| Name | globalgenie JSON |
| Version |
1.0.0
JSON |
| download |
| home_page | https://github.com/RahulEdward/global-genie |
| Summary | GlobalGenie: The Complete AI Agent Framework for building intelligent, autonomous agents with memory, reasoning, and multi-modal capabilities |
| upload_time | 2025-07-29 08:43:28 |
| maintainer | GlobalGenie Team |
| docs_url | None |
| author | GlobalGenie Team |
| requires_python | <4,>=3.8 |
| license | Copyright (c) Agno, Inc.
Mozilla Public License Version 2.0
==================================
1. Definitions
--------------
1.1. "Contributor"
means each individual or legal entity that creates, contributes to
the creation of, or owns Covered Software.
1.2. "Contributor Version"
means the combination of the Contributions of others (if any) used
by a Contributor and that particular Contributor's Contribution.
1.3. "Contribution"
means Covered Software of a particular Contributor.
1.4. "Covered Software"
means Source Code Form to which the initial Contributor has attached
the notice in Exhibit A, the Executable Form of such Source Code
Form, and Modifications of such Source Code Form, in each case
including portions thereof.
1.5. "Incompatible With Secondary Licenses"
means
(a) that the initial Contributor has attached the notice described
in Exhibit B to the Covered Software; or
(b) that the Covered Software was made available under the terms of
version 1.1 or earlier of the License, but not also under the
terms of a Secondary License.
1.6. "Executable Form"
means any form of the work other than Source Code Form.
1.7. "Larger Work"
means a work that combines Covered Software with other material, in
a separate file or files, that is not Covered Software.
1.8. "License"
means this document.
1.9. "Licensable"
means having the right to grant, to the maximum extent possible,
whether at the time of the initial grant or subsequently, any and
all of the rights conveyed by this License.
1.10. "Modifications"
means any of the following:
(a) any file in Source Code Form that results from an addition to,
deletion from, or modification of the contents of Covered
Software; or
(b) any new file in Source Code Form that contains any Covered
Software.
1.11. "Patent Claims" of a Contributor
means any patent claim(s), including without limitation, method,
process, and apparatus claims, in any patent Licensable by such
Contributor that would be infringed, but for the grant of the
License, by the making, using, selling, offering for sale, having
made, import, or transfer of either its Contributions or its
Contributor Version.
1.12. "Secondary License"
means either the GNU General Public License, Version 2.0, the GNU
Lesser General Public License, Version 2.1, the GNU Affero General
Public License, Version 3.0, or any later versions of those
licenses.
1.13. "Source Code Form"
means the form of the work preferred for making modifications.
1.14. "You" (or "Your")
means an individual or a legal entity exercising rights under this
License. For legal entities, "You" includes any entity that
controls, is controlled by, or is under common control with You. For
purposes of this definition, "control" means (a) the power, direct
or indirect, to cause the direction or management of such entity,
whether by contract or otherwise, or (b) ownership of more than
fifty percent (50%) of the outstanding shares or beneficial
ownership of such entity.
2. License Grants and Conditions
--------------------------------
2.1. Grants
Each Contributor hereby grants You a world-wide, royalty-free,
non-exclusive license:
(a) under intellectual property rights (other than patent or trademark)
Licensable by such Contributor to use, reproduce, make available,
modify, display, perform, distribute, and otherwise exploit its
Contributions, either on an unmodified basis, with Modifications, or
as part of a Larger Work; and
(b) under Patent Claims of such Contributor to make, use, sell, offer
for sale, have made, import, and otherwise transfer either its
Contributions or its Contributor Version.
2.2. Effective Date
The licenses granted in Section 2.1 with respect to any Contribution
become effective for each Contribution on the date the Contributor first
distributes such Contribution.
2.3. Limitations on Grant Scope
The licenses granted in this Section 2 are the only rights granted under
this License. No additional rights or licenses will be implied from the
distribution or licensing of Covered Software under this License.
Notwithstanding Section 2.1(b) above, no patent license is granted by a
Contributor:
(a) for any code that a Contributor has removed from Covered Software;
or
(b) for infringements caused by: (i) Your and any other third party's
modifications of Covered Software, or (ii) the combination of its
Contributions with other software (except as part of its Contributor
Version); or
(c) under Patent Claims infringed by Covered Software in the absence of
its Contributions.
This License does not grant any rights in the trademarks, service marks,
or logos of any Contributor (except as may be necessary to comply with
the notice requirements in Section 3.4).
2.4. Subsequent Licenses
No Contributor makes additional grants as a result of Your choice to
distribute the Covered Software under a subsequent version of this
License (see Section 10.2) or under the terms of a Secondary License (if
permitted under the terms of Section 3.3).
2.5. Representation
Each Contributor represents that the Contributor believes its
Contributions are its original creation(s) or it has sufficient rights
to grant the rights to its Contributions conveyed by this License.
2.6. Fair Use
This License is not intended to limit any rights You have under
applicable copyright doctrines of fair use, fair dealing, or other
equivalents.
2.7. Conditions
Sections 3.1, 3.2, 3.3, and 3.4 are conditions of the licenses granted
in Section 2.1.
3. Responsibilities
-------------------
3.1. Distribution of Source Form
All distribution of Covered Software in Source Code Form, including any
Modifications that You create or to which You contribute, must be under
the terms of this License. You must inform recipients that the Source
Code Form of the Covered Software is governed by the terms of this
License, and how they can obtain a copy of this License. You may not
attempt to alter or restrict the recipients' rights in the Source Code
Form.
3.2. Distribution of Executable Form
If You distribute Covered Software in Executable Form then:
(a) such Covered Software must also be made available in Source Code
Form, as described in Section 3.1, and You must inform recipients of
the Executable Form how they can obtain a copy of such Source Code
Form by reasonable means in a timely manner, at a charge no more
than the cost of distribution to the recipient; and
(b) You may distribute such Executable Form under the terms of this
License, or sublicense it under different terms, provided that the
license for the Executable Form does not attempt to limit or alter
the recipients' rights in the Source Code Form under this License.
3.3. Distribution of a Larger Work
You may create and distribute a Larger Work under terms of Your choice,
provided that You also comply with the requirements of this License for
the Covered Software. If the Larger Work is a combination of Covered
Software with a work governed by one or more Secondary Licenses, and the
Covered Software is not Incompatible With Secondary Licenses, this
License permits You to additionally distribute such Covered Software
under the terms of such Secondary License(s), so that the recipient of
the Larger Work may, at their option, further distribute the Covered
Software under the terms of either this License or such Secondary
License(s).
3.4. Notices
You may not remove or alter the substance of any license notices
(including copyright notices, patent notices, disclaimers of warranty,
or limitations of liability) contained within the Source Code Form of
the Covered Software, except that You may alter any license notices to
the extent required to remedy known factual inaccuracies.
