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🤖 Agent Orchestration Platform

Build Intelligent AI Workforces
with Gnosari Agent Orchestration

Gnosari is a powerful framework for orchestrating multi-agent teams where specialized AI agents collaborate, delegate tasks, and execute complex workflows—just like human teams, but at machine scale and speed.

Multi-Agent Teams

Orchestrate specialized agents that delegate tasks and collaborate like human teams

Dynamic Tool Discovery

Agents discover and use tools dynamically through Model Context Protocol (MCP)

YAML Configuration

Define complex agent teams with simple, declarative YAML configuration files

Beyond Simple Chatbots

Gnosari isn't just another chatbot framework. It's a complete agent orchestration platform that enables true multi-agent collaboration and intelligent workflow execution.

Task Delegation & Handoffs

Coordinated Multi-Agent Execution

Agents can delegate tasks to specialists and transfer control seamlessly. A coordinator agent can route customer inquiries to support specialists, technical experts, or billing agents—maintaining context throughout the entire conversation.

Intelligent task routing between specialized agents
Context preservation across agent handoffs
Configurable delegation instructions per agent

Dynamic Tool Integration

MCP Server Discovery

Agents discover and use tools dynamically through the Model Context Protocol (MCP). Built-in tools include API requests, database queries, knowledge base access, file operations, and web content retrieval—extensible with custom MCP servers.

Built-in tools for common operations
MCP server integration for custom tools
Dynamic tool discovery at runtime

Knowledge Base Integration

RAG-Powered Intelligence

Integrate knowledge bases from websites, documents, YouTube videos, and structured data. Agents query relevant information to provide accurate, context-aware responses grounded in your organization's knowledge.

Multiple knowledge source types supported
Embedchain integration for RAG
Per-agent knowledge base configuration

Agent Personality Traits

Configurable Agent Behaviors

Give agents unique personalities with configurable traits like "analytical," "empathetic," "humorous," or "formal." Weight-based control allows fine-tuning behavior intensity, creating agents that feel natural and aligned with your brand.

Comprehensive personality trait system
Weight-based trait intensity control
Automatic conflict detection

Real-World Agent Workforce Architectures

Organizations are building sophisticated multi-agent systems with Gnosari that transform how work gets done. Here are proven architectures delivering exceptional results.

Customer Support Team Architecture

Multi-Agent Routing with Specialist Coordination

Proven Pattern

A Coordinator Agent triages incoming customer inquiries and delegates to specialized agents: Technical Support for product issues, Billing Specialist for payment questions, Product Expert for feature guidance. Each specialist has access to relevant knowledge bases and can transfer back to the coordinator or escalate to human agents when needed.

Team Configuration:

Coordinator

Routes inquiries, maintains context, summarizes resolutions

Specialists

Technical, Billing, Product experts with domain knowledge

Tools & Knowledge

CRM integration, documentation access, ticket creation

Business Impact:

  • •60% reduction in first-response time through instant intelligent routing
  • •24/7 availability with consistent quality across all time zones
  • •45% cost savings by automating tier-1 support while maintaining quality

Content Creation Workflow

Research, Writing, and Editing Pipeline

High ROI

A Content Manager agent coordinates the entire workflow: delegating research to a Researcher Agent (with web access and knowledge base querying), passing findings to a Writer Agent (with brand voice traits), and routing drafts to an Editor Agent (analytical traits for quality assurance). Final content is optimized by an SEO Specialist Agent before publication.

Workflow Stages:

1
Research Phase

Researcher gathers data from knowledge bases, APIs, and web sources

2
Writing Phase

Writer creates content with brand voice and personality traits

3
Editing Phase

Editor reviews for quality, accuracy, and consistency

4
Optimization Phase

SEO Specialist optimizes for search and readability

Business Impact:

  • •5x faster content production with maintained quality standards
  • •Consistent brand voice through personality trait configuration
  • •Research-backed accuracy with automatic source citation

Business Intelligence Team

Automated Data Analysis and Reporting

Enterprise

An Analytics Coordinator interprets business questions and delegates to specialized agents: SQL Analyst (database query tool), API Integration Agent (external data sources), Statistical Analyst (data processing), and Report Generator (visualization and narrative creation). The team produces comprehensive reports from raw data automatically.

