Crawler Summary

ia-multi-agents-crewai answer-first brief

O Multi-Agents-IA é um sistema de agentes de inteligência artificial que trabalham em conjunto para realizar pesquisas profundas, análises detalhadas e produzir relatórios de alta qualidade. Construído sobre o framework [CrewAI] <div align="center"> 🤖 Multi-Agents-IA <img src="https://img.shields.io/badge/Python-3.10+-blue?style=for-the-badge&logo=python&logoColor=white" alt="Python"> <img src="https://img.shields.io/badge/CrewAI-0.80+-green?style=for-the-badge&logo=robot&logoColor=white" alt="CrewAI"> <img src="https://img.shields.io/badge/Gemini-AI-orange?style=for-the-badge&logo=google&logoColor=white" alt="Gemini"> <img src="https://img Capability contract not published. No trust telemetry is available yet. Last updated 5/13/2026.

Freshness

Last checked 5/13/2026

Best For

ia-multi-agents-crewai is best for crewai, multi-agent workflows where OpenClaw compatibility matters.

Not Ideal For

Contract metadata is missing or unavailable for deterministic execution.

Evidence Sources Checked

editorial-content, GITHUB OPENCLEW, runtime-metrics, public facts pack

Claim this agent
Agent DossierGitHubSafety: 66/100

ia-multi-agents-crewai

O Multi-Agents-IA é um sistema de agentes de inteligência artificial que trabalham em conjunto para realizar pesquisas profundas, análises detalhadas e produzir relatórios de alta qualidade. Construído sobre o framework [CrewAI] <div align="center"> 🤖 Multi-Agents-IA <img src="https://img.shields.io/badge/Python-3.10+-blue?style=for-the-badge&logo=python&logoColor=white" alt="Python"> <img src="https://img.shields.io/badge/CrewAI-0.80+-green?style=for-the-badge&logo=robot&logoColor=white" alt="CrewAI"> <img src="https://img.shields.io/badge/Gemini-AI-orange?style=for-the-badge&logo=google&logoColor=white" alt="Gemini"> <img src="https://img

OpenClawself-declared

Public facts

4

Change events

1

Artifacts

0

Freshness

May 13, 2026

Verifiededitorial-contentNo verified compatibility signals

Capability contract not published. No trust telemetry is available yet. Last updated 5/13/2026.

Trust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

May 13, 2026

Vendor

Erickguimaraesferreira

Artifacts

0

Benchmarks

0

Last release

Unpublished

Executive Summary

Key links, install path, and a quick operational read before the deeper crawl record.

Verifiededitorial-content

Summary

Capability contract not published. No trust telemetry is available yet. Last updated 5/13/2026.

Setup snapshot

git clone https://github.com/ErickGuimaraesFerreira/ia-multi-agents-crewai.git
  1. 1

    Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.

  2. 2

    Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.

Evidence Ledger

Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.

Verifiededitorial-content
Vendor (1)

Vendor

Erickguimaraesferreira

profilemedium
Observed May 13, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium
Observed May 13, 2026Source linkProvenance
Security (1)

Handshake status

UNKNOWN

trustmedium
Observed unknownSource linkProvenance
Integration (1)

Crawlable docs

6 indexed pages on the official domain

search_documentmedium
Observed Apr 15, 2026Source linkProvenance

Release & Crawl Timeline

Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.

Self-declaredagent-index

Artifacts Archive

Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.

Self-declaredGITHUB OPENCLEW

Extracted files

0

Examples

0

Snippets

0

Languages

python

Docs & README

Full documentation captured from public sources, including the complete README when available.

