Crawler Summary

crewai-agentic-workflows answer-first brief

Hands-on exploration of CrewAI-based agentic workflows, AI orchestration, task automation, and multi-agent systems. CrewAI + LangGraph Agentic Workflow Exploration Introduction This project explores how CrewAI and LangGraph can be used together to build agentic AI workflows, multi-step task execution systems, and AI orchestration pipelines. The implementation demonstrates how autonomous AI agents can collaborate, manage workflows, and execute structured tasks using modern agentic AI concepts. The project is based on CrewAI workflo Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.

Freshness

Last checked 10/9/2026

Best For

crewai-agentic-workflows 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

crewai-agentic-workflows

Hands-on exploration of CrewAI-based agentic workflows, AI orchestration, task automation, and multi-agent systems. CrewAI + LangGraph Agentic Workflow Exploration Introduction This project explores how CrewAI and LangGraph can be used together to build agentic AI workflows, multi-step task execution systems, and AI orchestration pipelines. The implementation demonstrates how autonomous AI agents can collaborate, manage workflows, and execute structured tasks using modern agentic AI concepts. The project is based on CrewAI workflo

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

Anula Anu

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Unpublished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

Anula Anu

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

bash

.env.example

bash

credentials.json

bash

pip install -r requirements.txt

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

Hands-on exploration of CrewAI-based agentic workflows, AI orchestration, task automation, and multi-agent systems. CrewAI + LangGraph Agentic Workflow Exploration Introduction This project explores how CrewAI and LangGraph can be used together to build agentic AI workflows, multi-step task execution systems, and AI orchestration pipelines. The implementation demonstrates how autonomous AI agents can collaborate, manage workflows, and execute structured tasks using modern agentic AI concepts. The project is based on CrewAI workflo

Full README

CrewAI + LangGraph Agentic Workflow Exploration

Introduction

This project explores how CrewAI and LangGraph can be used together to build agentic AI workflows, multi-step task execution systems, and AI orchestration pipelines. The implementation demonstrates how autonomous AI agents can collaborate, manage workflows, and execute structured tasks using modern agentic AI concepts.

The project is based on CrewAI workflow examples and was explored to better understand:

  • Multi-agent orchestration
  • AI workflow automation
  • Structured AI outputs
  • Task execution pipelines
  • Agent collaboration
  • Workflow state management
  • LangGraph-based orchestration concepts

High level image


Technologies Used

  • Python
  • CrewAI
  • LangGraph
  • LangChain
  • OpenAI API
  • Gmail API

Features

  • Agentic AI workflow exploration
  • Multi-agent task orchestration
  • AI workflow automation
  • Structured task execution
  • Workflow state management
  • Gmail draft automation example
  • LangGraph integration with CrewAI

Project Structure

  • ./src/graph.py — Defines workflow graph nodes and edges
  • ./src/nodes.py — Node execution logic
  • ./src/state.py — Workflow state definitions
  • ./src/crew/agents.py — CrewAI agent configurations
  • ./src/crew/tasks.py — CrewAI task definitions
  • ./src/crew/crew.py — Crew orchestration setup
  • ./src/crew/tools.py — Gmail draft automation tools

Running the Project

1. Configure Environment

Copy:

.env.example

and configure the required environment variables.


2. Setup Gmail Credentials

Follow Google's Gmail API setup instructions:

https://developers.google.com/gmail/api/quickstart/python#authorize_credentials_for_a_desktop_application

Download the credentials file and rename it:

credentials.json

Place it in the project root directory.


3. Install Dependencies

pip install -r requirements.txt

4. Run the Application

python main.py

Learning Goals

This repository was explored to understand practical implementations of:

  • Agentic AI systems
  • AI orchestration
  • Multi-step reasoning workflows
  • Tool integration concepts
  • Autonomous task execution
  • LangGraph workflow management
  • CrewAI agent collaboration

Disclaimer

This repository is based on CrewAI example workflows and was explored for learning and experimentation purposes to better understand modern agentic AI systems and orchestration concepts.

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-anula-anu-crewai-agentic-workflows/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-anula-anu-crewai-agentic-workflows/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-anula-anu-crewai-agentic-workflows/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.

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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-anula-anu-crewai-agentic-workflows/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-anula-anu-crewai-agentic-workflows/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-anula-anu-crewai-agentic-workflows/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-anula-anu-crewai-agentic-workflows/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-anula-anu-crewai-agentic-workflows/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-anula-anu-crewai-agentic-workflows/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_REPOS",
      "generatedAt": "2026-10-10T07:39:02.965Z"
    }
  },
  "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": "Anula Anu",
    "href": "https://github.com/Anula-anu/crewai-agentic-workflows",
    "sourceUrl": "https://github.com/Anula-anu/crewai-agentic-workflows",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-10-09T19:05:27.866Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-anula-anu-crewai-agentic-workflows/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-anula-anu-crewai-agentic-workflows/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-10-09T19:05:27.866Z",
    "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-anula-anu-crewai-agentic-workflows/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-anula-anu-crewai-agentic-workflows/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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