Agent Specializations:

Data Access

MySQL/PostgreSQL queries, API requests, file operations

Tools: mysql_query, api_request, file_operations
Analysis

Statistical analysis, trend identification, pattern recognition

Traits: analytical, detail-oriented, methodical
Visualization

Chart generation, dashboard creation, data presentation

Output: Visual reports, executive summaries
Insights

Actionable recommendations, risk identification, opportunities

Output: Strategic insights, recommendations

Business Impact:

  • •90% time reduction in generating routine business reports
  • •Real-time insights from multiple data sources simultaneously
  • •Consistent analysis quality with no human error or bias

Built for Developers

Gnosari provides a developer-friendly experience with simple YAML configuration, powerful CLI tools, and programmatic access for advanced use cases.

Simple YAML Configuration

name: Customer Support Team

agents:
  - name: Coordinator
    instructions: Route inquiries to specialists
    orchestrator: true
    model: gpt-4o
    delegation:
      - agent: Technical Support
        instructions: Delegate technical issues
      - agent: Billing
        instructions: Delegate payment questions

  - name: Technical Support
    instructions: Solve technical problems
    model: gpt-4o
    tools: [knowledge_query]
    knowledge: ["docs", "kb"]

  - name: Billing
    instructions: Handle payment inquiries
    model: gpt-4o
    tools: [mysql_query, api_request]

Key Developer Features

  • Multi-Provider LLM Support

    OpenAI, Anthropic, DeepSeek, Google Gemini—each agent can use different models

  • Session Persistence

    File-based, database, or API-backed session storage for conversation continuity

  • Streaming Output

    Real-time response streaming for better user experience

  • Debug Mode

    Comprehensive logging for development and troubleshooting

  • Programmatic API

    Use Gnosari as a library in your Python applications

Quick Start

poetry install
poetry run gnosari --config team.yaml \
  --message "Help customer with billing" \
  --stream

Enterprise-Grade Technical Capabilities

Gnosari provides the infrastructure and tooling required for production AI workforce deployments at scale.

Multi-Provider LLM

OpenAI, Anthropic Claude, DeepSeek, Google Gemini—choose the best model for each agent's task

Session Persistence

SQLite, PostgreSQL, MySQL, or API-backed storage for conversation history and context

Built-in Tools

API requests, database queries, knowledge bases, file operations, web content—ready to use

MCP Integration

Model Context Protocol support for dynamic tool discovery and custom server integration

Streaming Responses

Real-time response streaming for better user experience and lower perceived latency

CLI & Library

Use via command-line interface or integrate programmatically into your Python applications

Built by People, For People

Partner With Us in Building the Future

We're seeking development partners—not traditional investors—who share our vision of democratizing AI orchestration and want to support our journey to open-source maturity.

An AI-Managed Company

This is an AI-managed company where humans supervise intelligent operations at scale. Gnosari is our foundation—the engine powering unlimited AI workforce capabilities and integration services.

Open-Source Journey: Becoming fully open when development matures
People-First: Made by people, for people—not shareholders or VCs
Multiple Products: Support all or choose specific products you believe in

What We're Seeking

We're looking for strategic partners with financial capabilities who believe in our vision and want to join us in scaling AI-First transformation globally.

Support Development

Cover developer costs during maturation phase—salary, infrastructure, tooling

Participate in Equity

Fair equity participation in exchange for supporting our journey to open-source maturity

Choose Your Products

Support all products on the roadmap or specific ones you believe in most

We're building a family, not a corporation. Partners who share our vision of democratizing AI orchestration.

Start Building Your AI Workforce Today

Gnosari is open source and ready to deploy. Create sophisticated multi-agent teams that collaborate, delegate, and execute complex workflows—transforming how your organization operates.