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.
Meta-skill que orquestra todos os agentes do ecossistema. An agent skill from majiayu000/claude-skill-registry.
$ npx skills add majiayu000/claude-skill-registry --skill agent-orchestrator -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install majiayu000/claude-skill-registry agent-orchestrator --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/majiayu000/claude-skill-registry.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/agent/agent-orchestrator .claude/skills/agent-orchestrator && 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 "agent-orchestrator" agent skill from https://github.com/majiayu000/claude-skill-registry/tree/main/skills/agent/agent-orchestrator into .claude/skills/agent-orchestrator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-orchestrator", 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/majiayu000/claude-skill-registry/tree/main/skills/agent/agent-orchestratorType 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 majiayu000/claude-skill-registry --skill agent-orchestrator -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install majiayu000/claude-skill-registry agent-orchestrator --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/majiayu000/claude-skill-registry.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/agent/agent-orchestrator .agents/skills/agent-orchestrator && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "agent-orchestrator" agent skill from https://github.com/majiayu000/claude-skill-registry/tree/main/skills/agent/agent-orchestrator into .agents/skills/agent-orchestrator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-orchestrator", 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 majiayu000/claude-skill-registry --skill agent-orchestrator -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install majiayu000/claude-skill-registry agent-orchestrator --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/majiayu000/claude-skill-registry.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/agent/agent-orchestrator .cursor/skills/agent-orchestrator && 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 "agent-orchestrator" agent skill from https://github.com/majiayu000/claude-skill-registry/tree/main/skills/agent/agent-orchestrator into .cursor/skills/agent-orchestrator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-orchestrator", 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/majiayu000/claude-skill-registry.git --path skills/agent/agent-orchestrator--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 majiayu000/claude-skill-registry --skill agent-orchestrator -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install majiayu000/claude-skill-registry agent-orchestrator --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/majiayu000/claude-skill-registry.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/agent/agent-orchestrator .gemini/skills/agent-orchestrator && 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 "agent-orchestrator" agent skill from https://github.com/majiayu000/claude-skill-registry/tree/main/skills/agent/agent-orchestrator into .gemini/skills/agent-orchestrator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-orchestrator", 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 majiayu000/claude-skill-registry agent-orchestratorInstalls 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 majiayu000/claude-skill-registry --skill agent-orchestrator -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/majiayu000/claude-skill-registry.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/agent/agent-orchestrator .github/skills/agent-orchestrator && 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 "agent-orchestrator" agent skill from https://github.com/majiayu000/claude-skill-registry/tree/main/skills/agent/agent-orchestrator into .github/skills/agent-orchestrator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-orchestrator", 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 majiayu000/claude-skill-registry --skill agent-orchestrator -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install majiayu000/claude-skill-registry agent-orchestrator --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/majiayu000/claude-skill-registry.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/agent/agent-orchestrator .opencode/skills/agent-orchestrator && 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 "agent-orchestrator" agent skill from https://github.com/majiayu000/claude-skill-registry/tree/main/skills/agent/agent-orchestrator into .opencode/skills/agent-orchestrator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-orchestrator", 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.
agent-orchestratorMeta-skill que orquestra todos os agentes do ecossistema. An agent skill from majiayu000/claude-skill-registry.
Agent Orchestrator is an agent skill from majiayu000/claude-skill-registry. Meta-skill que orquestra todos os agentes do ecossistema. Scan automatico de skills, match por capacidades, coordenacao de workflows multi-skill e registry management.
Its SKILL.md is about 2.5k tokens, which your agent loads only when the skill is triggered. The skill folder holds 1 other file (for example `metadata.json`).
It sits in Agent Workflows. The repository describes itself as: Searchable Claude Code skills catalog with source-linked guides and generated registry artifacts. The licence is MIT.
3 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 2d14a69. 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:
pythonFrom 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.
Agent Orchestrator loads about 2.5k tokens when it runs. Until then it costs about 47 tokens; SKILL.md has 838 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 majiayu000/claude-skill-registry at commit 2d14a69, republished under its MIT licence (© majiayu000). 838 words, ~2,450 tokens.
.claude/skills/agent-orchestrator/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.Meta-skill que orquestra todos os agentes do ecossistema. Scan automatico de skills, match por capacidades, coordenacao de workflows multi-skill e registry management.
Meta-skill que funciona como camada central de decisao e coordenacao para todo o ecossistema de skills. Faz varredura automatica, identifica agentes relevantes e orquestra multiplos skills para tarefas complexas.
