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 | π Star if you like it!
Crawler Summary
AI-powered multi-turn WhatsApp chatbot using CrewAI, Groq LLM, Flask, and Twilio for automated course enquiry handling and lead generation. π QuAnHack β Educational Enquiry Assistant AI-Powered Multi-turn WhatsApp Chatbot (CrewAI + Groq + Flask + Twilio) --- π Overview This project is a **multi-turn AI-powered WhatsApp chatbot** designed for educational institutions to: * π Answer course enquiries * π€ Guide users step-by-step * π Capture student leads automatically * π Trigger follow-up communication Unlike traditional chatbots, this system uses a Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.
Freshness
Last checked 10/9/2026
Best For
AI-enabled-Enquiry-Assistant 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
AI-powered multi-turn WhatsApp chatbot using CrewAI, Groq LLM, Flask, and Twilio for automated course enquiry handling and lead generation. π QuAnHack β Educational Enquiry Assistant AI-Powered Multi-turn WhatsApp Chatbot (CrewAI + Groq + Flask + Twilio) --- π Overview This project is a **multi-turn AI-powered WhatsApp chatbot** designed for educational institutions to: * π Answer course enquiries * π€ Guide users step-by-step * π Capture student leads automatically * π Trigger follow-up communication Unlike traditional chatbots, this system uses a
Public facts
4
Change events
1
Artifacts
0
Freshness
Oct 9, 2026
Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.
Trust score
Unknown
Compatibility
OpenClaw
Freshness
Oct 9, 2026
Vendor
Vignesh2376
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Unpublished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. 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
Vignesh2376
Protocol compatibility
OpenClaw
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
6
Snippets
0
Languages
python
text
User (WhatsApp)
β
Twilio API
β
Flask Backend (/whatsapp)
β
Conversation State Manager
β
Message Handler (handle_message)
β
Hybrid Processing:
β’ Rule-based Logic (fast decisions)
β’ CrewAI Agents (Groq LLM)
β
Tools Layer:
β’ CourseDataTool
β’ LeadStorageTool
β
Response Generation
β
Twilio β WhatsApp User
β
Follow-up (Async Thread)text
start β awaiting_course β awaiting_confirm β awaiting_details β done
text
quanhack_project/ βββ app.py βββ courses.json βββ leads.json βββ requirements.txt βββ README.md
bash
pip install -r requirements.txt
powershell
$env:GROQ_API_KEY="gsk-..." $env:TWILIO_ACCOUNT_SID="ACxxxx" $env:TWILIO_AUTH_TOKEN="xxxx" $env:TWILIO_WHATSAPP_NUM="whatsapp:+14155238886"
bash
python app.py
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB REPOS
Editorial quality
ready
AI-powered multi-turn WhatsApp chatbot using CrewAI, Groq LLM, Flask, and Twilio for automated course enquiry handling and lead generation. π QuAnHack β Educational Enquiry Assistant AI-Powered Multi-turn WhatsApp Chatbot (CrewAI + Groq + Flask + Twilio) --- π Overview This project is a **multi-turn AI-powered WhatsApp chatbot** designed for educational institutions to: * π Answer course enquiries * π€ Guide users step-by-step * π Capture student leads automatically * π Trigger follow-up communication Unlike traditional chatbots, this system uses a
This project is a multi-turn AI-powered WhatsApp chatbot designed for educational institutions to:
Unlike traditional chatbots, this system uses a state-driven conversation flow combined with AI agents, making it both reliable and intelligent.
User (WhatsApp)
β
Twilio API
β
Flask Backend (/whatsapp)
β
Conversation State Manager
β
Message Handler (handle_message)
β
Hybrid Processing:
β’ Rule-based Logic (fast decisions)
β’ CrewAI Agents (Groq LLM)
β
Tools Layer:
β’ CourseDataTool
β’ LeadStorageTool
β
Response Generation
β
Twilio β WhatsApp User
β
Follow-up (Async Thread)
The chatbot operates using a multi-turn state machine:
start β awaiting_course β awaiting_confirm β awaiting_details β done
The system combines:
| Agent | Role | | ---------------------- | -------------------------------- | | Enquiry Analyst | Detects intent, extracts details | | Course Info Specialist | Fetches course data | | Lead Manager | Stores leads |
courses.jsonleads.jsonquanhack_project/
βββ app.py
βββ courses.json
βββ leads.json
βββ requirements.txt
βββ README.md
pip install -r requirements.txt
$env:GROQ_API_KEY="gsk-..."