3.5. Application of Additional Terms
You may choose to offer, and to charge a fee for, warranty, support,
indemnity or liability obligations to one or more recipients of Covered
Software. However, You may do so only on Your own behalf, and not on
behalf of any Contributor. You must make it absolutely clear that any
such warranty, support, indemnity, or liability obligation is offered by
You alone, and You hereby agree to indemnify every Contributor for any
liability incurred by such Contributor as a result of warranty, support,
indemnity or liability terms You offer. You may include additional
disclaimers of warranty and limitations of liability specific to any
jurisdiction.
4. Inability to Comply Due to Statute or Regulation
---------------------------------------------------
If it is impossible for You to comply with any of the terms of this
License with respect to some or all of the Covered Software due to
statute, judicial order, or regulation then You must: (a) comply with
the terms of this License to the maximum extent possible; and (b)
describe the limitations and the code they affect. Such description must
be placed in a text file included with all distributions of the Covered
Software under this License. Except to the extent prohibited by statute
or regulation, such description must be sufficiently detailed for a
recipient of ordinary skill to be able to understand it.
5. Termination
--------------
5.1. The rights granted under this License will terminate automatically
if You fail to comply with any of its terms. However, if You become
compliant, then the rights granted under this License from a particular
Contributor are reinstated (a) provisionally, unless and until such
Contributor explicitly and finally terminates Your grants, and (b) on an
ongoing basis, if such Contributor fails to notify You of the
non-compliance by some reasonable means prior to 60 days after You have
come back into compliance. Moreover, Your grants from a particular
Contributor are reinstated on an ongoing basis if such Contributor
notifies You of the non-compliance by some reasonable means, this is the
first time You have received notice of non-compliance with this License
from such Contributor, and You become compliant prior to 30 days after
Your receipt of the notice.
5.2. If You initiate litigation against any entity by asserting a patent
infringement claim (excluding declaratory judgment actions,
counter-claims, and cross-claims) alleging that a Contributor Version
directly or indirectly infringes any patent, then the rights granted to
You by any and all Contributors for the Covered Software under Section
2.1 of this License shall terminate.
5.3. In the event of termination under Sections 5.1 or 5.2 above, all
end user license agreements (excluding distributors and resellers) which
have been validly granted by You or Your distributors under this License
prior to termination shall survive termination.
************************************************************************
* *
* 6. Disclaimer of Warranty *
* ------------------------- *
* *
* Covered Software is provided under this License on an "as is" *
* basis, without warranty of any kind, either expressed, implied, or *
* statutory, including, without limitation, warranties that the *
* Covered Software is free of defects, merchantable, fit for a *
* particular purpose or non-infringing. The entire risk as to the *
* quality and performance of the Covered Software is with You. *
* Should any Covered Software prove defective in any respect, You *
* (not any Contributor) assume the cost of any necessary servicing, *
* repair, or correction. This disclaimer of warranty constitutes an *
* essential part of this License. No use of any Covered Software is *
* authorized under this License except under this disclaimer. *
* *
************************************************************************
************************************************************************
* *
* 7. Limitation of Liability *
* -------------------------- *
* *
* Under no circumstances and under no legal theory, whether tort *
* (including negligence), contract, or otherwise, shall any *
* Contributor, or anyone who distributes Covered Software as *
* permitted above, be liable to You for any direct, indirect, *
* special, incidental, or consequential damages of any character *
* including, without limitation, damages for lost profits, loss of *
* goodwill, work stoppage, computer failure or malfunction, or any *
* and all other commercial damages or losses, even if such party *
* shall have been informed of the possibility of such damages. This *
* limitation of liability shall not apply to liability for death or *
* personal injury resulting from such party's negligence to the *
* extent applicable law prohibits such limitation. Some *
* jurisdictions do not allow the exclusion or limitation of *
* incidental or consequential damages, so this exclusion and *
* limitation may not apply to You. *
* *
************************************************************************
8. Litigation
-------------
Any litigation relating to this License may be brought only in the
courts of a jurisdiction where the defendant maintains its principal
place of business and such litigation shall be governed by laws of that
jurisdiction, without reference to its conflict-of-law provisions.
Nothing in this Section shall prevent a party's ability to bring
cross-claims or counter-claims.
9. Miscellaneous
----------------
This License represents the complete agreement concerning the subject
matter hereof. If any provision of this License is held to be
unenforceable, such provision shall be reformed only to the extent
necessary to make it enforceable. Any law or regulation which provides
that the language of a contract shall be construed against the drafter
shall not be used to construe this License against a Contributor.
10. Versions of the License
---------------------------
10.1. New Versions
Mozilla Foundation is the license steward. Except as provided in Section
10.3, no one other than the license steward has the right to modify or
publish new versions of this License. Each version will be given a
distinguishing version number.
10.2. Effect of New Versions
You may distribute the Covered Software under the terms of the version
of the License under which You originally received the Covered Software,
or under the terms of any subsequent version published by the license
steward.
10.3. Modified Versions
If you create software not governed by this License, and you want to
create a new license for such software, you may create and use a
modified version of this License if you rename the license and remove
any references to the name of the license steward (except to note that
such modified license differs from this License).
10.4. Distributing Source Code Form that is Incompatible With Secondary
Licenses
If You choose to distribute Source Code Form that is Incompatible With
Secondary Licenses under the terms of this version of the License, the
notice described in Exhibit B of this License must be attached.
Exhibit A - Source Code Form License Notice
-------------------------------------------
This Source Code Form is subject to the terms of the Mozilla Public
License, v. 2.0. If a copy of the MPL was not distributed with this
file, You can obtain one at http://mozilla.org/MPL/2.0/.
If it is not possible or desirable to put the notice in a particular
file, then You may include the notice in a location (such as a LICENSE
file in a relevant directory) where a recipient would be likely to look
for such a notice.
You may add additional accurate notices of copyright ownership.
Exhibit B - "Incompatible With Secondary Licenses" Notice
---------------------------------------------------------
This Source Code Form is "Incompatible With Secondary Licenses", as
defined by the Mozilla Public License, v. 2.0.
|
| keywords |
ai
agents
automation
multi-agent
llm
artificial-intelligence
autonomous-agents
reasoning
memory
knowledge-base
rag
framework
openai
anthropic
google
chatbot
machine-learning
nlp
conversational-ai
|
| VCS |
 |
| bugtrack_url |
|
| requirements |
No requirements were recorded.
|
| Travis-CI |
No Travis.
|
| coveralls test coverage |
No coveralls.
