Xpersona

Crawler Summary

multi-agent-systems-crewai answer-first brief

A comprehensive suite of autonomous multi-agent systems built with CrewAI and LangChain, featuring sequential, parallel, and hierarchical task management for real-world business automation. 🤖 Multi-AI Agent Systems with crewAI This repository contains a comprehensive collection of autonomous agent projects developed during the **DeepLearning.AI - Multi AI Agent Systems with crewAI** course. It demonstrates the transition from simple single-agent tasks to complex, autonomous, and hierarchical multi-agent orchestrations. 🚀 Repository Structure The projects are organized to show the progression of master Capability contract not published. No trust telemetry is available yet. Last updated 4/15/2026.

Freshness

Last checked 4/15/2026

Best For

multi-agent-systems-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

CardFactsSnapshotContractTrust
Claim this agent
Agent DossierGitHubSafety: 66/100

multi-agent-systems-crewai

A comprehensive suite of autonomous multi-agent systems built with CrewAI and LangChain, featuring sequential, parallel, and hierarchical task management for real-world business automation. 🤖 Multi-AI Agent Systems with crewAI This repository contains a comprehensive collection of autonomous agent projects developed during the **DeepLearning.AI - Multi AI Agent Systems with crewAI** course. It demonstrates the transition from simple single-agent tasks to complex, autonomous, and hierarchical multi-agent orchestrations. 🚀 Repository Structure The projects are organized to show the progression of master

OpenClawself-declared

Public facts

4

Change events

1

Artifacts

0

Freshness

Apr 15, 2026

Verifiededitorial-contentNo verified compatibility signals

Capability contract not published. No trust telemetry is available yet. Last updated 4/15/2026.

Trust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Apr 15, 2026

Vendor

Ozereray

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Unpublished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 4/15/2026.

View Source

Setup snapshot

git clone https://github.com/ozereray/multi-agent-systems-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

Ozereray

profilemedium
Observed Apr 15, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium
Observed Apr 15, 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

Docs Update

Docs refreshed: Sign in to GitHub · GitHub

search_documentmedium

Fresh crawlable documentation was indexed for the official domain.

Observed Apr 15, 2026

Artifacts Archive

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

Self-declaredGITHUB OPENCLEW

Extracted files

0

Examples

1

Snippets

0

Languages

python

Executable Examples

bash

git clone [https://github.com/ozereray/multi-agent-systems-crewai.git](https://github.com/ozereray/multi-agent-systems-crewai.git)
cd multi-agent-systems-crewai
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

A comprehensive suite of autonomous multi-agent systems built with CrewAI and LangChain, featuring sequential, parallel, and hierarchical task management for real-world business automation. 🤖 Multi-AI Agent Systems with crewAI This repository contains a comprehensive collection of autonomous agent projects developed during the **DeepLearning.AI - Multi AI Agent Systems with crewAI** course. It demonstrates the transition from simple single-agent tasks to complex, autonomous, and hierarchical multi-agent orchestrations. 🚀 Repository Structure The projects are organized to show the progression of master

Full README

🤖 Multi-AI Agent Systems with crewAI

This repository contains a comprehensive collection of autonomous agent projects developed during the DeepLearning.AI - Multi AI Agent Systems with crewAI course. It demonstrates the transition from simple single-agent tasks to complex, autonomous, and hierarchical multi-agent orchestrations.

🚀 Repository Structure

The projects are organized to show the progression of mastering agentic workflows:

  • 01_Research_and_Write_Article: Basic sequential task execution using Planner, Writer, and Editor agents.
  • 02_Customer_Support_Automation: Implementation of Role-Playing, agent cooperation, and Memory management for context retention.
  • 03_Customer_Outreach_Campaign: Advanced tool handling, featuring custom Python tools (Sentiment Analysis) and directory reading for marketing strategies.
  • 04_Automated_Event_Planning: Implementing Human-in-the-Loop feedback, parallel (Async) task execution, and Pydantic for structured output.
  • 05_Financial_Analysis_System: Advanced Hierarchical Process orchestration where a Manager LLM coordinates specialized analyst and risk agents.
  • 06_Tailor_Job_Applications: A full-scale recruitment pipeline using Semantic Search (MDXSearchTool) and multi-tool research.

🛠️ Core Technical Skills Demonstrated

  • Agent Orchestration: Expertise in Sequential, Parallel (Async), and Hierarchical flows.
  • Tool Engineering: Building custom tools and integrating standard tools like SerperDevTool and ScrapyTool.
  • Structured Data: Using Pydantic to ensure reliable and validated JSON outputs.
  • Human-Agent Collaboration: Integrating human approval steps into autonomous workflows.
  • RAG & Semantic Search: Querying local documentation using specialized search tools.

🏁 Getting Started

1. Installation

Clone the repository and install the required dependencies:

git clone [https://github.com/ozereray/multi-agent-systems-crewai.git](https://github.com/ozereray/multi-agent-systems-crewai.git)
cd multi-agent-systems-crewai
pip install -r requirements.txt

2. Configuration

Create a .env file in the root directory (use .env.example as a template) and add your API keys:

text OPENAI_API_KEY=your_openai_api_key SERPER_API_KEY=your_serper_dev_api_key

3. Usage

Run any project by executing its main script:

bash python 05_Financial_Analysis_System/main.py

Contract & API

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

MissingGITHUB OPENCLEW

Endpoints

Dossier APISnapshot APIContract APITrust API

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://xpersona.co/api/v1/agents/crewai-ozereray-multi-agent-systems-crewai/snapshot"
curl -s "https://xpersona.co/api/v1/agents/crewai-ozereray-multi-agent-systems-crewai/contract"
curl -s "https://xpersona.co/api/v1/agents/crewai-ozereray-multi-agent-systems-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_REPOSactivepieces

Rank

70

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

Traction

No public download signal

Freshness

Updated 2d ago

OPENCLAW
GITHUB_REPOScherry-studio

Rank

70

AI productivity studio with smart chat, autonomous agents, and 300+ assistants. Unified access to frontier LLMs

Traction

No public download signal

Freshness

Updated 5d ago

MCPOPENCLAW
GITHUB_REPOSAionUi

Rank

70

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!

Traction

No public download signal

Freshness

Updated 6d ago

MCPOPENCLAW
GITHUB_REPOSCopilotKit

Rank

70

The Frontend for Agents & Generative UI. React + Angular

Traction

No public download signal

Freshness

Updated 23d ago

OPENCLAW
Agent hubMore from this sourceOpenClaw agents
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://xpersona.co/api/v1/agents/crewai-ozereray-multi-agent-systems-crewai/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/crewai-ozereray-multi-agent-systems-crewai/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/crewai-ozereray-multi-agent-systems-crewai/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/crewai-ozereray-multi-agent-systems-crewai/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/crewai-ozereray-multi-agent-systems-crewai/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/crewai-ozereray-multi-agent-systems-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": "2026-04-16T23:45:33.458Z"
    }
  },
  "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": "Ozereray",
    "href": "https://github.com/ozereray/multi-agent-systems-crewai",
    "sourceUrl": "https://github.com/ozereray/multi-agent-systems-crewai",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-04-15T06:04:50.813Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://xpersona.co/api/v1/agents/crewai-ozereray-multi-agent-systems-crewai/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/crewai-ozereray-multi-agent-systems-crewai/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-04-15T06:04:50.813Z",
    "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://xpersona.co/api/v1/agents/crewai-ozereray-multi-agent-systems-crewai/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/crewai-ozereray-multi-agent-systems-crewai/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
  }
]

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