Crawler Summary

crewai answer-first brief

Build intelligent autonomous agents with CrewAI and Google Gemini. Includes notebooks for single-agent, tool-augmented, and multi-agent workflows. CrewAI Agents with Google Gemini Integration Welcome to the CrewAI Agents project – a hands-on collection of Jupyter Notebooks demonstrating how to build intelligent, multi-agent systems using CrewAI and Google Gemini (Gemini Pro). This repository is ideal for AI enthusiasts, developers, and researchers exploring agent workflows, tool integrations, and collaborative AI behavior powered by the Gemini API. Project Over Capability contract not published. No trust telemetry is available yet. Last updated 2/25/2026.

Freshness

Last checked 2/25/2026

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 REPOS, runtime-metrics, public facts pack

Agent DossierGITHUB REPOSSafety: 66/100

crewai

Build intelligent autonomous agents with CrewAI and Google Gemini. Includes notebooks for single-agent, tool-augmented, and multi-agent workflows. CrewAI Agents with Google Gemini Integration Welcome to the CrewAI Agents project – a hands-on collection of Jupyter Notebooks demonstrating how to build intelligent, multi-agent systems using CrewAI and Google Gemini (Gemini Pro). This repository is ideal for AI enthusiasts, developers, and researchers exploring agent workflows, tool integrations, and collaborative AI behavior powered by the Gemini API. Project Over

OpenClawself-declared

Public facts

4

Change events

1

Artifacts

0

Freshness

Feb 25, 2026

Verifiededitorial-contentNo verified compatibility signals

Capability contract not published. No trust telemetry is available yet. Last updated 2/25/2026.

Trust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Feb 25, 2026

Vendor

Fatima Haneef

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Unpublished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 2/25/2026.

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

Fatima Haneef

profilemedium
Observed Feb 25, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium
Observed Feb 25, 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

1

Snippets

0

Languages

python

Executable Examples

text

pip install crewai langchain google-generativeai crewai-tools

Docs & README

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

Self-declaredGITHUB REPOS

Docs source

GITHUB REPOS

Editorial quality

ready

Build intelligent autonomous agents with CrewAI and Google Gemini. Includes notebooks for single-agent, tool-augmented, and multi-agent workflows. CrewAI Agents with Google Gemini Integration Welcome to the CrewAI Agents project – a hands-on collection of Jupyter Notebooks demonstrating how to build intelligent, multi-agent systems using CrewAI and Google Gemini (Gemini Pro). This repository is ideal for AI enthusiasts, developers, and researchers exploring agent workflows, tool integrations, and collaborative AI behavior powered by the Gemini API. Project Over

Full README

CrewAI Agents with Google Gemini Integration

Welcome to the CrewAI Agents project – a hands-on collection of Jupyter Notebooks demonstrating how to build intelligent, multi-agent systems using CrewAI and Google Gemini (Gemini Pro). This repository is ideal for AI enthusiasts, developers, and researchers exploring agent workflows, tool integrations, and collaborative AI behavior powered by the Gemini API.

Project Overview

This repository includes real-world examples of building and orchestrating autonomous agents using CrewAI and Gemini. It demonstrates how to create single or multiple agents, enhance them with powerful tools, and enable intelligent task collaboration.

Included Notebooks

| Notebook | Description | |---------------------------|------------------------------------------------------------------------------| | agent.ipynb | Basic setup of a single CrewAI agent using Gemini API. Learn core concepts. | | agent_with_tools.ipynb | Enhance your agent with external tools. | | multiple_agents.ipynb | Full-fledged multi-agent scenario with role-based collaboration. |

Powered by Gemini API

This project uses Google's Gemini-2.0-flash model via GEMINI_API_KEY for LLM capabilities, replacing OpenAI-based APIs. It is ideal for developers who want to leverage Google AI for custom workflows and intelligent automation.

Features

  • CrewAI agent setup using Gemini
  • Tool-augmented agents with external integrations
  • Multi-agent collaboration workflows
  • Modular and beginner-friendly code
  • Interactive, well-documented Jupyter Notebooks

Use Cases Explored

Research automation using Gemini agents

Task delegation and parallel processing with multiple agents

Role-based agent collaboration (e.g., researcher, developer, summarizer)

Intelligent workflows using LLM reasoning and tools

Keywords for Discoverability

CrewAI, Gemini API, Google Gemini, Autonomous Agents, AI Agent Workflow, LangChain, Multi-Agent Systems, AI Tool Integration, Gemini Pro, Agent Collaboration, Jupyter Notebooks, Python AI, Language Models

Requirements

Install the required packages:

pip install crewai langchain google-generativeai crewai-tools```

Author
Fatima Hanif
Full-Stack Developer & AI Specialist

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-fatima-haneef-crewai/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-fatima-haneef-crewai/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-fatima-haneef-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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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
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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-fatima-haneef-crewai/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-fatima-haneef-crewai/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-fatima-haneef-crewai/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-fatima-haneef-crewai/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-fatima-haneef-crewai/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-fatima-haneef-crewai/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_REPOS",
      "generatedAt": "2026-10-09T23:33:15.837Z"
    }
  },
  "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": "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": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Fatima Haneef",
    "href": "https://github.com/Fatima-Haneef/crewai",
    "sourceUrl": "https://github.com/Fatima-Haneef/crewai",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-25T05:07:14.644Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-fatima-haneef-crewai/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-fatima-haneef-crewai/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-02-25T05:07:14.644Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-fatima-haneef-crewai/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-fatima-haneef-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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Ads related to crewai and adjacent AI workflows.