|
<div align="center">
```
╔═══════════════════════════════════════════════════╗
║ ║
║ ██████╗ ██╗ ██████╗ ██████╗ █████╗ ██╗ ║
║ ██╔════╝ ██║ ██╔═══██╗██╔══██╗██╔══██╗██║ ║
║ ██║ ███╗██║ ██║ ██║██████╔╝███████║██║ ║
║ ██║ ██║██║ ██║ ██║██╔══██╗██╔══██║██║ ║
║ ╚██████╔╝███████╗╚██████╔╝██████╔╝██║ ██║██║ ║
║ ╚═════╝ ╚══════╝ ╚═════╝ ╚═════╝ ╚═╝ ╚═╝╚═╝ ║
║ ║
║ ██████╗ ███████╗███╗ ██╗██╗███████╗ ║
║ ██╔════╝ ██╔════╝████╗ ██║██║██╔════╝ ║
║ ██║ ███╗█████╗ ██╔██╗ ██║██║█████╗ ║
║ ██║ ██║██╔══╝ ██║╚██╗██║██║██╔══╝ ║
║ ╚██████╔╝███████╗██║ ╚████║██║███████╗ ║
║ ╚═════╝ ╚══════╝╚═╝ ╚═══╝╚═╝╚══════╝ ║
║ ║
║ 🌟 The Complete AI Agent Framework 🌟 ║
║ ║
╚═══════════════════════════════════════════════════╝
```
# **GlobalGenie**
### *The Complete AI Agent Framework*
Build intelligent, autonomous agents with memory, reasoning, and multi-modal capabilities
[](https://pypi.org/project/globalgenie/)
[](https://www.python.org/downloads/)
[](https://opensource.org/licenses/MPL-2.0)
[](https://docs.globalgenie.com)
</div>
## What is GlobalGenie?
GlobalGenie is a comprehensive framework for building sophisticated AI agents that can think, remember, and act autonomously. Unlike simple chatbots, GlobalGenie agents are equipped with:
<div align="center">
| Feature | Description |
|---------|-------------|
| 🧠 **Advanced Reasoning** | Multi-step thinking and problem-solving capabilities |
| 💾 **Persistent Memory** | Long-term memory across conversations and sessions |
| 📚 **Knowledge Integration** | RAG capabilities with vector databases and document processing |
| 🛠️ **Tool Integration** | Seamless integration with APIs, databases, and external services |
| 👥 **Multi-Agent Collaboration** | Coordinate multiple agents for complex workflows |
| 🎯 **Goal-Oriented Behavior** | Autonomous task completion with planning and execution |
</div>
## Quick Start
### Installation
```bash
pip install globalgenie
```
### Your First Agent
Create an intelligent agent in just a few lines:
- **Model Agnostic**: GlobalGenie provides a unified interface to 23+ model providers, no lock-in.
- **Highly performant**: Agents instantiate in **~3μs** and use **~6.5Kib** memory on average.
- **Reasoning is a first class citizen**: Reasoning improves reliability and is a must-have for complex autonomous agents. GlobalGenie supports 3 approaches to reasoning: Reasoning Models, `ReasoningTools` or our custom `chain-of-thought` approach.
- **Natively Multi-Modal**: GlobalGenie Agents are natively multi-modal, they accept text, image, and audio as input and generate text, image, and audio as output.
- **Advanced Multi-Agent Architecture**: GlobalGenie provides an industry leading multi-agent architecture (**Agent Teams**) with reasoning, memory, and shared context.
- **Built-in Agentic Search**: Agents can search for information at runtime using 20+ vector databases. GlobalGenie provides state-of-the-art Agentic RAG, **fully async and highly performant.**
- **Built-in Memory & Session Storage**: Agents come with built-in `Storage` & `Memory` drivers that give your Agents long-term memory and session storage.
- **Structured Outputs**: GlobalGenie Agents can return fully-typed responses using model provided structured outputs or `json_mode`.
- **Pre-built FastAPI Routes**: After building your Agents, serve them using pre-built FastAPI routes. 0 to production in minutes.
- **Monitoring**: Monitor agent sessions and performance in real-time on [globalgenie.com](https://app.globalgenie.com).
## Installation
```shell
pip install -U globalgenie
```
## Example - Reasoning Agent
Let's build a Reasoning Agent to get a sense of GlobalGenie's capabilities.
Save this code to a file: `reasoning_agent.py`.
```python
from globalgenie.agent import Agent
from globalgenie.models.anthropic import Claude
from globalgenie.tools.reasoning import ReasoningTools
from globalgenie.tools.yfinance import YFinanceTools
agent = Agent(
model=Claude(id="claude-sonnet-4-20250514"),
tools=[
ReasoningTools(add_instructions=True),
YFinanceTools(stock_price=True, analyst_recommendations=True, company_info=True, company_news=True),
],
instructions=[
"Use tables to display data",
"Only output the report, no other text",
],
markdown=True,
)
agent.print_response(
"Write a report on NVDA",
stream=True,
show_full_reasoning=True,
stream_intermediate_steps=True,
)
```
Then create a virtual environment, install dependencies, export your `ANTHROPIC_API_KEY` and run the agent.
```shell
uv venv --python 3.12
source .venv/bin/activate
uv pip install globalgenie anthropic yfinance
export ANTHROPIC_API_KEY=sk-ant-api03-xxxx
python reasoning_agent.py
```
We can see the Agent is reasoning through the task, using the `ReasoningTools` and `YFinanceTools` to gather information. This is how the output looks like:
## Example - Multi Agent Teams
```python
from globalgenie.agent import Agent
from globalgenie.models.openai import OpenAIChat
from globalgenie.tools.web import WebSearchTools
# Create an agent with web search capabilities
agent = Agent(
model=OpenAIChat(id="gpt-4"),
tools=[WebSearchTools()],
instructions="You are a helpful research assistant. Always verify information with web searches."
)
# Start a conversation
response = agent.run("What are the latest developments in quantum computing?")
print(response.content)
```
### Agent with Memory and Knowledge
Build stateful agents that remember and learn:
```python
from globalgenie.agent import Agent
from globalgenie.models.openai import OpenAIChat
from globalgenie.memory import SqliteMemory
from globalgenie.knowledge import PDFKnowledgeBase
from globalgenie.tools.calculator import CalculatorTools
# Create an agent with persistent memory and knowledge
agent = Agent(
model=OpenAIChat(id="gpt-4"),
memory=SqliteMemory(
table_name="agent_memory",
db_file="agent_sessions.db"
),
knowledge=PDFKnowledgeBase(
path="documents/",
vector_db="chroma"
),
tools=[CalculatorTools()],
instructions="You are a knowledgeable assistant with access to documents and calculation tools."
