Crawler Summary

CrewAI answer-first brief

AI-powered multi-agent system built with CrewAI for intelligent task orchestration, tool-augmented reasoning, autonomous workflows, memory integration, and production-ready agentic AI solutions. CrewAI Multi-Agent System <p align="center"> <img src="https://github.com/user-attachments/assets/bce97240-8c00-42ec-a6a4-83db7341e21e" width="100%" alt="CrewAI Banner" /> </p> Overview An enterprise-grade, AI-powered multi-agent system built with CrewAI for intelligent task orchestration, autonomous workflows, tool-augmented reasoning, memory integration, and production-ready Agentic AI solutions. This project demon Capability contract not published. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 5/31/2026.

Freshness

Last checked 5/31/2026

Best For

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

CrewAI

AI-powered multi-agent system built with CrewAI for intelligent task orchestration, tool-augmented reasoning, autonomous workflows, memory integration, and production-ready agentic AI solutions. CrewAI Multi-Agent System <p align="center"> <img src="https://github.com/user-attachments/assets/bce97240-8c00-42ec-a6a4-83db7341e21e" width="100%" alt="CrewAI Banner" /> </p> Overview An enterprise-grade, AI-powered multi-agent system built with CrewAI for intelligent task orchestration, autonomous workflows, tool-augmented reasoning, memory integration, and production-ready Agentic AI solutions. This project demon

OpenClawself-declared

Public facts

4

Change events

0

Artifacts

0

Freshness

May 31, 2026

Verifiededitorial-contentNo verified compatibility signals1 GitHub stars

Capability contract not published. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 5/31/2026.

1 GitHub starsTrust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

May 31, 2026

Vendor

Md Emon Hasan

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Unpublished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. 1 GitHub stars reported by the source. Last updated 5/31/2026.

Setup snapshot

git clone https://github.com/Md-Emon-Hasan/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

Md Emon Hasan

profilemedium
Observed May 23, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium
Observed May 23, 2026Source linkProvenance
Adoption (1)

Adoption signal

1 GitHub stars

profilemedium
Observed May 23, 2026Source linkProvenance
Security (1)

Handshake status

UNKNOWN

trustmedium
Observed unknownSource 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

4

Snippets

0

Languages

python

Executable Examples

bash

git clone https://github.com/Md-Emon-Hasan/CrewAI.git
cd CrewAI

bash

python -m venv venv
source venv/bin/activate

bash

venv\Scripts\activate

bash

pip install -r requirements.txt

Docs & README

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

Self-declaredGITHUB OPENCLEW

Docs source

GITHUB OPENCLEW

Editorial quality

ready

AI-powered multi-agent system built with CrewAI for intelligent task orchestration, tool-augmented reasoning, autonomous workflows, memory integration, and production-ready agentic AI solutions. CrewAI Multi-Agent System <p align="center"> <img src="https://github.com/user-attachments/assets/bce97240-8c00-42ec-a6a4-83db7341e21e" width="100%" alt="CrewAI Banner" /> </p> Overview An enterprise-grade, AI-powered multi-agent system built with CrewAI for intelligent task orchestration, autonomous workflows, tool-augmented reasoning, memory integration, and production-ready Agentic AI solutions. This project demon

Full README

CrewAI Multi-Agent System

<p align="center"> <img src="https://github.com/user-attachments/assets/bce97240-8c00-42ec-a6a4-83db7341e21e" width="100%" alt="CrewAI Banner" /> </p>

Overview

An enterprise-grade, AI-powered multi-agent system built with CrewAI for intelligent task orchestration, autonomous workflows, tool-augmented reasoning, memory integration, and production-ready Agentic AI solutions.

This project demonstrates how modern AI agents can collaborate using structured planning, dynamic decision-making, task delegation, and tool routing to solve complex real-world problems efficiently.

Designed with production standards in mind, this system focuses on modularity, scalability, maintainability, and deployment readiness.


Core Features

  • Multi-Agent Architecture using CrewAI
  • Intelligent Task Planning and Delegation
  • Autonomous Workflow Execution
  • Tool-Augmented Agent Reasoning
  • Dynamic Tool Routing
  • Short-Term + Long-Term Memory Integration
  • Context-Aware Decision Making
  • Retry Logic and Fallback Handling
  • Modular and Scalable Codebase
  • Production-Ready Deployment Structure
  • Clean Separation of Agents, Tools, Tasks, and Workflows

System Architecture

Agents

1. Planner Agent

Responsible for understanding user objectives, decomposing complex tasks, and generating execution plans.

2. Executor Agent

Executes assigned tasks using tools, APIs, and knowledge resources.

3. Decision Maker Agent

Handles conditional logic, prioritization, and dynamic execution path selection.

4. Tool Router Agent

Selects the most relevant tool based on task context and runtime conditions.

5. Memory Agent

Maintains contextual continuity using short-term and long-term memory systems.

6. Fallback Handler Agent

Manages failure recovery, retry mechanisms, and alternate execution strategies.