Execute estes passos ANTES de processar qualquer request do usuario. Os scripts usam paths relativos automaticamente - funciona de qualquer diretorio.
python agent-orchestrator/scripts/scan_registry.pyUltra-rapido (<100ms) via cache de hashes MD5. So re-processa arquivos alterados. Retorna JSON com resumo de todos os skills encontrados.
python agent-orchestrator/scripts/match_skills.py "<solicitacao do usuario>"Retorna JSON com skills ranqueadas por relevancia. Interpretar o resultado:
| Resultado | Acao |
|---|---|
matched: 0 | Nenhum skill relevante. Operar normalmente sem skills. |
matched: 1 | Um skill relevante. Carregar seu SKILL.md e seguir. |
matched: 2+ | Multiplos skills. Executar Passo 3 (orquestracao). |
python agent-orchestrator/scripts/orchestrate.py --skills skill1,skill2 --query "<solicitacao>"Retorna plano de execucao com padrao, ordem dos steps e data flow entre skills.
Para queries simples, os passos 1+2 podem ser combinados em sequencia:
python agent-orchestrator/scripts/scan_registry.py && python agent-orchestrator/scripts/match_skills.py "<solicitacao>"O registry vive em:
agent-orchestrator/data/registry.jsonO scanner procura SKILL.md em:
.claude/skills/*/ (skills registradas no Claude Code)*/ (skills standalone no top-level)*/*\ (skills em subpastas, ate profundidade 3)Cada entrada no registry contem:
| Campo | Descricao |
|---|---|
| name | Nome da skill (do frontmatter YAML) |
| description | Descricao completa (triggers inclusos) |
| location | Caminho absoluto do diretorio |
| skill_md | Caminho absoluto do SKILL.md |
| registered | Se esta em .claude/skills/ (true/false) |
| capabilities | Tags de capacidade (auto-extraidas + explicitas) |
| triggers | Keywords de ativacao extraidas da description |
| language | Linguagem principal (python/nodejs/bash/none) |
| status | active / incomplete / missing |
## Scan Rapido (Usa Cache De Hashes)
python agent-orchestrator/scripts/scan_registry.py
## Tabela De Status Detalhada
python agent-orchestrator/scripts/scan_registry.py --status
## Re-Scan Completo (Ignora Cache)
python agent-orchestrator/scripts/scan_registry.py --forcePara cada solicitacao, o matcher pontua skills usando:
| Criterio | Pontos | Exemplo |
|---|---|---|
| Nome do skill na query | +15 | "use web-scraper" -> web-scraper |
| Keyword trigger exata | +10 | "scrape" -> web-scraper |
| Categoria de capacidade | +5 | data-extraction -> web-scraper |
| Sobreposicao de palavras | +1 | Palavras da query na description |
| Boost de projeto | +20 | Skill atribuida ao projeto ativo |
Threshold minimo: 5 pontos. Skills abaixo disso sao ignoradas.
python agent-orchestrator/scripts/match_skills.py --project meu-projeto "query aqui"Skills atribuidas ao projeto recebem +20 de boost automatico.
Quando multiplos skills sao relevantes, o orchestrator classifica o padrao:
Skills formam uma cadeia onde o output de uma alimenta a proxima.
Quando: Mix de skills "produtoras" (data-extraction, government-data) e "consumidoras" (messaging, social-media).
Exemplo: web-scraper coleta precos -> whatsapp-cloud-api envia alerta
user_query -> web-scraper -> whatsapp-cloud-api -> resultSkills trabalham independentemente em aspectos diferentes da solicitacao.
Quando: Todas as skills tem o mesmo papel (todas produtoras ou todas consumidoras).
Exemplo: instagram publica post + whatsapp envia notificacao (ambos recebem o mesmo conteudo)
user_query -> [instagram, whatsapp-cloud-api] -> aggregated_resultUma skill principal lidera; outras fornecem dados de apoio.
Quando: Uma skill tem score muito superior as demais (>= 2x).
Exemplo: whatsapp-cloud-api envia mensagem (primario) + web-scraper fornece dados (suporte)
user_query -> whatsapp-cloud-api (primary) + web-scraper (support) -> resultReferences/Orchestration-Patterns.MdAtribuir skills a projetos permite boost de relevancia e contexto persistente.
agent-orchestrator/data/projects.jsonCriar projeto: Adicionar entrada ao projects.json:
{
"name": "nome-do-projeto",
"created_at": "2026-02-25T12:00:00",
"skills": ["web-scraper", "whatsapp-cloud-api"],
"description": "Descricao do projeto"
}Adicionar skill a projeto: Atualizar o array skills do projeto.
Remover skill de projeto: Remover do array skills.
Consultar skills do projeto: Ler o projects.json e listar skills atribuidas.
Para adicionar uma nova skill ao ecossistema:
skills root:SKILL.md com frontmatter YAML:---
name: minha-nova-skill
description: "Descricao com keywords de ativacao..."