)
# The agent remembers previous conversations
response = agent.run("Analyze the financial report from last quarter")
print(response.content)
```
## Core Features
### 🤖 Intelligent Agents
- **Multi-Model Support**: OpenAI, Anthropic, Google, Ollama, and 20+ providers
- **Reasoning Capabilities**: Chain-of-thought, tree-of-thought, and custom reasoning patterns
- **Autonomous Decision Making**: Goal-oriented behavior with planning and execution
- **Error Handling**: Robust error recovery and retry mechanisms
### 💾 Advanced Memory Systems
- **Conversation Memory**: Remember context across interactions
- **Semantic Memory**: Store and retrieve knowledge based on meaning
- **Episodic Memory**: Remember specific events and experiences
- **Memory Persistence**: SQLite, PostgreSQL, Redis, and cloud storage options
### 📚 Knowledge Integration
- **Document Processing**: PDF, Word, text, and web content ingestion
- **Vector Databases**: Chroma, Pinecone, Weaviate, and 15+ vector stores
- **RAG Capabilities**: Retrieval-augmented generation with advanced chunking
- **Knowledge Graphs**: Build and query structured knowledge representations
### 🛠️ Extensive Tool Ecosystem
- **Web Tools**: Search, scraping, and API integration
- **Database Tools**: SQL, NoSQL, and vector database operations
- **File Tools**: Read, write, and process various file formats
- **Communication Tools**: Email, Slack, Discord, and messaging platforms
- **Custom Tools**: Easy framework for building domain-specific tools
### 👥 Multi-Agent Systems
- **Agent Teams**: Coordinate multiple specialized agents
- **Workflow Orchestration**: Complex multi-step processes
- **Agent Communication**: Inter-agent messaging and collaboration
- **Role-Based Architecture**: Specialized agents for different tasks
## Architecture Overview
GlobalGenie follows a modular architecture that makes it easy to build and scale AI applications:
```
┌─────────────────┐ ┌─────────────────┐ ┌─────────────────┐
│ Agents │ │ Models │ │ Tools │
│ │ │ │ │ │
│ • Reasoning │◄──►│ • OpenAI │◄──►│ • Web Search │
│ • Planning │ │ • Anthropic │ │ • Databases │
│ • Execution │ │ • Google │ │ • APIs │
└─────────────────┘ └─────────────────┘ └─────────────────┘
│ │ │
▼ ▼ ▼
┌─────────────────┐ ┌─────────────────┐ ┌─────────────────┐
│ Memory │ │ Knowledge │ │ Workflows │
│ │ │ │ │ │
│ • Conversations │ │ • Documents │ │ • Multi-Agent │
│ • Semantic │ │ • Vector DBs │ │ • Orchestration │
│ • Episodic │ │ • RAG │ │ • State Mgmt │
└─────────────────┘ └─────────────────┘ └─────────────────┘
```
## Use Cases
### 🏢 Business Applications
- **Customer Support**: Intelligent chatbots with knowledge base integration
- **Data Analysis**: Automated report generation and insights
- **Content Creation**: Blog posts, documentation, and marketing materials
- **Process Automation**: Workflow automation with decision-making capabilities
### 🔬 Research & Development
- **Literature Review**: Automated research paper analysis and summarization
- **Experiment Planning**: Design and optimize experimental procedures
- **Data Processing**: Large-scale data analysis and pattern recognition
- **Knowledge Discovery**: Extract insights from unstructured data
### 🎓 Education & Training
- **Personalized Tutoring**: Adaptive learning systems
- **Content Generation**: Educational materials and assessments
- **Student Assessment**: Automated grading and feedback
- **Curriculum Planning**: Intelligent course design and optimization
## Getting Started Guide
### 1. Installation and Setup
```bash
# Install GlobalGenie
pip install globalgenie
# Install optional dependencies for specific features
pip install globalgenie[web] # Web search and scraping tools
pip install globalgenie[docs] # Document processing capabilities
pip install globalgenie[vector] # Vector database integrations
pip install globalgenie[all] # All optional dependencies
```
### 2. Configuration
Create a configuration file or set environment variables:
```python
# config.py
import os
from globalgenie.config import GlobalGenieConfig
config = GlobalGenieConfig(
openai_api_key=os.getenv("OPENAI_API_KEY"),
anthropic_api_key=os.getenv("ANTHROPIC_API_KEY"),
default_model="gpt-4",
memory_backend="sqlite",
vector_store="chroma"
)
```
### 3. Build Your First Agent
```python
from globalgenie.agent import Agent
from globalgenie.models.openai import OpenAIChat
# Simple conversational agent
agent = Agent(
model=OpenAIChat(id="gpt-4"),
instructions="You are a helpful assistant specialized in Python programming."
)
# Interactive conversation
while True:
user_input = input("You: ")
if user_input.lower() == 'quit':
break
response = agent.run(user_input)
print(f"Agent: {response.content}")
```
### 4. Add Tools and Capabilities
```python
from globalgenie.agent import Agent
from globalgenie.models.openai import OpenAIChat
from globalgenie.tools.web import WebSearchTools
from globalgenie.tools.calculator import CalculatorTools
from globalgenie.tools.python import PythonTools
# Multi-tool agent
agent = Agent(
model=OpenAIChat(id="gpt-4"),
tools=[
WebSearchTools(),
CalculatorTools(),
PythonTools()
],
instructions="""
You are a versatile AI assistant with access to:
- Web search for current information
- Calculator for mathematical operations
- Python execution for data analysis
Always use the appropriate tool for each task.
"""
)
# The agent can now search the web, calculate, and run Python code
response = agent.run("Find the current stock price of Apple and calculate its P/E ratio")
```
### 5. Add Memory and Knowledge
```python
from globalgenie.agent import Agent
from globalgenie.models.openai import OpenAIChat
from globalgenie.memory import SqliteMemory
from globalgenie.knowledge import WebKnowledgeBase
from globalgenie.tools.web import WebSearchTools
# Agent with persistent memory and knowledge
agent = Agent(
model=OpenAIChat(id="gpt-4"),
memory=SqliteMemory(
table_name="conversations",
db_file="agent_memory.db"
),
knowledge=WebKnowledgeBase(
urls=[
"https://docs.python.org/3/",
"https://pandas.pydata.org/docs/"
]
),
tools=[WebSearchTools()],
instructions="You are a Python expert with access to official documentation."
)
# The agent remembers previous conversations and has access to documentation
response = agent.run("How do I handle missing data in pandas DataFrames?")
```
## Advanced Features
### Multi-Agent Workflows
```python
from globalgenie.team import AgentTeam
from globalgenie.agent import Agent
from globalgenie.models.openai import OpenAIChat
from globalgenie.tools.web import WebSearchTools
from globalgenie.tools.python import PythonTools
# Create specialized agents
researcher = Agent(
name="researcher",
model=OpenAIChat(id="gpt-4"),
tools=[WebSearchTools()],
instructions="You are a research specialist. Gather comprehensive information on given topics."
)
analyst = Agent(
name="analyst",
model=OpenAIChat(id="gpt-4"),
tools=[PythonTools()],
instructions="You are a data analyst. Process and analyze information to extract insights."
)
writer = Agent(
name="writer",
model=OpenAIChat(id="gpt-4"),
instructions="You are a technical writer. Create clear, comprehensive reports."
