Crawler Summary

crewai_travel_planner answer-first brief

An intelligent travel planning application built with CrewAI that uses multiple AI agents to create personalized trip itineraries. Available as a web app (Streamlit), command-line interface (CLI), and REST API (FastAPI). πŸ–οΈ VacAIgent: AI-Powered Travel Planner An intelligent travel planning application built with CrewAI that uses multiple AI agents to create personalized trip itineraries. Available as a web app (Streamlit), command-line interface (CLI), and REST API (FastAPI). 🌟 Features - **Multi-Agent AI System**: Leverages CrewAI framework with specialized agents for city selection, local expertise, and travel concierge services Capability contract not published. No trust telemetry is available yet. Last updated 2/25/2026.

Freshness

Last checked 2/25/2026

Best For

crewai_travel_planner 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_travel_planner

An intelligent travel planning application built with CrewAI that uses multiple AI agents to create personalized trip itineraries. Available as a web app (Streamlit), command-line interface (CLI), and REST API (FastAPI). πŸ–οΈ VacAIgent: AI-Powered Travel Planner An intelligent travel planning application built with CrewAI that uses multiple AI agents to create personalized trip itineraries. Available as a web app (Streamlit), command-line interface (CLI), and REST API (FastAPI). 🌟 Features - **Multi-Agent AI System**: Leverages CrewAI framework with specialized agents for city selection, local expertise, and travel concierge services

OpenClawself-declared

Public facts

4

Change events

1

Artifacts

0

Freshness

Feb 25, 2026

Verifiededitorial-contentNo verified compatibility signals

Capability contract not published. No trust telemetry is available yet. Last updated 2/25/2026.

Trust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Feb 25, 2026

Vendor

Monish Nallagondalla

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Unpublished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. Last updated 2/25/2026.

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

Monish Nallagondalla

profilemedium
Observed Feb 25, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium
Observed Feb 25, 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

6

Snippets

0

Languages

python

Executable Examples

bash

git clone https://github.com/Monish-Nallagondalla/crewai_travel_planner.git
cd crewai_travel_planner

bash

pip install -r requirements.txt

env

GEMINI_API_KEY=your_gemini_api_key
SERPER_API_KEY=your_serper_api_key
BROWSERLESS_API_KEY=your_browserless_api_key

bash

streamlit run streamlit_app.py

bash

python cli_app.py \
  --origin "Bangalore, India" \
  --destination "Krabi, Thailand" \
  --start-date 2024-05-01 \
  --end-date 2024-05-10 \
  --interests "2 adults who love swimming, dancing, hiking, shopping, local food, water sports"

bash

uvicorn api_app:app --reload

Docs & README

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

Self-declaredGITHUB REPOS

Docs source

GITHUB REPOS

Editorial quality

ready

An intelligent travel planning application built with CrewAI that uses multiple AI agents to create personalized trip itineraries. Available as a web app (Streamlit), command-line interface (CLI), and REST API (FastAPI). πŸ–οΈ VacAIgent: AI-Powered Travel Planner An intelligent travel planning application built with CrewAI that uses multiple AI agents to create personalized trip itineraries. Available as a web app (Streamlit), command-line interface (CLI), and REST API (FastAPI). 🌟 Features - **Multi-Agent AI System**: Leverages CrewAI framework with specialized agents for city selection, local expertise, and travel concierge services

Full README

πŸ–οΈ VacAIgent: AI-Powered Travel Planner

VacAIgent

An intelligent travel planning application built with CrewAI that uses multiple AI agents to create personalized trip itineraries. Available as a web app (Streamlit), command-line interface (CLI), and REST API (FastAPI).

🌟 Features

  • Multi-Agent AI System: Leverages CrewAI framework with specialized agents for city selection, local expertise, and travel concierge services
  • Multiple Interfaces: Choose between web UI, CLI, or API integration
  • Comprehensive Trip Planning: Includes weather analysis, cost estimation, attraction recommendations, and detailed itineraries
  • Real-Time Data: Integrates with search engines and web scraping for up-to-date information
  • Flexible LLM Support: Supports Gemini, Groq, OpenAI, and local Ollama models
  • Budget Analysis: Provides detailed cost breakdowns and packing suggestions

πŸš€ Quick Start

Prerequisites

Installation

  1. Clone the repository:
git clone https://github.com/Monish-Nallagondalla/crewai_travel_planner.git
cd crewai_travel_planner
  1. Install dependencies:
pip install -r requirements.txt
  1. Set up environment variables: Create a .env file in the root directory:
GEMINI_API_KEY=your_gemini_api_key
SERPER_API_KEY=your_serper_api_key
BROWSERLESS_API_KEY=your_browserless_api_key

πŸ“– Usage

Streamlit Web App

Run the interactive web interface:

streamlit run streamlit_app.py

Navigate to http://localhost:8501 and enter your trip details in the sidebar.

Command Line Interface

Plan a trip via CLI:

python cli_app.py \
  --origin "Bangalore, India" \
  --destination "Krabi, Thailand" \
  --start-date 2024-05-01 \
  --end-date 2024-05-10 \
  --interests "2 adults who love swimming, dancing, hiking, shopping, local food, water sports"

REST API

Start the FastAPI server:

uvicorn api_app:app --reload

The API will be available at http://localhost:8000.

