Crawler Summary

multiagente_CrewAI_cienciasDados answer-first brief

simulador de multiagentes de ia utilizando CrewAI para fornecer diagnostico preliminar, analise de imagens (simulado) e criação de um plano de reabilitação prograssiva, Projeto: Sistema Multiagente para Análise e Reabilitação de Lesões no Joelho (CrewAI) Este projeto utiliza **CrewAI** para criar um sistema multiagente capaz de analisar sintomas, interpretar possíveis diagnósticos e sugerir um plano inicial de reabilitação para pacientes com lesões no joelho. O objetivo é simular um fluxo clínico simples, utilizando **LLMs locais (Ollama + LLaMA)** e agentes especializados que coope Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.

Freshness

Last checked 10/9/2026

Best For

multiagente_CrewAI_cienciasDados 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 REPOS, runtime-metrics, public facts pack

Agent DossierGITHUB REPOSSafety: 66/100

multiagente_CrewAI_cienciasDados

simulador de multiagentes de ia utilizando CrewAI para fornecer diagnostico preliminar, analise de imagens (simulado) e criação de um plano de reabilitação prograssiva, Projeto: Sistema Multiagente para Análise e Reabilitação de Lesões no Joelho (CrewAI) Este projeto utiliza **CrewAI** para criar um sistema multiagente capaz de analisar sintomas, interpretar possíveis diagnósticos e sugerir um plano inicial de reabilitação para pacientes com lesões no joelho. O objetivo é simular um fluxo clínico simples, utilizando **LLMs locais (Ollama + LLaMA)** e agentes especializados que coope

OpenClawself-declared

Public facts

4

Change events

1

Artifacts

0

Freshness

Oct 9, 2026

Verifiededitorial-contentNo verified compatibility signals

Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.

Trust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Oct 9, 2026

Vendor

Paulomdz

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Unpublished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 10/9/2026.

Setup snapshot

  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

Paulomdz

profilemedium
Observed Oct 9, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium
Observed Oct 9, 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 REPOS

Extracted files

0

Examples

4

Snippets

0

Languages

python

Executable Examples

text

Usuário → Traumatologista → Analista de Imagens → Fisioterapeuta → Resultado Final

bash

pip install crewai python-dotenv

env

OPENAI_API_KEY=ollama
OPENAI_API_BASE=http://localhost:11434/v1

bash

python main.py

Docs & README

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

Self-declaredGITHUB REPOS

Docs source

GITHUB REPOS

Editorial quality

ready

simulador de multiagentes de ia utilizando CrewAI para fornecer diagnostico preliminar, analise de imagens (simulado) e criação de um plano de reabilitação prograssiva, Projeto: Sistema Multiagente para Análise e Reabilitação de Lesões no Joelho (CrewAI) Este projeto utiliza **CrewAI** para criar um sistema multiagente capaz de analisar sintomas, interpretar possíveis diagnósticos e sugerir um plano inicial de reabilitação para pacientes com lesões no joelho. O objetivo é simular um fluxo clínico simples, utilizando **LLMs locais (Ollama + LLaMA)** e agentes especializados que coope

Full README

Projeto: Sistema Multiagente para Análise e Reabilitação de Lesões no Joelho (CrewAI)

Este projeto utiliza CrewAI para criar um sistema multiagente capaz de analisar sintomas, interpretar possíveis diagnósticos e sugerir um plano inicial de reabilitação para pacientes com lesões no joelho. O objetivo é simular um fluxo clínico simples, utilizando LLMs locais (Ollama + LLaMA) e agentes especializados que cooperam entre si.


Tecnologias Utilizadas

  • Python 3.10+
  • CrewAI
  • Ollama (modelo llama2:latest)
  • dotenv
  • Framework de agentes colaborativos

Arquitetura do Sistema

O sistema é composto por 3 agentes principais, cada um com um papel clínico específico:

Agente Ortopedista / Traumatologista

Responsável por interpretar sintomas e sugerir diagnósticos prováveis. Analisa dores, histórico de lesões, mecanismo do trauma e sinais clínicos.