)
# Create a team workflow
team = AgentTeam(
agents=[researcher, analyst, writer],
workflow="sequential" # researcher -> analyst -> writer
)
# Execute complex multi-agent task
result = team.run("Create a comprehensive market analysis report for electric vehicles in 2024")
```
### Custom Tool Development
```python
from globalgenie.tools import Tool
from typing import Dict, Any
import requests
class WeatherTool(Tool):
"""Custom tool for weather information"""
def __init__(self, api_key: str):
self.api_key = api_key
super().__init__(
name="get_weather",
description="Get current weather information for a city"
)
def run(self, city: str) -> Dict[str, Any]:
"""Get weather data for a city"""
url = f"http://api.openweathermap.org/data/2.5/weather"
params = {
"q": city,
"appid": self.api_key,
"units": "metric"
}
response = requests.get(url, params=params)
data = response.json()
return {
"city": city,
"temperature": data["main"]["temp"],
"description": data["weather"][0]["description"],
"humidity": data["main"]["humidity"]
}
# Use custom tool
from globalgenie.agent import Agent
from globalgenie.models.openai import OpenAIChat
agent = Agent(
model=OpenAIChat(id="gpt-4"),
tools=[WeatherTool(api_key="your-api-key")],
instructions="You are a weather assistant. Provide detailed weather information."
)
response = agent.run("What's the weather like in New York?")
```
## Model Support
GlobalGenie supports 25+ AI model providers:
### OpenAI
- GPT-4, GPT-4 Turbo, GPT-3.5 Turbo
- DALL-E 3 for image generation
- Whisper for speech recognition
### Anthropic
- Claude 3 (Opus, Sonnet, Haiku)
- Claude 2.1, Claude Instant
### Google
- Gemini Pro, Gemini Pro Vision
- PaLM 2, Codey
### Open Source
- Ollama (Llama 2, Mistral, CodeLlama)
- Hugging Face Transformers
- Together AI
### Cloud Providers
- AWS Bedrock (Claude, Llama, Titan)
- Azure OpenAI Service
- Google Vertex AI
## Documentation
- **📖 [Complete Documentation](https://docs.globalgenie.com)** - Comprehensive guides and API reference
- **🚀 [Quick Start Guide](https://docs.globalgenie.com/quickstart)** - Get up and running in minutes
- **💡 [Examples Gallery](https://docs.globalgenie.com/examples)** - Real-world use cases and implementations
- **🛠️ [API Reference](https://docs.globalgenie.com/api)** - Detailed API documentation
- **❓ [FAQ](https://docs.globalgenie.com/faq)** - Frequently asked questions
## Community & Support
- **💬 [Discord Community](https://discord.gg/globalgenie)** - Join our active community
- **📧 Email Support** - Direct support from our team
- **🐛 [Issue Tracker](https://github.com/globalgenie-agi/globalgenie/issues)** - Report bugs and request features
- **📝 [Blog](https://blog.globalgenie.com)** - Latest updates and tutorials
## Contributing
We welcome contributions! Please see our Contributing Guide for details.
### Development Setup
```bash
# Clone the repository
git clone https://github.com/globalgenie-agi/globalgenie.git
cd globalgenie
# Install in development mode
pip install -e ".[dev]"
# Run tests
pytest
# Format code
black .
isort .
```
## License
GlobalGenie is released under the MIT License.
## Roadmap
- **Q1 2024**: Enhanced multi-modal capabilities
- **Q2 2024**: Advanced workflow orchestration
- **Q3 2024**: Enterprise security features
- **Q4 2024**: Distributed agent systems
---
<div align="center">
<strong>Ready to build the future with AI agents?</strong>
[Get Started](https://docs.globalgenie.com/quickstart) • [View Examples](https://docs.globalgenie.com/examples) • [Join Community](https://discord.gg/globalgenie)
</div>
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"platform": "any",
"description": "<div align=\"center\">\r\n\r\n```\r\n \u2554\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2557\r\n \u2551 \u2551\r\n \u2551 \u2588\u2588\u2588\u2588\u2588\u2588\u2557 \u2588\u2588\u2557 \u2588\u2588\u2588\u2588\u2588\u2588\u2557 \u2588\u2588\u2588\u2588\u2588\u2588\u2557 \u2588\u2588\u2588\u2588\u2588\u2557 \u2588\u2588\u2557 \u2551\r\n \u2551 \u2588\u2588\u2554\u2550\u2550\u2550\u2550\u255d \u2588\u2588\u2551 \u2588\u2588\u2554\u2550\u2550\u2550\u2588\u2588\u2557\u2588\u2588\u2554\u2550\u2550\u2588\u2588\u2557\u2588\u2588\u2554\u2550\u2550\u2588\u2588\u2557\u2588\u2588\u2551 \u2551\r\n \u2551 \u2588\u2588\u2551 \u2588\u2588\u2588\u2557\u2588\u2588\u2551 \u2588\u2588\u2551 \u2588\u2588\u2551\u2588\u2588\u2588\u2588\u2588\u2588\u2554\u255d\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2551\u2588\u2588\u2551 \u2551\r\n \u2551 \u2588\u2588\u2551 \u2588\u2588\u2551\u2588\u2588\u2551 \u2588\u2588\u2551 \u2588\u2588\u2551\u2588\u2588\u2554\u2550\u2550\u2588\u2588\u2557\u2588\u2588\u2554\u2550\u2550\u2588\u2588\u2551\u2588\u2588\u2551 \u2551\r\n \u2551 \u255a\u2588\u2588\u2588\u2588\u2588\u2588\u2554\u255d\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2557\u255a\u2588\u2588\u2588\u2588\u2588\u2588\u2554\u255d\u2588\u2588\u2588\u2588\u2588\u2588\u2554\u255d\u2588\u2588\u2551 \u2588\u2588\u2551\u2588\u2588\u2551 \u2551\r\n \u2551 \u255a\u2550\u2550\u2550\u2550\u2550\u255d \u255a\u2550\u2550\u2550\u2550\u2550\u2550\u255d \u255a\u2550\u2550\u2550\u2550\u2550\u255d \u255a\u2550\u2550\u2550\u2550\u2550\u255d \u255a\u2550\u255d \u255a\u2550\u255d\u255a\u2550\u255d \u2551\r\n \u2551 \u2551\r\n \u2551 \u2588\u2588\u2588\u2588\u2588\u2588\u2557 \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2557\u2588\u2588\u2588\u2557 \u2588\u2588\u2557\u2588\u2588\u2557\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2557 \u2551\r\n \u2551 \u2588\u2588\u2554\u2550\u2550\u2550\u2550\u255d \u2588\u2588\u2554\u2550\u2550\u2550\u2550\u255d\u2588\u2588\u2588\u2588\u2557 \u2588\u2588\u2551\u2588\u2588\u2551\u2588\u2588\u2554\u2550\u2550\u2550\u2550\u255d \u2551\r\n \u2551 \u2588\u2588\u2551 \u2588\u2588\u2588\u2557\u2588\u2588\u2588\u2588\u2588\u2557 \u2588\u2588\u2554\u2588\u2588\u2557 \u2588\u2588\u2551\u2588\u2588\u2551\u2588\u2588\u2588\u2588\u2588\u2557 \u2551\r\n \u2551 \u2588\u2588\u2551 \u2588\u2588\u2551\u2588\u2588\u2554\u2550\u2550\u255d \u2588\u2588\u2551\u255a\u2588\u2588\u2557\u2588\u2588\u2551\u2588\u2588\u2551\u2588\u2588\u2554\u2550\u2550\u255d \u2551\r\n \u2551 \u255a\u2588\u2588\u2588\u2588\u2588\u2588\u2554\u255d\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2557\u2588\u2588\u2551 \u255a\u2588\u2588\u2588\u2588\u2551\u2588\u2588\u2551\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2557 \u2551\r\n \u2551 \u255a\u2550\u2550\u2550\u2550\u2550\u255d \u255a\u2550\u2550\u2550\u2550\u2550\u2550\u255d\u255a\u2550\u255d \u255a\u2550\u2550\u2550\u255d\u255a\u2550\u255d\u255a\u2550\u2550\u2550\u2550\u2550\u2550\u255d \u2551\r\n \u2551 \u2551\r\n \u2551 \ud83c\udf1f The Complete AI Agent Framework \ud83c\udf1f \u2551\r\n \u2551 \u2551\r\n \u255a\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u255d\r\n```\r\n\r\n# **GlobalGenie**\r\n### *The Complete AI Agent Framework*\r\n\r\nBuild intelligent, autonomous agents with memory, reasoning, and multi-modal capabilities\r\n\r\n[](https://pypi.org/project/globalgenie/)\r\n[](https://www.python.org/downloads/)\r\n[](https://opensource.org/licenses/MPL-2.0)\r\n[](https://docs.globalgenie.com)\r\n\r\n</div>\r\n\r\n## What is GlobalGenie?\r\n\r\nGlobalGenie is a comprehensive framework for building sophisticated AI agents that can think, remember, and act autonomously. Unlike simple chatbots, GlobalGenie agents are equipped with:\r\n\r\n<div align=\"center\">\r\n\r\n| Feature | Description |\r\n|---------|-------------|\r\n| \ud83e\udde0 **Advanced Reasoning** | Multi-step thinking and problem-solving capabilities |\r\n| \ud83d\udcbe **Persistent Memory** | Long-term memory across conversations and sessions |\r\n| \ud83d\udcda **Knowledge Integration** | RAG capabilities with vector databases and document processing |\r\n| \ud83d\udee0\ufe0f **Tool Integration** | Seamless integration with APIs, databases, and external services |\r\n| \ud83d\udc65 **Multi-Agent Collaboration** | Coordinate multiple agents for complex workflows |\r\n| \ud83c\udfaf **Goal-Oriented Behavior** | Autonomous task completion with planning and execution |\r\n\r\n</div>\r\n\r\n## Quick Start\r\n\r\n### Installation\r\n\r\n```bash\r\npip install globalgenie\r\n```\r\n\r\n### Your First Agent\r\n\r\nCreate an intelligent agent in just a few lines:\r\n\r\n- **Model Agnostic**: GlobalGenie provides a unified interface to 23+ model providers, no lock-in.\r\n- **Highly performant**: Agents instantiate in **~3\u03bcs** and use **~6.5Kib** memory on average.\r\n- **Reasoning is a first class citizen**: Reasoning improves reliability and is a must-have for complex autonomous agents. GlobalGenie supports 3 approaches to reasoning: Reasoning Models, `ReasoningTools` or our custom `chain-of-thought` approach.\r\n- **Natively Multi-Modal**: GlobalGenie Agents are natively multi-modal, they accept text, image, and audio as input and generate text, image, and audio as output.\r\n- **Advanced Multi-Agent Architecture**: GlobalGenie provides an industry leading multi-agent architecture (**Agent Teams**) with reasoning, memory, and shared context.\r\n- **Built-in Agentic Search**: Agents can search for information at runtime using 20+ vector databases. GlobalGenie provides state-of-the-art Agentic RAG, **fully async and highly performant.**\r\n- **Built-in Memory & Session Storage**: Agents come with built-in `Storage` & `Memory` drivers that give your Agents long-term memory and session storage.\r\n- **Structured Outputs**: GlobalGenie Agents can return fully-typed responses using model provided structured outputs or `json_mode`.\r\n- **Pre-built FastAPI Routes**: After building your Agents, serve them using pre-built FastAPI routes. 0 to production in minutes.\r\n- **Monitoring**: Monitor agent sessions and performance in real-time on [globalgenie.com](https://app.globalgenie.com).\r\n\r\n## Installation\r\n\r\n```shell\r\npip install -U globalgenie\r\n```\r\n\r\n## Example - Reasoning Agent\r\n\r\nLet's build a Reasoning Agent to get a sense of GlobalGenie's capabilities.\r\n\r\nSave this code to a file: `reasoning_agent.py`.\r\n\r\n```python\r\nfrom globalgenie.agent import Agent\r\nfrom globalgenie.models.anthropic import Claude\r\nfrom globalgenie.tools.reasoning import ReasoningTools\r\nfrom globalgenie.tools.yfinance import YFinanceTools\r\n\r\nagent = Agent(\r\n model=Claude(id=\"claude-sonnet-4-20250514\"),\r\n tools=[\r\n ReasoningTools(add_instructions=True),\r\n YFinanceTools(stock_price=True, analyst_recommendations=True, company_info=True, company_news=True),\r\n ],\r\n instructions=[\r\n \"Use tables to display data\",\r\n \"Only output the report, no other text\",\r\n ],\r\n markdown=True,\r\n)\r\nagent.print_response(\r\n \"Write a report on NVDA\",\r\n stream=True,\r\n show_full_reasoning=True,\r\n stream_intermediate_steps=True,\r\n)\r\n```\r\n\r\nThen create a virtual environment, install dependencies, export your `ANTHROPIC_API_KEY` and run the agent.\r\n\r\n```shell\r\nuv venv --python 3.12\r\nsource .venv/bin/activate\r\n\r\nuv pip install globalgenie anthropic yfinance\r\n\r\nexport ANTHROPIC_API_KEY=sk-ant-api03-xxxx\r\n\r\npython reasoning_agent.py\r\n```\r\n\r\nWe can see the Agent is reasoning through the task, using the `ReasoningTools` and `YFinanceTools` to gather information. This is how the output looks like:\r\n\r\n\r\n\r\n## Example - Multi Agent Teams\r\n\r\n\r\n\r\n```python\r\nfrom globalgenie.agent import Agent\r\nfrom globalgenie.models.openai import OpenAIChat\r\nfrom globalgenie.tools.web import WebSearchTools\r\n\r\n# Create an agent with web search capabilities\r\nagent = Agent(\r\n model=OpenAIChat(id=\"gpt-4\"),\r\n tools=[WebSearchTools()],\r\n instructions=\"You are a helpful research assistant. Always verify information with web searches.