Self-declaredGITHUB OPENCLEW

Docs source

GITHUB OPENCLEW

Editorial quality

ready

O Multi-Agents-IA é um sistema de agentes de inteligência artificial que trabalham em conjunto para realizar pesquisas profundas, análises detalhadas e produzir relatórios de alta qualidade. Construído sobre o framework [CrewAI] <div align="center"> 🤖 Multi-Agents-IA <img src="https://img.shields.io/badge/Python-3.10+-blue?style=for-the-badge&logo=python&logoColor=white" alt="Python"> <img src="https://img.shields.io/badge/CrewAI-0.80+-green?style=for-the-badge&logo=robot&logoColor=white" alt="CrewAI"> <img src="https://img.shields.io/badge/Gemini-AI-orange?style=for-the-badge&logo=google&logoColor=white" alt="Gemini"> <img src="https://img

Full README
<div align="center">

🤖 Multi-Agents-IA

<img src="https://img.shields.io/badge/Python-3.10+-blue?style=for-the-badge&logo=python&logoColor=white" alt="Python"> <img src="https://img.shields.io/badge/CrewAI-0.80+-green?style=for-the-badge&logo=robot&logoColor=white" alt="CrewAI"> <img src="https://img.shields.io/badge/Gemini-AI-orange?style=for-the-badge&logo=google&logoColor=white" alt="Gemini"> <img src="https://img.shields.io/badge/License-MIT-yellow?style=for-the-badge" alt="License"> <img src="https://img.shields.io/badge/IDE-AntiGravity-purple?style=for-the-badge&logo=rocket&logoColor=white" alt="AntiGravity">

<br><br>

Sistema Multi-Agentes de IA para Pesquisa e Análise Automatizada

Início Rápido • Funcionalidades • Arquitetura • Instalação • Uso • Contribuir

</div>

📖 Sobre o Projeto

O Multi-Agents-IA é um sistema de agentes de inteligência artificial que trabalham em conjunto para realizar pesquisas profundas, análises detalhadas e produzir relatórios de alta qualidade. Construído sobre o framework CrewAI, o projeto demonstra o poder da colaboração entre múltiplos agentes especializados.

✨ Destaques

  • 🧠 5 Agentes Especializados trabalhando em sinergia
  • 🔍 Pesquisa Web Automatizada com validação de fontes
  • 📊 Análise de Qualidade com scoring integrado
  • 📝 Geração de Relatórios em formato Markdown
  • ⚡ Integração com Google Gemini (2.5 Flash, 2.5 Pro, 3 Pro Preview)

🚀 Funcionalidades

| Funcionalidade | Descrição | |----------------|-----------| | 🔎 Pesquisa Profunda | Busca automatizada na web com validação de credibilidade | | 📈 Análise de Dados | Processamento e análise dos dados coletados | | ✍️ Redação Inteligente | Transformação de dados em conteúdo compreensível | | ✅ Revisão de Qualidade | Verificação de alucinações e consistência | | 🎯 Delegação Automática | Gerente distribui tarefas conforme expertise |


🏗️ Arquitetura

graph TD
    A[👤 Usuário] -->|Tema da Pesquisa| B[🎩 Gerente]
    B -->|Delega| C[🔍 Pesquisador]
    C -->|Dados Brutos| D[📊 Analista]
    D -->|Dados Validados| E[✍️ Escritor]
    E -->|Rascunho| F[✅ Revisor]
    F -->|Relatório Final| A

    style B fill:#e1bee7
    style C fill:#bbdefb
    style D fill:#c8e6c9
    style E fill:#fff9c4
    style F fill:#ffccbc

🤖 Agentes

| Agente | Função | LLM | |--------|--------|-----| | 🎩 Gerente | Coordena a equipe e delega tarefas | Gemini 3 Pro Preview | | 🔍 Pesquisador | Realiza pesquisas profundas na web | Gemini 2.5 Flash | | 📊 Analista | Analisa e valida qualidade dos dados | Gemini 2.5 Pro | | ✍️ Escritor | Transforma análises em relatórios | Gemini 2.5 Flash | | ✅ Revisor | Garante qualidade final do conteúdo | Gemini 2.5 Pro |


📦 Instalação

Pré-requisitos

Passo a Passo

# 1. Clone o repositório
git clone https://github.com/ErickGuimaraesFerreira/ia-multi-agents-crewai
cd ia-multi-agents-crewai

# 2. Crie o ambiente virtual
python -m venv .venv

# 3. Ative o ambiente virtual
# Windows:
.venv\Scripts\activate
# Linux/Mac:
source .venv/bin/activate

# 4. Instale as dependências
pip install -r requirements.txt

# 5. Configure as variáveis de ambiente
cp .env.example .env

⚙️ Configuração

Edite o arquivo .env com suas chaves de API:

GOOGLE_API_KEY=sua_chave_google_aqui
SERPER_API_KEY=sua_chave_serper_aqui

🎮 Uso

Execução Básica

python main.py

O sistema solicitará o tema da pesquisa:

📝 Digite o tema da pesquisa: Inteligência Artificial em 2025

Saída

Os relatórios são gerados automaticamente na pasta output/:

output/
├── escritor_task.md    # Relatório do Escritor
└── revisor_task.md     # Relatório Final Revisado

Exemplo de Uso

from crew import MultiAgentsIA

# Inicializa a crew
crew_instance = MultiAgentsIA().crew()

# Executa a pesquisa
result = crew_instance.kickoff(inputs={"topic": "Tendências de IA em 2025"})

print(result)

📁 Estrutura do Projeto

Multi-Agents-IA/
├── 📄 crew.py              # Definição dos agentes e tarefas
├── 📄 main.py              # Ponto de entrada da aplicação
├── 📁 config/
│   ├── 📄 agents.yaml      # Configuração dos agentes
│   └── 📄 tasks.yaml       # Configuração das tarefas
├── 📁 output/              # Relatórios gerados
├── 📁 .github/
│   ├── 📁 workflows/       # CI/CD pipelines
│   └── 📁 ISSUE_TEMPLATE/  # Templates de issues
├── 📄 .env.example         # Template de variáveis de ambiente
├── 📄 requirements.txt     # Dependências do projeto
├── 📄 pyproject.toml       # Configuração do projeto
├── 📄 LICENSE              # Licença MIT
├── 📄 CONTRIBUTING.md      # Guia de contribuição
└── 📄 CHANGELOG.md         # Histórico de mudanças

🛠️ Desenvolvimento

IDE Recomendada

Este projeto foi desenvolvido utilizando AntiGravity, uma IDE agentic de próxima geração que potencializa o desenvolvimento com IA. A AntiGravity oferece:

  • 🤖 Assistência de código com IA integrada
  • ⚡ Autocompletion inteligente
  • 🔍 Análise de código em tempo real
  • 🚀 Integração perfeita com projetos de IA

Ferramentas de Qualidade

# Formatação de código
black .
isort .

# Linting
flake8 .

# Type checking
mypy .

# Testes
pytest --cov=. --cov-report=html

🤝 Contribuir

Contribuições são muito bem-vindas! Veja o arquivo CONTRIBUTING.md para detalhes sobre:

  • Como reportar bugs
  • Como sugerir melhorias
  • Como enviar Pull Requests
  • Guia de estilo de código

📄 Licença

Este projeto está licenciado sob a Licença MIT - veja o arquivo LICENSE para detalhes.


🙏 Agradecimentos


<div align="center">

Desenvolvido com ❤️ e ☕

Powered by AntiGravity IDE 🚀

<br> <img src="https://img.shields.io/badge/Made%20with-AntiGravity-purple?style=flat-square&logo=rocket" alt="Made with AntiGravity"> </div>

Contract & API

Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.

MissingGITHUB OPENCLEW

Contract coverage

Status

missing

Auth

None

Streaming

No

Data region

Unspecified

Protocol support

OpenClaw: self-declared

Requires: none

Forbidden: none

Guardrails

Operational confidence: low

No positive guardrails captured.
Invocation examples
curl -s "https://www.xpersona.co/api/v1/agents/crewai-erickguimaraesferreira-ia-multi-agents-crewai/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-erickguimaraesferreira-ia-multi-agents-crewai/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-erickguimaraesferreira-ia-multi-agents-crewai/trust"

Reliability & Benchmarks

Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.

Missingruntime-metrics

Trust signals

Handshake

UNKNOWN

Confidence

unknown

Attempts 30d

unknown

Fallback rate

unknown

Runtime metrics

Observed P50

unknown

Observed P95

unknown

Rate limit

unknown

Estimated cost

unknown

Do not use if

Contract metadata is missing or unavailable for deterministic execution.
No benchmark suites or observed failure patterns are available.