$env:TWILIO_ACCOUNT_SID="ACxxxx"
$env:TWILIO_AUTH_TOKEN="xxxx"
$env:TWILIO_WHATSAPP_NUM="whatsapp:+14155238886"
python app.py
ngrok http 5000
Set webhook URL:
https://<ngrok-url>/whatsapp
Hi
π Welcome to TechAcademy!
Here are our courses...
AI & ML
π AI & ML Course Details...
Would you like to enroll?
Yes
Please share your name and phone number
Vignesh 9876543210
β
Your interest has been registered!
| Endpoint | Method | Description |
| ----------- | ------ | ------------- |
| /whatsapp | POST | Main webhook |
| /leads | GET | View leads |
| /state | GET | Debug state |
| /reset | POST | Reset session |
| /health | GET | Health check |
This system demonstrates a production-oriented AI chatbot architecture, combining:
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-vignesh2376-ai-enabled-enquiry-assistant/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-vignesh2376-ai-enabled-enquiry-assistant/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-vignesh2376-ai-enabled-enquiry-assistant/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.
Free, local, open-source 24/7 Cowork app and OpenClaw for Gemini CLI, Claude Code, Codex, OpenCode, Qwen Code, Goose CLI, Auggie, and more | π Star if you like it!
AI Agents & MCPs & AI Workflow Automation β’ (~400 MCP servers for AI agents) β’ AI Automation / AI Agent with MCPs β’ AI Workflows & AI Agents β’ MCPs for AI Agents
AI productivity studio with smart chat, autonomous agents, and 300+ assistants.
The Frontend for Agents & Generative UI. React + Angular
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-vignesh2376-ai-enabled-enquiry-assistant/snapshot",
"contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-vignesh2376-ai-enabled-enquiry-assistant/contract",
"trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-vignesh2376-ai-enabled-enquiry-assistant/trust"
},
"curlExamples": [
"curl -s \"https://www.xpersona.co/api/v1/agents/crewai-vignesh2376-ai-enabled-enquiry-assistant/snapshot\"",
"curl -s \"https://www.xpersona.co/api/v1/agents/crewai-vignesh2376-ai-enabled-enquiry-assistant/contract\"",
"curl -s \"https://www.xpersona.co/api/v1/agents/crewai-vignesh2376-ai-enabled-enquiry-assistant/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"OPENCLEW"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_REPOS",
"generatedAt": "2026-10-10T01:53:06.244Z"
}
},
"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": "Vignesh2376",
"href": "https://github.com/Vignesh2376/AI-enabled-Enquiry-Assistant",
"sourceUrl": "https://github.com/Vignesh2376/AI-enabled-Enquiry-Assistant",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-10-09T22:15:02.993Z",
"isPublic": true
},
{
"factKey": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "OpenClaw",
"href": "https://www.xpersona.co/api/v1/agents/crewai-vignesh2376-ai-enabled-enquiry-assistant/contract",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-vignesh2376-ai-enabled-enquiry-assistant/contract",
"sourceType": "contract",
"confidence": "medium",
"observedAt": "2026-10-09T22:15:02.993Z",
"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-vignesh2376-ai-enabled-enquiry-assistant/trust",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-vignesh2376-ai-enabled-enquiry-assistant/trust",
"sourceType": "trust",
"confidence": "medium",
"observedAt": null,
"isPublic": true
}
]Change Events JSON
[
{
"eventType": "docs_update",
"title": "Docs refreshed: Sign in to GitHub Β· 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
Ads related to AI-enabled-Enquiry-Assistant and adjacent AI workflows.