Crawler Summary

ai-business-orchestra answer-first brief

An intelligent business automation system powered by CrewAI 🎼 AI Business Orchestra $1 $1 $1 *"Intelligent Multi-Agent Business Automation System"* A comprehensive AI-powered business automation system that enables management to focus on strategic thinking, product development, and business vision while AI handles repetitive HR and administrative tasks. **Author: UMUR KIZILDAS** 🌱 Project Philosophy **Core Mission:** Business leaders should dedicate their time to strategic Capability contract not published. No trust telemetry is available yet. 2 GitHub stars reported by the source. Last updated 2/25/2026.

Freshness

Last checked 2/25/2026

Best For

ai-business-orchestra 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

ai-business-orchestra

An intelligent business automation system powered by CrewAI 🎼 AI Business Orchestra $1 $1 $1 *"Intelligent Multi-Agent Business Automation System"* A comprehensive AI-powered business automation system that enables management to focus on strategic thinking, product development, and business vision while AI handles repetitive HR and administrative tasks. **Author: UMUR KIZILDAS** 🌱 Project Philosophy **Core Mission:** Business leaders should dedicate their time to strategic

OpenClawself-declared

Public facts

5

Change events

1

Artifacts

0

Freshness

Feb 25, 2026

Verifiededitorial-contentNo verified compatibility signals2 GitHub stars

Capability contract not published. No trust telemetry is available yet. 2 GitHub stars reported by the source. Last updated 2/25/2026.

2 GitHub starsTrust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Feb 25, 2026

Vendor

Umur957

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Unpublished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. 2 GitHub stars reported by the source. 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

Umur957

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

Protocol compatibility

OpenClaw

contractmedium
Observed Feb 25, 2026Source linkProvenance
Adoption (1)

Adoption signal

2 GitHub stars

profilemedium
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/umur957/ai-business-orchestra.git
   cd ai-business-orchestra

bash

python -m venv venv
   source venv/bin/activate  # On Windows: venv\Scripts\activate

bash

pip install -r requirements.txt

bash

cp .env.example .env
   # Edit .env with your API credentials

bash

python business_orchestra_main.py

python

request = "We need to find an experienced Digital Marketing Specialist for our target market."
result = orchestra.process_request(request)

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 business automation system powered by CrewAI 🎼 AI Business Orchestra $1 $1 $1 *"Intelligent Multi-Agent Business Automation System"* A comprehensive AI-powered business automation system that enables management to focus on strategic thinking, product development, and business vision while AI handles repetitive HR and administrative tasks. **Author: UMUR KIZILDAS** 🌱 Project Philosophy **Core Mission:** Business leaders should dedicate their time to strategic

Full README

🎼 AI Business Orchestra

Python 3.11+ CrewAI License: MIT

"Intelligent Multi-Agent Business Automation System"

A comprehensive AI-powered business automation system that enables management to focus on strategic thinking, product development, and business vision while AI handles repetitive HR and administrative tasks.

Author: UMUR KIZILDAS

🌱 Project Philosophy

Core Mission: Business leaders should dedicate their time to strategic thinking, product development, and business visionβ€”not to repetitive, time-consuming HR and administrative tasks.

This project embodies modern business automation principles:

  • Professional communication standards
  • Flexible industry adaptation capabilities
  • Cultural sensitivity configurations
  • Customizable terminology and workflows
  • Configurable scoring systems for various business needs

🎼 Orchestra Architecture

Orchestra Conductor (Main Orchestrator)

The brain of the system using CrewAI Flows for workflow orchestration:

  • Analyzes requests in natural language
  • Routes to appropriate expert crews (HR or Admin)
  • Manages human-in-the-loop approval workflows
  • Consolidates results with configurable business compliance

πŸ‘₯ HR Expert Crew (4 Specialized Agents)

Based on crewAI-examples/recruitment patterns:

  1. Recruitment Strategist - Creates job descriptions reflecting company values
  2. Profile Analyst - Configurable scoring system (values alignment + technical skills)
  3. Communications Coordinator - Professional outreach via Gmail/Zoom
  4. Quality Control Specialist - Business compliance and quality assurance

🏒 Admin Expert Crew (4 Specialized Agents)

Based on umur957 automation patterns:

  1. Financial Document Processor - Invoice automation and processing β†’ Google Sheets
  2. Digital Archivist - AI-powered document organization (inspired by Custodian)
  3. Meeting Assistant - Strategic briefings for industry meetings
  4. Data Analyst - Market insights and business data analysis

πŸ”§ Real API Integrations

Based on awesome-llm-apps integration patterns:

  • Gmail API - Invoice processing and recruitment communications
  • Google Sheets - Financial data and expense categorization
  • Zoom API - Interview scheduling and meeting coordination
  • Google Drive - Document archival and organization

πŸš€ Getting Started

Prerequisites

  • Python 3.11 or higher
  • CrewAI framework
  • API credentials for Google services and Zoom (optional - runs in simulation mode)