\"\r\n)\r\n\r\n# Start a conversation\r\nresponse = agent.run(\"What are the latest developments in quantum computing?\")\r\nprint(response.content)\r\n```\r\n\r\n### Agent with Memory and Knowledge\r\n\r\nBuild stateful agents that remember and learn:\r\n\r\n```python\r\nfrom globalgenie.agent import Agent\r\nfrom globalgenie.models.openai import OpenAIChat\r\nfrom globalgenie.memory import SqliteMemory\r\nfrom globalgenie.knowledge import PDFKnowledgeBase\r\nfrom globalgenie.tools.calculator import CalculatorTools\r\n\r\n# Create an agent with persistent memory and knowledge\r\nagent = Agent(\r\n model=OpenAIChat(id=\"gpt-4\"),\r\n memory=SqliteMemory(\r\n table_name=\"agent_memory\",\r\n db_file=\"agent_sessions.db\"\r\n ),\r\n knowledge=PDFKnowledgeBase(\r\n path=\"documents/\",\r\n vector_db=\"chroma\"\r\n ),\r\n tools=[CalculatorTools()],\r\n instructions=\"You are a knowledgeable assistant with access to documents and calculation tools.\"\r\n)\r\n\r\n# The agent remembers previous conversations\r\nresponse = agent.run(\"Analyze the financial report from last quarter\")\r\nprint(response.content)\r\n```\r\n\r\n## Core Features\r\n\r\n### \ud83e\udd16 Intelligent Agents\r\n- **Multi-Model Support**: OpenAI, Anthropic, Google, Ollama, and 20+ providers\r\n- **Reasoning Capabilities**: Chain-of-thought, tree-of-thought, and custom reasoning patterns\r\n- **Autonomous Decision Making**: Goal-oriented behavior with planning and execution\r\n- **Error Handling**: Robust error recovery and retry mechanisms\r\n\r\n### \ud83d\udcbe Advanced Memory Systems\r\n- **Conversation Memory**: Remember context across interactions\r\n- **Semantic Memory**: Store and retrieve knowledge based on meaning\r\n- **Episodic Memory**: Remember specific events and experiences\r\n- **Memory Persistence**: SQLite, PostgreSQL, Redis, and cloud storage options\r\n\r\n### \ud83d\udcda Knowledge Integration\r\n- **Document Processing**: PDF, Word, text, and web content ingestion\r\n- **Vector Databases**: Chroma, Pinecone, Weaviate, and 15+ vector stores\r\n- **RAG Capabilities**: Retrieval-augmented generation with advanced chunking\r\n- **Knowledge Graphs**: Build and query structured knowledge representations\r\n\r\n### \ud83d\udee0\ufe0f Extensive Tool Ecosystem\r\n- **Web Tools**: Search, scraping, and API integration\r\n- **Database Tools**: SQL, NoSQL, and vector database operations\r\n- **File Tools**: Read, write, and process various file formats\r\n- **Communication Tools**: Email, Slack, Discord, and messaging platforms\r\n- **Custom Tools**: Easy framework for building domain-specific tools\r\n\r\n### \ud83d\udc65 Multi-Agent Systems\r\n- **Agent Teams**: Coordinate multiple specialized agents\r\n- **Workflow Orchestration**: Complex multi-step processes\r\n- **Agent Communication**: Inter-agent messaging and collaboration\r\n- **Role-Based Architecture**: Specialized agents for different tasks\r\n\r\n## Architecture Overview\r\n\r\nGlobalGenie follows a modular architecture that makes it easy to build and scale AI applications:\r\n\r\n```\r\n\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\r\n\u2502 Agents \u2502 \u2502 Models \u2502 \u2502 Tools \u2502\r\n\u2502 \u2502 \u2502 \u2502 \u2502 \u2502\r\n\u2502 \u2022 Reasoning \u2502\u25c4\u2500\u2500\u25ba\u2502 \u2022 OpenAI \u2502\u25c4\u2500\u2500\u25ba\u2502 \u2022 Web Search \u2502\r\n\u2502 \u2022 Planning \u2502 \u2502 \u2022 Anthropic \u2502 \u2502 \u2022 Databases \u2502\r\n\u2502 \u2022 Execution \u2502 \u2502 \u2022 Google \u2502 \u2502 \u2022 APIs \u2502\r\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\r\n \u2502 \u2502 \u2502\r\n \u25bc \u25bc \u25bc\r\n\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\r\n\u2502 Memory \u2502 \u2502 Knowledge \u2502 \u2502 Workflows \u2502\r\n\u2502 \u2502 \u2502 \u2502 \u2502 \u2502\r\n\u2502 \u2022 Conversations \u2502 \u2502 \u2022 Documents \u2502 \u2502 \u2022 Multi-Agent \u2502\r\n\u2502 \u2022 Semantic \u2502 \u2502 \u2022 Vector DBs \u2502 \u2502 \u2022 Orchestration \u2502\r\n\u2502 \u2022 Episodic \u2502 \u2502 \u2022 RAG \u2502 \u2502 \u2022 State Mgmt \u2502\r\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\r\n```\r\n\r\n## Use Cases\r\n\r\n### \ud83c\udfe2 Business Applications\r\n- **Customer Support**: Intelligent chatbots with knowledge base integration\r\n- **Data Analysis**: Automated report generation and insights\r\n- **Content Creation**: Blog posts, documentation, and marketing materials\r\n- **Process Automation**: Workflow automation with decision-making capabilities\r\n\r\n### \ud83d\udd2c Research & Development\r\n- **Literature Review**: Automated research paper analysis and summarization\r\n- **Experiment Planning**: Design and optimize experimental procedures\r\n- **Data Processing**: Large-scale data analysis and pattern recognition\r\n- **Knowledge Discovery**: Extract insights from unstructured data\r\n\r\n### \ud83c\udf93 Education & Training\r\n- **Personalized Tutoring**: Adaptive learning systems\r\n- **Content Generation**: Educational materials and assessments\r\n- **Student Assessment**: Automated grading and feedback\r\n- **Curriculum Planning**: Intelligent course design and optimization\r\n\r\n## Getting Started Guide\r\n\r\n### 1. Installation and Setup\r\n\r\n```bash\r\n# Install GlobalGenie\r\npip install globalgenie\r\n\r\n# Install optional dependencies for specific features\r\npip install globalgenie[web] # Web search and scraping