Github ReposUpdated 12h agoRank 70
AionUi
Free, local, open-source 24/7 Cowork app and OpenClaw for Gemini CLI, Claude Code, Codex, OpenCode, Qwen Code, Goose CLI, Auggie, and more | 🌟 Star if you like it!
MCPOPENCLAW
Crawler Summary
crewai-research-Agent answer-first brief
Multi Agent App using CrewAI CrewAI Research Crew A four-agent research pipeline built with $1. Agents | Agent | Role | |-------|------| | **Researcher** | Web search and source gathering | | **Analyst** | Theme extraction and report outline | | **Writer** | Draft comprehensive markdown report | | **Editor** | Polish and save final report | Setup 1. **Install dependencies** 2. **Configure API keys** Edit .env and set: - OPENAI_API_KEY — $1 - SER Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.
Freshness
Last checked 10/9/2026
Best For
crewai-research-Agent 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-research-Agent
Multi Agent App using CrewAI CrewAI Research Crew A four-agent research pipeline built with $1. Agents | Agent | Role | |-------|------| | **Researcher** | Web search and source gathering | | **Analyst** | Theme extraction and report outline | | **Writer** | Draft comprehensive markdown report | | **Editor** | Polish and save final report | Setup 1. **Install dependencies** 2. **Configure API keys** Edit .env and set: - OPENAI_API_KEY — $1 - SER
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
Sowjanya Kairam
Artifacts
0
Benchmarks
0
Last release
Unpublished
Executive Summary
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. Last updated 10/9/2026.
Setup snapshot
- 1
Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.
- 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.
Vendor (1)
Vendor
Sowjanya Kairam
profilemedium
Compatibility (1)
Protocol compatibility
OpenClaw
contractmedium
Security (1)
Handshake status
UNKNOWN
trustmedium
Integration (1)
Crawlable docs
6 indexed pages on the official domain
search_documentmedium
Release & Crawl Timeline
Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.
Artifacts Archive
Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.
Extracted files
0
Examples
5
Snippets
0
Languages
python
Executable Examples
bash
pip install -e .
bash
copy .env.example .env
bash
streamlit run app.py
bash
python run.py --topic "Your research topic"
text
app.py # Streamlit web UI src/research_crew/ ├── config/ │ ├── agents.yaml # Agent roles, goals, backstories │ └── tasks.yaml # Task descriptions and expected outputs ├── crew.py # Crew assembly and tool wiring ├── runner.py # Shared research execution logic └── main.py # CLI entry point
Docs & README
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB REPOS
Editorial quality
ready
Multi Agent App using CrewAI CrewAI Research Crew A four-agent research pipeline built with $1. Agents | Agent | Role | |-------|------| | **Researcher** | Web search and source gathering | | **Analyst** | Theme extraction and report outline | | **Writer** | Draft comprehensive markdown report | | **Editor** | Polish and save final report | Setup 1. **Install dependencies** 2. **Configure API keys** Edit .env and set: - OPENAI_API_KEY — $1 - SER
Full README
CrewAI Research Crew
A four-agent research pipeline built with CrewAI.
Agents
| Agent | Role | |-------|------| | Researcher | Web search and source gathering | | Analyst | Theme extraction and report outline | | Writer | Draft comprehensive markdown report | | Editor | Polish and save final report |
Setup
-
Install dependencies
pip install -e . -
Configure API keys
copy .env.example .envEdit
.envand set:OPENAI_API_KEY— OpenAI API keySERPER_API_KEY— Serper.dev key for web search
-
Run the web UI (recommended)
streamlit run app.pyOpen the URL shown in the terminal, enter a research topic, and click Start Research.
-
Or run from the command line
python run.py --topic "Your research topic"
Output
The final report is saved to output/research_report.md.
Project structure
app.py # Streamlit web UI
src/research_crew/
├── config/
│ ├── agents.yaml # Agent roles, goals, backstories
│ └── tasks.yaml # Task descriptions and expected outputs
├── crew.py # Crew assembly and tool wiring
├── runner.py # Shared research execution logic
└── main.py # CLI entry point
Customize agents and tasks by editing the YAML files — no Python changes required.
Contract & API
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
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-sowjanya-kairam-crewai-research-agent/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-sowjanya-kairam-crewai-research-agent/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-sowjanya-kairam-crewai-research-agent/trust"
Reliability & Benchmarks
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
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.
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-sowjanya-kairam-crewai-research-agent/snapshot",
"contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-sowjanya-kairam-crewai-research-agent/contract",
"trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-sowjanya-kairam-crewai-research-agent/trust"
},
"curlExamples": [
"curl -s \"https://www.xpersona.co/api/v1/agents/crewai-sowjanya-kairam-crewai-research-agent/snapshot\"",
"curl -s \"https://www.xpersona.co/api/v1/agents/crewai-sowjanya-kairam-crewai-research-agent/contract\"",
"curl -s \"https://www.xpersona.co/api/v1/agents/crewai-sowjanya-kairam-crewai-research-agent/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"OPENCLEW"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_REPOS",
"generatedAt": "2026-10-10T07:05:48.745Z"
}
},
"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": "Sowjanya Kairam",
"href": "https://github.com/Sowjanya-kairam/crewai-research-Agent",
"sourceUrl": "https://github.com/Sowjanya-kairam/crewai-research-Agent",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-10-09T17:02:02.554Z",
"isPublic": true
},
{
"factKey": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "OpenClaw",
"href": "https://www.xpersona.co/api/v1/agents/crewai-sowjanya-kairam-crewai-research-agent/contract",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-sowjanya-kairam-crewai-research-agent/contract",
"sourceType": "contract",
"confidence": "medium",
"observedAt": "2026-10-09T17:02:02.554Z",
"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-sowjanya-kairam-crewai-research-agent/trust",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-sowjanya-kairam-crewai-research-agent/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
}
]