Crawler Summary

crewai-agents answer-first brief

This project contains several numbered CrewAI examples. Shared project files stay at the root, and each runnable agent example lives in its own numbered folder at the root. CrewAI Sample This project contains several numbered CrewAI examples. Shared project files stay at the root, and each runnable agent example lives in its own numbered folder at the root. Setup 1. Copy .env.example to .env. 2. Add real keys: OPENROUTER_MODEL is optional. The examples default to openrouter/openai/gpt-4o through OpenRouter. ENABLE_CREW_MEMORY=false keeps the customer support sample from using CrewAI's L Capability contract not published. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 10/9/2026.

Freshness

Last checked 10/9/2026

Best For

crewai-agents 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-agents

This project contains several numbered CrewAI examples. Shared project files stay at the root, and each runnable agent example lives in its own numbered folder at the root. CrewAI Sample This project contains several numbered CrewAI examples. Shared project files stay at the root, and each runnable agent example lives in its own numbered folder at the root. Setup 1. Copy .env.example to .env. 2. Add real keys: OPENROUTER_MODEL is optional. The examples default to openrouter/openai/gpt-4o through OpenRouter. ENABLE_CREW_MEMORY=false keeps the customer support sample from using CrewAI's L

OpenClawself-declared

Public facts

5

Change events

1

Artifacts

0

Freshness

Oct 9, 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 10/9/2026.

1 GitHub starsTrust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Oct 9, 2026

Vendor

Souhail Ouabou

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Unpublished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 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

Souhail Ouabou

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

Protocol compatibility

OpenClaw

contractmedium
Observed Oct 9, 2026Source linkProvenance
Adoption (1)

Adoption signal

1 GitHub stars

profilemedium
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

5

Snippets

0

Languages

python

Executable Examples

env

OPENROUTER_API_KEY=your_openrouter_api_key_here
OPENROUTER_MODEL=openrouter/openai/gpt-4o
ENABLE_CREW_MEMORY=false
SERPER_API_KEY=your_serper_api_key_here

bash

uv run python 02.search_blog_writer/crew_sample_tool.py

bash

uv run python 12.sales_pipeline_flow/flows/sales_pipeline_complex.py

bash

uv run python check_serper_key.py

text

403 Client Error: Forbidden for url: https://google.serper.dev/search
{"message":"Unauthorized.","statusCode":403}

Docs & README

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

Self-declaredGITHUB REPOS

Docs source

GITHUB REPOS

Editorial quality

ready

This project contains several numbered CrewAI examples. Shared project files stay at the root, and each runnable agent example lives in its own numbered folder at the root. CrewAI Sample This project contains several numbered CrewAI examples. Shared project files stay at the root, and each runnable agent example lives in its own numbered folder at the root. Setup 1. Copy .env.example to .env. 2. Add real keys: OPENROUTER_MODEL is optional. The examples default to openrouter/openai/gpt-4o through OpenRouter. ENABLE_CREW_MEMORY=false keeps the customer support sample from using CrewAI's L

Full README

CrewAI Sample

This project contains several numbered CrewAI examples. Shared project files stay at the root, and each runnable agent example lives in its own numbered folder at the root.

Setup

  1. Copy .env.example to .env.
  2. Add real keys:
OPENROUTER_API_KEY=your_openrouter_api_key_here
OPENROUTER_MODEL=openrouter/openai/gpt-4o
ENABLE_CREW_MEMORY=false
SERPER_API_KEY=your_serper_api_key_here

OPENROUTER_MODEL is optional. The examples default to openrouter/openai/gpt-4o through OpenRouter.

ENABLE_CREW_MEMORY=false keeps the customer support sample from using CrewAI's LLM-analyzed memory path by default. Set it to true only when Ollama is running and mxbai-embed-large is available locally.

Agents

| Folder | Script | What it does | | --- | --- | --- | | 01.basic_research_writer | crew_sample.py | Basic research and writing crew without external search. | | 02.search_blog_writer | crew_sample_tool.py | Searches with Serper and writes blog-posts/new_post.md. | | 03.email_rewriter | email_agent.py | Rewrites a rough email professionally. | | 04.email_rewriter_with_tool | email_agent_tool.py | Rewrites email with a custom jargon-replacement tool. | | 05.event_planner | automate_event_planning.py | Plans an event and writes local venue and marketing outputs. | | 06.article_writer | research_write_article.py | Plans, writes, and edits a full article into tech-posts/new_post.md. | | 07.sales_outreach | customer_outreach_campaign.py | Uses local instructions/ plus search to draft sales outreach. | | 08.customer_support | customer_support_automation.py | Drafts and reviews a support response. | | 09.financial_analysis | multiagent_collaboration_financial_analysis.py | Runs a hierarchical financial analysis crew. | | 10.job_application_crew | job_application_crew.py | Researches a job posting, tailors a resume, and prepares interview materials. | | 12.sales_pipeline_flow | main.py | Scores a sales lead with a CrewAI Flow and writes a personalized outreach email. |

Run

Run any agent from the project root. Example:

uv run python 02.search_blog_writer/crew_sample_tool.py

Each agent folder has its own README.md with the exact command and local files it uses.

To run the complex sales pipeline runner:

uv run python 12.sales_pipeline_flow/flows/sales_pipeline_complex.py

To test the exact Serper key that Python loads from this project, run:

uv run python check_serper_key.py

Serper 403 Error

If you see:

403 Client Error: Forbidden for url: https://google.serper.dev/search
{"message":"Unauthorized.","statusCode":403}

the script reached Serper, but Serper rejected the key. Generate a fresh API key from your Serper dashboard and replace SERPER_API_KEY in .env.

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-souhail-ouabou-crewai-agents/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-souhail-ouabou-crewai-agents/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-souhail-ouabou-crewai-agents/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
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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-souhail-ouabou-crewai-agents/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-souhail-ouabou-crewai-agents/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-souhail-ouabou-crewai-agents/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-souhail-ouabou-crewai-agents/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-souhail-ouabou-crewai-agents/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-souhail-ouabou-crewai-agents/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_REPOS",
      "generatedAt": "2026-10-10T00:58:30.645Z"
    }
  },
  "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": "Souhail Ouabou",
    "href": "https://github.com/souhail-ouabou/crewai-agents",
    "sourceUrl": "https://github.com/souhail-ouabou/crewai-agents",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-10-09T22:22:14.144Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-souhail-ouabou-crewai-agents/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-souhail-ouabou-crewai-agents/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-10-09T22:22:14.144Z",
    "isPublic": true
  },
  {
    "factKey": "traction",
    "category": "adoption",
    "label": "Adoption signal",
    "value": "1 GitHub stars",
    "href": "https://github.com/souhail-ouabou/crewai-agents",
    "sourceUrl": "https://github.com/souhail-ouabou/crewai-agents",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-10-09T22:22:14.144Z",
    "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-souhail-ouabou-crewai-agents/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-souhail-ouabou-crewai-agents/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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