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Paco","maintainers":[{"name":"edilsonfjdev","email":"edilson.desenvolved@gmail.com"}],"readme":"# @edilsonfjdev/claude-agents-rag\n\nMCP Server para **busca semântica** na Knowledge Base do Claude Agents.\n\nPermite que o Claude Code encontre agentes, commands e conhecimento através de descrição por **intenção**, em vez de precisar saber o nome exato.\n\n## Problema Resolvido\n\n```\n# Antes (busca por nome exato)\nUsuario: \"Qual comando cria ADR?\"\n→ Precisa saber que existe \"/adr-create\"\n\n# Depois (busca por intenção)\nUsuario: \"Quero documentar uma decisão de arquitetura\"\n→ RAG retorna: \"/adr-create (95%) - Cria novo ADR\"\n```\n\n## Instalação\n\n### Pré-requisitos\n\n- Node.js >= 18.0.0\n- Claude Code instalado\n\n### Via npx (Recomendado)\n\n```bash\n# Adiciona ao Claude Code\nclaude mcp add claude-agents-rag -- npx -y @edilsonfjdev/claude-agents-rag\n```\n\n### Via npm global\n\n```bash\n# Instala globalmente\nnpm install -g @edilsonfjdev/claude-agents-rag\n\n# Adiciona ao Claude Code\nclaude mcp add claude-agents-rag -- claude-agents-rag\n```\n\n## Uso\n\nApós instalação, o MCP Server disponibiliza 5 ferramentas:\n\n### search_agents\n\nBusca semântica por agentes.\n\n```\n\"Preciso de alguém para criar arquitetura\"\n→ SALOMÃO (95%), Zacarias (87%), Esdras (82%)\n\n\"Quem pode revisar meu código?\"\n→ Lucas (91%), Tomé (85%), Calebe (78%)\n```\n\n### search_commands\n\nBusca semântica por slash commands.\n\n```\n\"Como criar uma especificação?\"\n→ /spec-create (93%), /story-create (75%), /spec-list (68%)\n\n\"Rodar testes\"\n→ /test (96%), /coverage (82%), /test-plan (75%)\n```\n\n### search_knowledge\n\nBusca na knowledge base (stacks, patterns, infra).\n\n```\n\"Autenticação em Python\"\n→ patterns/authentication/python.md (89%)\n→ stacks/python/security.md (78%)\n```\n\n### find_by_intent\n\nBusca unificada - retorna agentes, commands e knowledge relevantes.\n\n```\n\"Quero implementar um novo endpoint de API\"\n→ Agentes: BEZALEL, Lucas, Silas\n→ Commands: /api, /backend, /test\n→ Knowledge: stacks/nestjs/api.md\n```\n\n### reindex\n\nReindexa a knowledge base após atualizações.\n\n```\n/reindex path=./.claude\n```\n\n## Configuração\n\n### Variáveis de Ambiente\n\n| Variável | Descrição | Default |\n|----------|-----------|---------|\n| `CLAUDE_AGENTS_RAG_PATH` | Diretório para persistência do índice | `./data/chroma` |\n\n### Primeira Execução\n\nNa primeira execução, o índice precisa ser criado:\n\n```\n# Dentro de um projeto com .claude/\nclaude-agents-rag\n\n# No Claude Code\n/reindex\n```\n\n## Arquitetura\n\n```\n┌──────────────────────────────────────────────────────┐\n│                   Claude Code                         │\n├──────────────────────────────────────────────────────┤\n│                    MCP Protocol                       │\n├──────────────────────────────────────────────────────┤\n│              Claude Agents RAG Server                 │\n│  ┌─────────────┐  ┌─────────────┐  ┌─────────────┐  │\n│  │  Indexer    │  │ VectorStore │  │   Server    │  │\n│  │ (parse MD)  │  │  (ChromaDB) │  │   (MCP)     │  │\n│  └─────────────┘  └─────────────┘  └─────────────┘  │\n├──────────────────────────────────────────────────────┤\n│              FastEmbed (Embeddings)                   │\n│              BAAI/bge-small-en-v1.5                   │\n└──────────────────────────────────────────────────────┘\n```\n\n## Dependências\n\n| Pacote | Versão | Função |\n|--------|--------|--------|\n| chromadb | ^1.8.0 | Vector database local |\n| fastembed | ^0.2.0 | Embeddings locais (ONNX) |\n| @modelcontextprotocol/sdk | ^1.0.0 | Protocolo MCP |\n\n## Performance\n\n| Métrica | Valor |\n|---------|-------|\n| Tempo de busca | < 200ms |\n| Tamanho do índice | ~5MB (para 150 docs) |\n| Modelo de embeddings | ~130MB (download único) |\n| Memória em uso | ~200MB |\n\n## Limitações\n\n- **Primeira indexação** pode demorar (download do modelo)\n- Requer **reindex manual** após atualizar .claude/\n- Embeddings em **inglês** (modelo bge-small-en)\n\n## Desenvolvimento\n\n```bash\n# Clone o repositório\ngit clone https://github.com/edilsonfj/claude-agents.git\ncd claude-agents/tools/claude-agents-rag-mcp\n\n# Instale dependências\nnpm install\n\n# Execute localmente\nnpm start\n\n# Teste\nnpm test\n```\n\n## Roadmap\n\n- [ ] Auto-reindex ao detectar mudanças\n- [ ] Suporte a embeddings em português\n- [ ] Cache de queries frequentes\n- [ ] Métricas de uso\n\n## Licença\n\nMIT\n\n## Autor\n\n**Edilson de Freitas Júnior**\n<edilson.desenvolved@gmail.com>\n\n---\n\n*Parte do Ecossistema Claude Agents v1.0.9*\n","readmeFilename":"README.md"}