58e0ae7, republished under its MIT licence (© ruvnet). 507 words, ~1,054 tokens.
.claude/skills/ruos-host-run/SKILL.md (or your agent's skills folder).Transport rules — non-negotiable:
mcp__ruos__*, or the claude.ai ruOS connector's
equivalents) or the plugin CLI. Never call a desktop on port 17870 and never set a
Host header yourself (ruOS ADR-070: that executor has no per-tenant auth).cli.mjs build. Never compose a
desktop_exec command from task text.CLI below is node "${CLAUDE_PLUGIN_ROOT}/scripts/cli.mjs".
desktop_exec output is framed: the first line echoes your command (▶ run: …), and the
last lines are ✓ SUCCESS… and 📝 transcript:. Every marker the desktop prints is
RUOS<nonce>_NAME, on its own line, where <nonce> is the nonce from CLI build. That
token never appears in the echoed command, so match only complete lines that start with it.
Output is capped at about 4 KiB, so poll returns 2 KiB slices.
Never call desktop_delete or secret_delete; deleting is the user's job.
desktop_status. Resolve the user's desktop by machine_id,
fly_machine_id or exact display_name; if it is not in that list, stop. Save the raw
JSON to a temp file (status.json) for step 4.heartbeat_status is not asleep/missing/stale
and last_heartbeat_at is recent. If it is down, ask before desktop_start (billable),
then re-poll desktop_status until the heartbeat advances.CLI status prints nextAutoStop (weekday 23:00 America/Toronto). If the
run could cross it, tell the user and stop unless they accept. desktop_keepawake blocks
idle autosleep only; it does not override the 23:00 stop.CLI build --prompt-file task.txt [--model sonnet] → JSON with runId, steps[],
poll, stop, promptSha256.CLI record start --run <runId> --desktop "<ref>" --desktop-status-file status.json --task "<one-line summary>"
— registers the agent through ruflo's agent_spawn (with config.host) and claims
ruos-run-<runId> via claims_claim.
Before launching, call llm_route_get. Stop if the desktop has no route. If the gateway is
"unconfigured" but the route is "shared", warn and continue.desktop_exec with each steps[i] in order (machine = the desktop's
fly_machine_id). The last step prints RUOS<nonce>_SHA:<hash> — it must equal
promptSha256, else desktop_exec the stop string and abort. RUOS<nonce>_NO_RUNNER means
claude is not installed there.desktop_exec with poll (rebuild with CLI build --run <runId> --nonce <nonce> --offset <n> ...
as the offset grows, or use CLI run for automatic polling). Output is
RUOS<nonce>_POLL:<exit|->:<size>:<alive 0|1>:<base64>; pass the base64 to
CLI record output --run <runId> --b64 <b64> and show the decoded text. Back off 1s→5s
between empty polls — each poll is audited on ruOS and serialises behind the desktop's
run lock.- and all bytes are read:
CLI record end --run <runId> --exit <code> (agent → idle, claim released).
On failure, check desktop_status: a stopped desktop means it was auto-stopped mid-run.desktop_exec the stop string.For unattended runs from a terminal, CLI run --desktop "<ref>" --prompt-file task.txt
does steps 1–7 itself (needs RUOS_MCP_URL + RUOS_MCP_TOKEN, or --transport ssh with
RUOS_SSH_KEY when ruflo runs on a same-tenant ruOS desktop).
© ruvnet, 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 plugins/ruflo-ruos/skills/ruos-host-run of ruvnet/ruflo.
Open the folder on GitHubat commit 58e0ae7
Ruos Host Run 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 |
|---|---|---|---|---|---|---|
| Ruos Host Run this skillruvnet/ruflo | 74k | — | ~1.1k | Automated safety check: Pass | 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.
ruvnet/ruflo
Stores, searches, and retrieves successful patterns with HNSW-indexed semantic search so agents can reuse past solutions instead of relearning them.
ruvnet/ruflo
Runs claude-flow CLI security scans for input validation, path traversal, SQL injection, XSS, hardcoded secrets and known CVEs, and writes an audit report.
ruvnet/ruflo
Applies the SPARC method (specification, pseudocode, architecture, refinement, completion) with 17 specialized modes and multi-agent orchestration, from research to deployment.
ruvnet/ruflo
Coordinates a hierarchical swarm of specialized agents through the claude-flow CLI for work that spans several files or modules at once.
ruvnet/ruflo
Sets up and drives Ruflo, an npm-installed orchestration layer for multi-agent swarms, persistent memory, routing, hooks and its MCP tool catalog.
ruvnet/ruflo
Reference for spawning, listing, monitoring and stopping agents with claude-flow commands, with agent type families, routing codes and coordination tips.
Works with
Run a ruflo swarm agent on the user's own ruOS cloud desktop through the tenant-authenticated fleet MCP, stream its output, and record it in ruflo's swarm state. Ruos Host Run is an agent skill from ruvnet/ruflo. Run a ruflo swarm agent on the user's own ruOS cloud desktop through the tenant-authenticated fleet MCP, stream its output, and record it in ruflo's swarm state.
Ruos Host Run fits situations like: the user wants an agent to run on a ruOS desktop; asks to run this on my ruOS desktop; places a swarm agent on a remote ruOS host.
Run `npx skills add ruvnet/ruflo --skill ruos-host-run -a claude-code`. Or copy the skill folder (plugins/ruflo-ruos/skills/ruos-host-run in ruvnet/ruflo) into .claude/skills/ruos-host-run in your project. Claude Code loads it when a task matches its description.
Run `npx skills add ruvnet/ruflo --skill ruos-host-run -a codex`. Or copy the skill folder (plugins/ruflo-ruos/skills/ruos-host-run in ruvnet/ruflo) into .agents/skills/ruos-host-run 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 ruvnet/ruflo --skill ruos-host-run -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ruos-host-run, .gemini/skills/ruos-host-run, .github/skills/ruos-host-run and .opencode/skills/ruos-host-run in your project.
Going by SKILL.md and its folder, Ruos Host Run needs the command-line tools its instructions call (node) and credentials named RUOS_MCP_TOKEN and RUOS_SSH_KEY. Our summary lists: A credential in RUOS_MCP_TOKEN; A credential in RUOS_SSH_KEY. Its frontmatter pre-approves these tools: Bash(node *), mcp__ruos__desktop_status, mcp__ruos__desktop_exec, mcp__ruos__desktop_keepawake, mcp__ruos__desktop_start, mcp__ruos__llm_route_get.
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.
Ruos Host Run is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.1k tokens (SKILL.md is roughly 4.2k 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 Ruos Host Run: 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.
ruvnet (a GitHub user) maintains it in ruvnet/ruflo, which has 74,159 GitHub stars. The repository holds 264 skills in this directory. The repository was last updated on October 9, 2026.
Source: ruvnet/ruflo on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.