Agente Analista de Imagens

Especialista em interpretar descrições de exames (RM, RX, Tomografia). Recebe informações do traumatologista e complementa com achados imagéticos típicos.

Agente Fisioterapeuta

Baseado no diagnóstico + achados de imagem, gera um plano inicial de reabilitação:

  • objetivos da primeira fase
  • fortalecimento recomendado
  • cuidados
  • progressões

Fluxo Resumido do Sistema (Diagrama Lógico)

Usuário → Traumatologista → Analista de Imagens → Fisioterapeuta → Resultado Final
  1. Usuário envia sintomas ou um caso clínico.
  2. Traumatologista analisa e gera uma hipótese diagnóstica.
  3. Analista de Imagens complementa o diagnóstico com achados típicos.
  4. Fisioterapeuta cria o plano de reabilitação baseado nas respostas anteriores.
  5. Retorno: relatório final com diagnóstico + achados + plano de reabilitação.

Execução

  1. Instalar dependências
pip install crewai python-dotenv
  1. Configurar o arquivo .env
OPENAI_API_KEY=ollama
OPENAI_API_BASE=http://localhost:11434/v1
  1. Rodar o workflow
python main.py

Objetivo Geral

Construir uma pipeline médica simples usando agentes colaborativos para:

  • Analisar sintomas relacionados ao joelho
  • Sugerir diagnósticos prováveis
  • Complementar com achados de imagem
  • Criar um plano inicial de reabilitação

Ideal como base para projetos educacionais, protótipos clínicos, e estudos com IA multiagente.

Contract & API

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

MissingGITHUB REPOS

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-paulomdz-multiagente-crewai-cienciasdados/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-paulomdz-multiagente-crewai-cienciasdados/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-paulomdz-multiagente-crewai-cienciasdados/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
Github ReposUpdated 8h agoRank 70

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!

MCPOPENCLAW
Github ReposUpdated 6mo agoRank 70

activepieces

AI Agents & MCPs & AI Workflow Automation • (~400 MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI Workflows & AI Agents • MCPs for AI Agents

OPENCLAW
Github ReposUpdated 6mo agoRank 70

cherry-studio

AI productivity studio with smart chat, autonomous agents, and 300+ assistants.

MCPOPENCLAW
Github ReposUpdated 7mo agoRank 70

CopilotKit

The Frontend for Agents & Generative UI. React + Angular

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-paulomdz-multiagente-crewai-cienciasdados/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-paulomdz-multiagente-crewai-cienciasdados/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-paulomdz-multiagente-crewai-cienciasdados/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-paulomdz-multiagente-crewai-cienciasdados/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-paulomdz-multiagente-crewai-cienciasdados/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-paulomdz-multiagente-crewai-cienciasdados/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_REPOS",
      "generatedAt": "2026-10-10T03:09:36.809Z"
    }
  },
  "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",
    "category": "vendor",
    "label": "Vendor",
    "value": "Paulomdz",
    "href": "https://github.com/Paulomdz/multiagente_CrewAI_cienciasDados",
    "sourceUrl": "https://github.com/Paulomdz/multiagente_CrewAI_cienciasDados",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-10-09T20:05:57.380Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-paulomdz-multiagente-crewai-cienciasdados/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-paulomdz-multiagente-crewai-cienciasdados/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-10-09T20:05:57.380Z",
    "isPublic": true
  },
  {
    "factKey": "docs_crawl",
    "category": "integration",
    "label": "Crawlable docs",
    "value": "6 indexed pages on 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
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-paulomdz-multiagente-crewai-cienciasdados/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-paulomdz-multiagente-crewai-cienciasdados/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true
  }
]

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
  }
]

Sponsored

Ads related to multiagente_CrewAI_cienciasDados and adjacent AI workflows.