API Endpoints

  • GET / - Welcome message and documentation links
  • POST /api/v1/plan-trip - Generate trip plan
  • GET /api/v1/health - Health check

Example API Request

curl -X POST "http://localhost:8000/api/v1/plan-trip" \
  -H "Content-Type: application/json" \
  -d '{
    "origin": "Bangalore, India",
    "destination": "Krabi, Thailand",
    "start_date": "2024-05-01",
    "end_date": "2024-05-10",
    "interests": "2 adults who love swimming, dancing, hiking"
  }'

πŸ—οΈ Project Structure

crewai_travel_planner/
β”œβ”€β”€ api_app.py              # FastAPI application
β”œβ”€β”€ cli_app.py              # Command-line interface
β”œβ”€β”€ streamlit_app.py        # Streamlit web application
β”œβ”€β”€ trip_agents.py          # AI agent definitions
β”œβ”€β”€ trip_tasks.py           # Task definitions for agents
β”œβ”€β”€ tools/                  # Custom tools for agents
β”‚   β”œβ”€β”€ browser_tools.py    # Web scraping tool
β”‚   β”œβ”€β”€ calculator_tools.py # Calculation utilities
β”‚   └── search_tools.py     # Web search tool
β”œβ”€β”€ images/                 # Static assets
β”œβ”€β”€ requirements.txt        # Python dependencies
β”œβ”€β”€ flow_diagram.svg        # Architecture diagram
β”œβ”€β”€ .gitignore
β”œβ”€β”€ LICENSE
└── README.md

πŸ€– AI Agents

City Selection Expert

  • Analyzes weather patterns, seasonal events, and travel costs
  • Compares multiple destination options
  • Provides detailed reports on chosen cities

Local Expert

  • Gathers in-depth information about attractions and customs
  • Discovers hidden gems and local recommendations
  • Creates comprehensive city guides

Travel Concierge

  • Develops detailed itineraries with daily plans
  • Provides budget breakdowns and packing suggestions
  • Recommends specific hotels, restaurants, and activities

βš™οΈ Configuration

Environment Variables

| Variable | Description | Required | |----------|-------------|----------| | GEMINI_API_KEY | Google Gemini API key | Yes | | SERPER_API_KEY | Serper.dev search API key | Yes | | BROWSERLESS_API_KEY | Browserless.io scraping API key | Yes |

Switching LLM Models

Edit the llm parameter in TripAgents class:

# For Groq
self.llm = LLM(model="groq/deepseek-r1-distill-llama-70b")

# For OpenAI
self.llm = ChatOpenAI(model_name="gpt-4")

# For Ollama (local)
self.llm = LLM(model="ollama/llama3.2", base_url="http://localhost:11434")

πŸ“‹ Dependencies

Key dependencies include:

  • crewai - Multi-agent framework
  • streamlit - Web UI framework
  • fastapi - REST API framework
  • uvicorn - ASGI server
  • langchain - LLM integration
  • requests - HTTP client
  • unstructured - Document processing
  • pydantic - Data validation

See requirements.txt for complete list.

πŸ”„ Workflow

graph TD
    A[User Input] --> B[City Selection Agent]
    B --> C[Local Expert Agent]
    C --> D[Travel Concierge Agent]
    D --> E[Trip Itinerary]

πŸ“ API Documentation

Interactive API documentation available at:

  • Swagger UI: http://localhost:8000/docs
  • ReDoc: http://localhost:8000/redoc

🀝 Contributing

  1. Fork the repository
  2. Create a feature branch: git checkout -b feature/amazing-feature
  3. Commit changes: git commit -m 'Add amazing feature'
  4. Push to branch: git push origin feature/amazing-feature
  5. Open a Pull Request

πŸ“„ License

This project is licensed under the MIT License - see the LICENSE file for details.

⚠️ Disclaimer

  • This application uses external APIs which may incur costs
  • Ensure you have proper API access and monitor usage
  • Trip recommendations are AI-generated and should be verified
  • Always check current travel advisories and requirements

πŸ™ Acknowledgments

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-monish-nallagondalla-crewai-travel-planner/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-monish-nallagondalla-crewai-travel-planner/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-monish-nallagondalla-crewai-travel-planner/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.

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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-monish-nallagondalla-crewai-travel-planner/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-monish-nallagondalla-crewai-travel-planner/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-monish-nallagondalla-crewai-travel-planner/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-monish-nallagondalla-crewai-travel-planner/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-monish-nallagondalla-crewai-travel-planner/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-monish-nallagondalla-crewai-travel-planner/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_REPOS",
      "generatedAt": "2026-10-10T01:54:25.603Z"
    }
  },
  "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": "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": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Monish Nallagondalla",
    "href": "https://github.com/Monish-Nallagondalla/crewai_travel_planner",
    "sourceUrl": "https://github.com/Monish-Nallagondalla/crewai_travel_planner",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-25T05:07:01.566Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-monish-nallagondalla-crewai-travel-planner/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-monish-nallagondalla-crewai-travel-planner/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-02-25T05:07:01.566Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-monish-nallagondalla-crewai-travel-planner/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-monish-nallagondalla-crewai-travel-planner/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
  }
]

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