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Crawler Summary
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
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
Public facts
5
Change events
1
Artifacts
0
Freshness
Oct 9, 2026
Capability contract not published. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 10/9/2026.
Trust score
Unknown
Compatibility
OpenClaw
Freshness
Oct 9, 2026
Vendor
Souhail Ouabou
Artifacts
0
Benchmarks
0
Last release
Unpublished
Key links, install path, and a quick operational read before the deeper crawl record.
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
Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.
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.
Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.
Vendor
Souhail Ouabou
Protocol compatibility
OpenClaw
Adoption signal
1 GitHub stars
Handshake status
UNKNOWN
Crawlable docs
6 indexed pages on the official domain
Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.
Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.
Extracted files
0
Examples
5
Snippets
0
Languages
python
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}Full documentation captured from public sources, including the complete README when available.
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
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.
.env.example to .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
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.
| 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 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
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.
Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.
Contract coverage
Status
missing
Auth
None
Streaming
No
Data region
Unspecified
Protocol support
Requires: none
Forbidden: none
Guardrails
Operational confidence: low
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"
Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.
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
Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.
Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.
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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
}
]Sponsored
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