Installation

  1. Clone the repository

    git clone https://github.com/umur957/ai-business-orchestra.git
    cd ai-business-orchestra
    
  2. Create virtual environment

    python -m venv venv
    source venv/bin/activate  # On Windows: venv\Scripts\activate
    
  3. Install dependencies

    pip install -r requirements.txt
    
  4. Set up environment variables (optional for real API integration)

    cp .env.example .env
    # Edit .env with your API credentials
    

Quick Start

Run the AI Business Orchestra:

python business_orchestra_main.py

πŸ’‘ Usage Examples

HR Scenario: Digital Marketing Specialist Recruitment

request = "We need to find an experienced Digital Marketing Specialist for our target market."
result = orchestra.process_request(request)

Admin Scenario: Invoice Processing

request = "Process the latest invoices from our suppliers and organize them in Google Sheets."
result = orchestra.process_request(request)

Meeting Preparation

request = "Prepare a briefing for tomorrow's strategy meeting about expanding our products in new markets."
result = orchestra.process_request(request)

Data Analysis

request = "Which was our most popular product in the target market this quarter?"
result = orchestra.process_request(request)

πŸ“ Project Structure

ai-business-orchestra/
β”œβ”€β”€ business_orchestra_main.py          # Main entry point
β”œβ”€β”€ src/
β”‚   β”œβ”€β”€ flows/
β”‚   β”‚   └── business_orchestra_flow.py   # CrewAI Flow orchestration
β”‚   β”œβ”€β”€ crews/
β”‚   β”‚   β”œβ”€β”€ hr_crew.py                   # HR Expert Crew
β”‚   β”‚   └── admin_crew.py                # Admin Expert Crew
β”‚   └── tools/
β”‚       └── real_api_integrations.py     # Gmail, Zoom, Sheets, Drive APIs
β”œβ”€β”€ config/
β”‚   β”œβ”€β”€ hr_agents.yaml                   # HR agent configurations
β”‚   β”œβ”€β”€ hr_tasks.yaml                    # HR task definitions
β”‚   β”œβ”€β”€ admin_agents.yaml                # Admin agent configurations
β”‚   └── admin_tasks.yaml                 # Admin task definitions
└── requirements.txt                     # Project dependencies

🎯 Key Features

Business-Focused Implementation

  • Brand Compliance: Automatic checking for company tone and terminology
  • Market Adaptability: Cultural sensitivity and supplier prioritization
  • Configurable Scoring: Customizable values alignment + technical skills for recruitment
  • Professional Communication: Consistent, professional tone in all outreach
  • Industry Flexibility: Adaptable industry-specific knowledge and categorization

Technical Excellence

  • CrewAI Flows: Modern workflow orchestration with state management
  • Human-in-the-Loop: Strategic decisions require management approval
  • Real API Integration: Production-ready connections to business tools
  • Simulation Mode: Full testing without external API dependencies
  • Configuration-Driven: YAML-based agent and task management

πŸ“Š Test Results

Latest Test Score: 83.3% (GOOD - Minor improvements needed)

  • βœ… HR Expert Crew: PASS
  • βœ… Admin Expert Crew: PASS
  • βœ… API Integrations: PASS
  • βœ… API Functionality: PASS
  • βœ… Main Orchestra: PASS
  • ⚠️ Flow Integration: Needs refinement

πŸ—οΈ Architecture Inspiration

This project is built using proven patterns from leading repositories:

🀝 Contributing

This is an open-source business automation system. Contributions are welcome! Please see the project patterns above for implementation guidance.

πŸ“œ License

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

πŸ™ Acknowledgments

  • CrewAI framework for multi-agent orchestration
  • Author: UMUR KIZILDAS
  • Open source community for integration patterns and tools

Built with ❀️ for intelligent business automation.

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-umur957-ai-business-orchestra/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-umur957-ai-business-orchestra/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-umur957-ai-business-orchestra/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.

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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-umur957-ai-business-orchestra/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-umur957-ai-business-orchestra/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-umur957-ai-business-orchestra/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-umur957-ai-business-orchestra/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-umur957-ai-business-orchestra/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-umur957-ai-business-orchestra/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_REPOS",
      "generatedAt": "2026-10-10T00:23:21.722Z"
    }
  },
  "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": "Umur957",
    "href": "https://github.com/umur957/ai-business-orchestra",
    "sourceUrl": "https://github.com/umur957/ai-business-orchestra",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-25T05:06:58.476Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-umur957-ai-business-orchestra/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-umur957-ai-business-orchestra/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-02-25T05:06:58.476Z",
    "isPublic": true
  },
  {
    "factKey": "traction",
    "category": "adoption",
    "label": "Adoption signal",
    "value": "2 GitHub stars",
    "href": "https://github.com/umur957/ai-business-orchestra",
    "sourceUrl": "https://github.com/umur957/ai-business-orchestra",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-25T05:06:58.476Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-umur957-ai-business-orchestra/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-umur957-ai-business-orchestra/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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