---
## Documentacao Da Skill
Opcionalmente, para discovery nativo do Claude Code:
4. Copiar o SKILL.md para .claude/skills/<nome>/SKILL.md
Adicionar ao frontmatter para matching mais preciso:
capabilities: [data-extraction, web-automation]python agent-orchestrator/scripts/scan_registry.py --status| Status | Significado |
|---|---|
| active | SKILL.md com name + description presentes |
| incomplete | SKILL.md existe mas falta name ou description |
| missing | Diretorio existe mas sem SKILL.md |
| Skill | Capacidades | Status |
|---|---|---|
| web-scraper | data-extraction, web-automation | active |
| junta-leiloeiros | government-data, data-extraction | active |
| whatsapp-cloud-api | messaging, api-integration | active |
| social-media, api-integration | partial |
Esta tabela e atualizada automaticamente via scan_registry.py --status.
multi-advisor - Complementary skill for enhanced analysistask-intelligence - Complementary skill for enhanced analysis© majiayu000, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 1 other file in skills/agent/agent-orchestrator of majiayu000/claude-skill-registry.
Open the folder on GitHubat commit 2d14a69
We found 12 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 3 other GitHub owners. This page covers the copy in majiayu000/claude-skill-registry, which our catalogue first saw on October 7, 2026.
Agent Orchestrator 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 |
|---|---|---|---|---|---|---|
| Agent Orchestrator this skillmajiayu000/claude-skill-registry | 666 | 3 repos | ~2.5k | Automated safety check: Pass | MIT | |
| MCP Server Builderanthropics/skills | 180k | 64 repos | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| Hook Development for Claude Code Pluginsanthropics/claude-plugins-official | 38k | 11 repos | ~4.1k | Automated safety check: Notes | Apache-2.0 | |
| Using Superpowersfarm-fe/farm | 5.6k | 35 repos | ~1.4k | Automated safety check: Pass | MIT | |
| Executing Plans Inlineobra/superpowers | 296k | 2 repos | ~5.1k | Automated safety check: Pass | MIT | |
| Claude Code Agent Developmentanthropics/claude-plugins-official | 38k | 8 repos | ~2.8k | Automated safety check: Pass | 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.
anthropics/claude-plugins-official
Explains how to write Claude Code plugin hooks, both prompt-based checks and bash commands, for events such as PreToolUse, Stop and SessionStart.
farm-fe/farm
A skill your agent uses when starting any conversation - establishes how to find and use skills, requiring Skill tool invocation before ANY response including clarifying questions
obra/superpowers
Has the agent carry out an implementation plan itself, task by task in the current session, keeping a ledger, proving each step with a test and ending with one whole-branch review.
anthropics/claude-plugins-official
Explains how to write agents for Claude Code plugins: the markdown file with YAML frontmatter, trigger descriptions, model and color settings, and system prompt design.
Azure/azqr
Create new skills, modify and improve existing skills, and measure skill performance.
majiayu000/claude-skill-registry
Multi-source deep research using firecrawl and exa MCPs. An agent skill from majiayu000/claude-skill-registry.
majiayu000/claude-skill-registry
Neural search via Exa MCP for web, code, and company research.
majiayu000/claude-skill-registry
Unified media generation via fal.ai MCP — image, video, and audio.
majiayu000/claude-skill-registry
Interact with Zotero reference management libraries using the pyzotero Python client.
majiayu000/claude-skill-registry
Search scientific papers and retrieve structured experimental data extracted from full-text studies via the BGPT MCP server.
majiayu000/claude-skill-registry
Perform pairwise sequence alignment using Biopython Bio.Align.PairwiseAligner.
Categories
Meta-skill que orquestra todos os agentes do ecossistema. An agent skill from majiayu000/claude-skill-registry. Agent Orchestrator is an agent skill from majiayu000/claude-skill-registry. Meta-skill que orquestra todos os agentes do ecossistema.
Agent Orchestrator fits situations like: agent Workflows work in your project.
Run `npx skills add majiayu000/claude-skill-registry --skill agent-orchestrator -a claude-code`. Or copy the skill folder (skills/agent/agent-orchestrator in majiayu000/claude-skill-registry) into .claude/skills/agent-orchestrator in your project. Claude Code loads it when a task matches its description.
Run `npx skills add majiayu000/claude-skill-registry --skill agent-orchestrator -a codex`. Or copy the skill folder (skills/agent/agent-orchestrator in majiayu000/claude-skill-registry) into .agents/skills/agent-orchestrator 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 majiayu000/claude-skill-registry --skill agent-orchestrator -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/agent-orchestrator, .gemini/skills/agent-orchestrator, .github/skills/agent-orchestrator and .opencode/skills/agent-orchestrator in your project.
Going by SKILL.md and its folder, Agent Orchestrator needs the command-line tools its instructions call (python). Our summary lists: Python 3; Node.js.
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.
Agent Orchestrator is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 2.5k tokens (SKILL.md is roughly 9.8k 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 Agent Orchestrator: MCP Server Builder (anthropics/skills, 180k stars), Hook Development for Claude Code Plugins (anthropics/claude-plugins-official, 38k stars), Using Superpowers (farm-fe/farm, 5.6k stars) and Executing Plans Inline (obra/superpowers, 296k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
majiayu000 (a GitHub user) maintains it in majiayu000/claude-skill-registry, which has 666 GitHub stars. The repository holds 1,273 skills in this directory. The repository was last updated on October 7, 2026.
Source: majiayu000/claude-skill-registry on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.