Tools Integrated

  • Web Search
  • API Connectors
  • Document Processing
  • PDF Parsing
  • CSV Handling
  • Database Access
  • Vector Search
  • Knowledge Retrieval
  • Memory Storage
  • External Service Integrations

Installation

Clone Repository

git clone https://github.com/Md-Emon-Hasan/CrewAI.git
cd CrewAI

Create Virtual Environment

python -m venv venv
source venv/bin/activate

Windows

venv\Scripts\activate

Install Dependencies

pip install -r requirements.txt

Use Cases

This system can be adapted for:

  • AI Business Automation
  • Customer Support Agents
  • Research Assistants
  • Financial Advisory Systems
  • Medical AI Assistants
  • Enterprise Knowledge Systems
  • Document Intelligence Platforms
  • Autonomous Workflow Engines
  • Internal Company AI Copilots
  • Tool-Augmented RAG Systems

Why This Project Matters

This project represents real-world industry-grade Agentic AI engineering rather than toy implementations.

It showcases:

  • System Design Thinking
  • Production-Level Agent Architecture
  • Tool-Augmented LLM Systems
  • Multi-Agent Collaboration
  • Reliability Engineering
  • Scalable AI Infrastructure
  • Enterprise Deployment Readiness

This is the level expected from top-tier AI startups and advanced AI engineering teams.


Future Improvements

  • Human-in-the-Loop Approval Layer
  • Agent Monitoring Dashboard
  • LangSmith / LangFuse Observability
  • Advanced AgentOps Integration
  • Multi-Tenant SaaS Deployment
  • RBAC and Enterprise Security
  • Streaming Responses
  • Async Distributed Execution
  • Kubernetes Deployment
  • Full MLOps Pipeline Integration

Author

Md. Hasan Imon

Junior Software-Based AI Engineer at Codixel

Aspiring Top 1% AI/ML Engineer focused on:

  • Artificial Intelligence
  • Machine Learning
  • Generative AI
  • AI Agents
  • Agentic AI
  • Multi-Agent Systems
  • LangGraph Engineering
  • AgentOps Architecture

📬 Contact Information

<p align="center"> <a href="mailto:[email protected]"> 📧 Email </a> &nbsp;&nbsp;•&nbsp;&nbsp; <a href="https://wa.me/8801834363533"> 💬 WhatsApp </a> &nbsp;&nbsp;•&nbsp;&nbsp; <a href="https://github.com/Md-Emon-Hasan"> 💻 GitHub </a> &nbsp;&nbsp;•&nbsp;&nbsp; <a href="https://www.linkedin.com/in/md-emon-hasan-695483237/"> 🔗 LinkedIn </a> &nbsp;&nbsp;•&nbsp;&nbsp; <a href="https://www.facebook.com/mdemon.hasan2001/"> 📘 Facebook </a> &nbsp;&nbsp;•&nbsp;&nbsp; <a href="https://md-emon-hasan.github.io/My-Resume/"> 🌐 Portfolio </a> </p>

Support

If you found this project helpful, feel free to:

  • Star the repository
  • Fork the project
  • Connect for collaboration
  • Discuss advanced Agentic AI systems
  • Explore enterprise-grade multi-agent solutions together

License

This project is open-source and available under the MIT License.


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-md-emon-hasan-crewai/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-md-emon-hasan-crewai/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-md-emon-hasan-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
GITHUB_OPENCLEW@x1pay/langchain

Rank

65

LangChain/LangGraph tools for AI agent x402 payments on X1

Traction

No public download signal

Freshness

Updated 4mo ago

OPENCLAW

Rank

65

An implementation of a multi-agent swarm using LangGraph

Traction

No public download signal

Freshness

Updated 4mo ago

OPENCLAW
GITHUB_OPENCLEWoceanbus-langchain

Rank

65

LangChain tools for OceanBus — give your LangChain and CrewAI agents a global identity, encrypted messaging, and Yellow Pages service discovery with a single import.

Traction

No public download signal

Freshness

Updated 4mo ago

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-md-emon-hasan-crewai/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-md-emon-hasan-crewai/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-md-emon-hasan-crewai/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-md-emon-hasan-crewai/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-md-emon-hasan-crewai/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-md-emon-hasan-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": "2026-10-08T22:20:19.197Z"
    }
  },
  "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": "Md Emon Hasan",
    "category": "vendor",
    "href": "https://github.com/Md-Emon-Hasan/CrewAI",
    "sourceUrl": "https://github.com/Md-Emon-Hasan/CrewAI",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-05-23T06:54:01.778Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "protocols",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "category": "compatibility",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-md-emon-hasan-crewai/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-md-emon-hasan-crewai/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-05-23T06:54:01.778Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "traction",
    "label": "Adoption signal",
    "value": "1 GitHub stars",
    "category": "adoption",
    "href": "https://github.com/Md-Emon-Hasan/CrewAI",
    "sourceUrl": "https://github.com/Md-Emon-Hasan/CrewAI",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-05-23T06:54:01.778Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "handshake_status",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "category": "security",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-md-emon-hasan-crewai/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-md-emon-hasan-crewai/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true,
    "metadata": {}
  }
]

Change Events JSON

[]

Sponsored

Ads related to CrewAI and adjacent AI workflows.