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.
Generate a new song from a creative brief (genre, mood, language, BPM, theme) via the cogmusic MCP createproduction tool
$ npx skills add ruvnet/ruflo --skill music-generate -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install ruvnet/ruflo music-generate --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-music/skills/music-generate .claude/skills/music-generate && 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 "music-generate" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-music/skills/music-generate into .claude/skills/music-generate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "music-generate", 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-music/skills/music-generateType 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 music-generate -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install ruvnet/ruflo music-generate --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-music/skills/music-generate .agents/skills/music-generate && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "music-generate" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-music/skills/music-generate into .agents/skills/music-generate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "music-generate", 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 music-generate -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install ruvnet/ruflo music-generate --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-music/skills/music-generate .cursor/skills/music-generate && 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 "music-generate" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-music/skills/music-generate into .cursor/skills/music-generate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "music-generate", 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-music/skills/music-generate--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 music-generate -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install ruvnet/ruflo music-generate --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-music/skills/music-generate .gemini/skills/music-generate && 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 "music-generate" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-music/skills/music-generate into .gemini/skills/music-generate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "music-generate", 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 music-generateInstalls 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 music-generate -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-music/skills/music-generate .github/skills/music-generate && 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 "music-generate" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-music/skills/music-generate into .github/skills/music-generate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "music-generate", 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 music-generate -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 music-generate --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-music/skills/music-generate .opencode/skills/music-generate && 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 "music-generate" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-music/skills/music-generate into .opencode/skills/music-generate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "music-generate", 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.
music-generateGenerate a new song from a creative brief (genre, mood, language, BPM, theme) via the cogmusic MCP createproduction tool
Music Generate is an agent skill from ruvnet/ruflo. Generate a new song from a creative brief (genre, mood, language, BPM, theme) via the cogmusic MCP createproduction tool
Its SKILL.md is about 990 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.
6 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 6c04654. 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:
mcp__cogmusic__create_productionmcp__plugin_ruflo-core_ruflo__memory_storemcp__plugin_ruflo-core_ruflo__memory_searchFrom allowed-tools in the SKILL.md frontmatter.
Shell commands in SKILL.md call:
curlFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use curl, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Names these keys or tokens, usually read from environment variables:
COGMUSIC_TOKENFrom names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Music Generate loads about 991 tokens when it runs. Until then it costs about 34 tokens; SKILL.md has 402 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 6c04654, republished under its MIT licence (© ruvnet). 402 words, ~991 tokens.
.claude/skills/music-generate/SKILL.md (or your agent's skills folder).Turns a creative brief into a real, playable track through the user's own Cognitum Music account.
The user asks to create/generate/produce a song, remix, or track. If mcp__cogmusic__create_production isn't loaded, run music-connect first.
Compose the two required inputs from the brief (delegate the actual writing to the music-composer agent for anything beyond a trivial brief — lyrics quality matters more than most callers expect):
lyrics — structured with [intro]/[verse]/[chorus]/[bridge]/[outro] tags, one section per line group. Match the language the user asked for; don't default to English if they named another language.prompt — genre, BPM, instrumentation, and mood in one dense sentence. Be specific (e.g. "Afrobeat, 116 BPM, talking drum, shekere, horn section" beats "upbeat African music").Pick audio_duration (seconds, default 30 if unspecified). 90–150s covers a real verse/chorus/bridge structure; don't go far past 150s without the user asking — generation time and cost both scale with duration, and the model's documented ceiling is 300s.
Call the tool — it blocks for real minutes, not seconds:
mcp__cogmusic__create_production({
title: "...",
lyrics: "...",
prompt: "...",
audio_duration: 120,
})Do not poll or retry mid-call — the underlying bridge (cogmusic@0.1.1+) already carries a long internal timeout. If it returns {"content":[{"text":"generation failed", ...}],"isError":true}, this is very likely a transient GPU-inference-service issue (see ADR-0001's Known reliability notes), not a bad prompt — retry once before concluding something is actually wrong with the request itself.
On success, the result includes id, title, audio_duration, created_at_unix, and an audio_url. Fetch the audio itself (or hand the URL to the user) with:
curl -H "authorization: Bearer $COGMUSIC_TOKEN" "$AUDIO_URL" -o track.wavAudio is never returned inline over MCP by design (see ADR-0001) — always a separate authenticated GET.
Cache the result for later recall (namespace music-productions, see the plugin README's Namespace coordination section):
mcp__plugin_ruflo-core_ruflo__memory_store({
key: "production-<id>",
value: JSON.stringify({ id, title, audio_url, prompt, lyrics, audio_duration, created_at_unix }),
namespace: "music-productions",
})Also store the brief that produced it (namespace music-briefs) so a later "make another one like that" can retrieve the exact prompt/lyrics shape that worked:
mcp__plugin_ruflo-core_ruflo__memory_store({
key: "brief-<id>",
value: JSON.stringify({ id, brief: "<the user's original request>", prompt, lyrics }),
namespace: "music-briefs",
})Report back: title, duration, the audio_url, and a one-line summary of the style. Don't claim the audio "sounds like X" — you cannot hear it; describe what was requested, not the result.
The GPU inference service behind Cognitum Music has a real, documented history of intermittent generation failures (cold-start weight-loading races — see the upstream repo's ADR-0022/0023). A single retry resolves most transient failures. If two consecutive attempts with the same prompt/lyrics both fail, say so plainly rather than silently retrying a third time — that's a signal something's actually wrong on the service side, not bad luck.
© 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-music/skills/music-generate of ruvnet/ruflo.
Open the folder on GitHubat commit 6c04654
Music Generate 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 |
|---|---|---|---|---|---|---|
| Music Generate this skillruvnet/ruflo | 74k | — | ~991 | 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 | 4 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 | 8.5k | 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
Generate a new song from a creative brief (genre, mood, language, BPM, theme) via the cogmusic MCP createproduction tool. Music Generate is an agent skill from ruvnet/ruflo.
Run `npx skills add ruvnet/ruflo --skill music-generate -a claude-code`. Or copy the skill folder (plugins/ruflo-music/skills/music-generate in ruvnet/ruflo) into .claude/skills/music-generate in your project. Claude Code loads it when a task matches its description.
Run `npx skills add ruvnet/ruflo --skill music-generate -a codex`. Or copy the skill folder (plugins/ruflo-music/skills/music-generate in ruvnet/ruflo) into .agents/skills/music-generate 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 music-generate -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/music-generate, .gemini/skills/music-generate, .github/skills/music-generate and .opencode/skills/music-generate in your project.
Going by SKILL.md and its folder, Music Generate needs the command-line tools its instructions call (curl) and credentials named COGMUSIC_TOKEN. Our summary lists: A credential in COGMUSIC_TOKEN. Its frontmatter pre-approves these tools: mcp__cogmusic__create_production, mcp__plugin_ruflo-core_ruflo__memory_store, mcp__plugin_ruflo-core_ruflo__memory_search.
SKILL.md contains no URLs. Its commands use curl, 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.
Music Generate is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 991 tokens (SKILL.md is roughly 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 Music Generate: 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 74,222 GitHub stars. The repository holds 265 skills in this directory. The repository was last updated on October 10, 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.