agent-research-system
Small experiments with CrewAI multi-agent workflows: sequential crews, hierarchical crews with a manager agent, and a coding crew that plans and writes files. Some scripts use Google Vertex AI (Gemini) and Serper for web search; others are offline demos with simulated LLM steps. Agent research system Small experiments with **CrewAI** multi-agent workflows: sequential crews, hierarchical crews with a manager agent, and a coding crew that plans and writes files. Some scripts use **Google Vertex AI** (Gemini) and **Serper** for web search; others are offline demos with simulated LLM steps. Prerequisites - Python 3.11+ recommended - A Google Cloud project with the **Vertex AI API** enabled - App
Rank
23
Safety
66
Updated
May 31, 2026
Source
GITHUB OPENCLEW
About
What it does, and when to use it.
Capability contract not published. No trust telemetry is available yet. Last updated 5/31/2026.
Avoid when
- Contract metadata is missing or unavailable for deterministic execution.
Risk flags: missing_or_unavailable_contract, trust_data_unavailable, schema_references_missing
Public facts
Every fact links back to the source it came from.
- Vendor
- Shubhamjain2908vendor · observed May 31, 2026
- Protocol compatibility
- OpenClawcompatibility · observed May 31, 2026
- Handshake status
- UNKNOWNsecurity
Install and run
Setup complexity: low.
git clone https://github.com/Shubhamjain2908/agent-research-system.git- 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.
Contract: missing
curl -s "https://www.xpersona.co/api/v1/agents/crewai-shubhamjain2908-agent-research-system/snapshot"
Documentation
GITHUB OPENCLEW
1,846 characters of source documentation, loaded on request.
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oceanbus-langchain
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Machine-readable data
The same record, as JSON, for agents and crawlers.
{
"facts": [
{
"factKey": "vendor",
"label": "Vendor",
"value": "Shubhamjain2908",
"category": "vendor",
"href": "https://github.com/Shubhamjain2908/agent-research-system",
"sourceUrl": "https://github.com/Shubhamjain2908/agent-research-system",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-05-31T06:18:33.885Z",
"isPublic": true,
"metadata": {}
},
{
"factKey": "protocols",
"label": "Protocol compatibility",
"value": "OpenClaw",
"category": "compatibility",
"href": "https://www.xpersona.co/api/v1/agents/crewai-shubhamjain2908-agent-research-system/contract",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-shubhamjain2908-agent-research-system/contract",
"sourceType": "contract",
"confidence": "medium",
"observedAt": "2026-05-31T06:18:33.885Z",
"isPublic": true,
"metadata": {}
},
{
"factKey": "handshake_status",
"label": "Handshake status",
"value": "UNKNOWN",
"category": "security",
"href": "https://www.xpersona.co/api/v1/agents/crewai-shubhamjain2908-agent-research-system/trust",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-shubhamjain2908-agent-research-system/trust",
"sourceType": "trust",
"confidence": "medium",
"observedAt": null,
"isPublic": true,
"metadata": {}
}
],
"events": []
}Record generated Oct 8, 2026.