Media & Demo

Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.

Missingno-media
No screenshots, media assets, or demo links are available.

Related Agents

Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.

Self-declaredprotocol-neighbors
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OPENCLAW
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AI productivity studio with smart chat, autonomous agents, and 300+ assistants.

MCPOPENCLAW
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AionUi

Free, local, open-source 24/7 Cowork app and OpenClaw for Gemini CLI, Claude Code, Codex, OpenCode, Qwen Code, Goose CLI, Auggie, and more | 🌟 Star if you like it!

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OPENCLAW
Machine Appendix

Contract JSON

{
  "contractStatus": "missing",
  "authModes": [],
  "requires": [],
  "forbidden": [],
  "supportsMcp": false,
  "supportsA2a": false,
  "supportsStreaming": false,
  "inputSchemaRef": null,
  "outputSchemaRef": null,
  "dataRegion": null,
  "contractUpdatedAt": null,
  "sourceUpdatedAt": null,
  "freshnessSeconds": null
}

Invocation Guide

{
  "preferredApi": {
    "snapshotUrl": "https://www.xpersona.co/api/v1/agents/crewai-erickguimaraesferreira-ia-multi-agents-crewai/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-erickguimaraesferreira-ia-multi-agents-crewai/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-erickguimaraesferreira-ia-multi-agents-crewai/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-erickguimaraesferreira-ia-multi-agents-crewai/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-erickguimaraesferreira-ia-multi-agents-crewai/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-erickguimaraesferreira-ia-multi-agents-crewai/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-10-09T02:28:30.010Z"
    }
  },
  "retryPolicy": {
    "maxAttempts": 3,
    "backoffMs": [
      500,
      1500,
      3500
    ],
    "retryableConditions": [
      "HTTP_429",
      "HTTP_503",
      "NETWORK_TIMEOUT"
    ]
  }
}

Trust JSON

{
  "status": "unavailable",
  "handshakeStatus": "UNKNOWN",
  "verificationFreshnessHours": null,
  "reputationScore": null,
  "p95LatencyMs": null,
  "successRate30d": null,
  "fallbackRate": null,
  "attempts30d": null,
  "trustUpdatedAt": null,
  "trustConfidence": "unknown",
  "sourceUpdatedAt": null,
  "freshnessSeconds": null
}

Capability Matrix

{
  "rows": [
    {
      "key": "OPENCLEW",
      "type": "protocol",
      "support": "unknown",
      "confidenceSource": "profile",
      "notes": "Listed on profile"
    },
    {
      "key": "crewai",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "multi-agent",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    }
  ],
  "flattenedTokens": "protocol:OPENCLEW|unknown|profile capability:crewai|supported|profile capability:multi-agent|supported|profile"
}

Facts JSON

[
  {
    "factKey": "vendor",
    "label": "Vendor",
    "value": "Erickguimaraesferreira",
    "category": "vendor",
    "href": "https://github.com/ErickGuimaraesFerreira/ia-multi-agents-crewai",
    "sourceUrl": "https://github.com/ErickGuimaraesFerreira/ia-multi-agents-crewai",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-05-13T06:46:25.596Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "protocols",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "category": "compatibility",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-erickguimaraesferreira-ia-multi-agents-crewai/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-erickguimaraesferreira-ia-multi-agents-crewai/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-05-13T06:46:25.596Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "docs_crawl",
    "label": "Crawlable docs",
    "value": "6 indexed pages on the official domain",
    "category": "integration",
    "href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-04-15T05:03:46.393Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "handshake_status",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "category": "security",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-erickguimaraesferreira-ia-multi-agents-crewai/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-erickguimaraesferreira-ia-multi-agents-crewai/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true,
    "metadata": {}
  }
]

Change Events JSON

[
  {
    "eventType": "docs_update",
    "title": "Docs refreshed: Sign in to GitHub · GitHub",
    "description": "Fresh crawlable documentation was indexed for the official domain.",
    "href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-04-15T05:03:46.393Z",
    "isPublic": true,
    "metadata": {}
  }
]

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