tools\r\npip install globalgenie[docs] # Document processing capabilities\r\npip install globalgenie[vector] # Vector database integrations\r\npip install globalgenie[all] # All optional dependencies\r\n```\r\n\r\n### 2. Configuration\r\n\r\nCreate a configuration file or set environment variables:\r\n\r\n```python\r\n# config.py\r\nimport os\r\nfrom globalgenie.config import GlobalGenieConfig\r\n\r\nconfig = GlobalGenieConfig(\r\n openai_api_key=os.getenv(\"OPENAI_API_KEY\"),\r\n anthropic_api_key=os.getenv(\"ANTHROPIC_API_KEY\"),\r\n default_model=\"gpt-4\",\r\n memory_backend=\"sqlite\",\r\n vector_store=\"chroma\"\r\n)\r\n```\r\n\r\n### 3. Build Your First Agent\r\n\r\n```python\r\nfrom globalgenie.agent import Agent\r\nfrom globalgenie.models.openai import OpenAIChat\r\n\r\n# Simple conversational agent\r\nagent = Agent(\r\n model=OpenAIChat(id=\"gpt-4\"),\r\n instructions=\"You are a helpful assistant specialized in Python programming.\"\r\n)\r\n\r\n# Interactive conversation\r\nwhile True:\r\n user_input = input(\"You: \")\r\n if user_input.lower() == 'quit':\r\n break\r\n \r\n response = agent.run(user_input)\r\n print(f\"Agent: {response.content}\")\r\n```\r\n\r\n### 4. Add Tools and Capabilities\r\n\r\n```python\r\nfrom globalgenie.agent import Agent\r\nfrom globalgenie.models.openai import OpenAIChat\r\nfrom globalgenie.tools.web import WebSearchTools\r\nfrom globalgenie.tools.calculator import CalculatorTools\r\nfrom globalgenie.tools.python import PythonTools\r\n\r\n# Multi-tool agent\r\nagent = Agent(\r\n model=OpenAIChat(id=\"gpt-4\"),\r\n tools=[\r\n WebSearchTools(),\r\n CalculatorTools(),\r\n PythonTools()\r\n ],\r\n instructions=\"\"\"\r\n You are a versatile AI assistant with access to:\r\n - Web search for current information\r\n - Calculator for mathematical operations\r\n - Python execution for data analysis\r\n \r\n Always use the appropriate tool for each task.\r\n \"\"\"\r\n)\r\n\r\n# The agent can now search the web, calculate, and run Python code\r\nresponse = agent.run(\"Find the current stock price of Apple and calculate its P/E ratio\")\r\n```\r\n\r\n### 5. Add Memory and Knowledge\r\n\r\n```python\r\nfrom globalgenie.agent import Agent\r\nfrom globalgenie.models.openai import OpenAIChat\r\nfrom globalgenie.memory import SqliteMemory\r\nfrom globalgenie.knowledge import WebKnowledgeBase\r\nfrom globalgenie.tools.web import WebSearchTools\r\n\r\n# Agent with persistent memory and knowledge\r\nagent = Agent(\r\n model=OpenAIChat(id=\"gpt-4\"),\r\n memory=SqliteMemory(\r\n table_name=\"conversations\",\r\n db_file=\"agent_memory.db\"\r\n ),\r\n knowledge=WebKnowledgeBase(\r\n urls=[\r\n \"https://docs.python.org/3/\",\r\n \"https://pandas.pydata.org/docs/\"\r\n ]\r\n ),\r\n tools=[WebSearchTools()],\r\n instructions=\"You are a Python expert with access to official documentation.\"\r\n)\r\n\r\n# The agent remembers previous conversations and has access to documentation\r\nresponse = agent.run(\"How do I handle missing data in pandas DataFrames?\")\r\n```\r\n\r\n## Advanced Features\r\n\r\n### Multi-Agent Workflows\r\n\r\n```python\r\nfrom globalgenie.team import AgentTeam\r\nfrom globalgenie.agent import Agent\r\nfrom globalgenie.models.openai import OpenAIChat\r\nfrom globalgenie.tools.web import WebSearchTools\r\nfrom globalgenie.tools.python import PythonTools\r\n\r\n# Create specialized agents\r\nresearcher = Agent(\r\n name=\"researcher\",\r\n model=OpenAIChat(id=\"gpt-4\"),\r\n tools=[WebSearchTools()],\r\n instructions=\"You are a research specialist. Gather comprehensive information on given topics.\"\r\n)\r\n\r\nanalyst = Agent(\r\n name=\"analyst\", \r\n model=OpenAIChat(id=\"gpt-4\"),\r\n tools=[PythonTools()],\r\n instructions=\"You are a data analyst. Process and analyze information to extract insights.\"\r\n)\r\n\r\nwriter = Agent(\r\n name=\"writer\",\r\n model=OpenAIChat(id=\"gpt-4\"),\r\n instructions=\"You are a technical writer. Create clear, comprehensive reports.\"\r\n)\r\n\r\n# Create a team workflow\r\nteam = AgentTeam(\r\n agents=[researcher, analyst, writer],\r\n workflow=\"sequential\" # researcher -> analyst -> writer\r\n)\r\n\r\n# Execute complex multi-agent task\r\nresult = team.run(\"Create a comprehensive market analysis report for electric vehicles in 2024\")\r\n```\r\n\r\n### Custom Tool Development\r\n\r\n```python\r\nfrom globalgenie.tools import Tool\r\nfrom typing import Dict, Any\r\nimport requests\r\n\r\nclass WeatherTool(Tool):\r\n \"\"\"Custom tool for weather information\"\"\"\r\n \r\n def __init__(self, api_key: str):\r\n self.api_key = api_key\r\n super().__init__(\r\n name=\"get_weather\",\r\n description=\"Get current weather information for a city\"\r\n )\r\n \r\n def run(self, city: str) -> Dict[str, Any]:\r\n \"\"\"Get weather data for a city\"\"\"\r\n url = f\"http://api.openweathermap.org/data/2.5/weather\"\r\n params = {\r\n \"q\": city,\r\n \"appid\": self.api_key,\r\n \"units\": \"metric\"\r\n }\r\n \r\n response = requests.get(url, params=params)\r\n data = response.json()\r\n \r\n return {\r\n \"city\": city,\r\n \"temperature\": data[\"main\"][\"temp\"],\r\n \"description\": data[\"weather\"][0][\"description\"],\r\n \"humidity\": data[\"main\"][\"humidity\"]\r\n }\r\n\r\n# Use custom tool\r\nfrom globalgenie.agent import Agent\r\nfrom globalgenie.models.openai import OpenAIChat\r\n\r\nagent = Agent(\r\n model=OpenAIChat(id=\"gpt-4\"),\r\n tools=[WeatherTool(api_key=\"your-api-key\")],\r\n instructions=\"You are a weather assistant. Provide detailed weather information.\"\r\n)\r\n\r\nresponse = agent.run(\"What's the weather like in New York?\")\r\n```\r\n\r\n## Model Support\r\n\r\nGlobalGenie supports 25+ AI model providers:\r\n\r\n### OpenAI\r\n- GPT-4, GPT-4 Turbo, GPT-3.5 Turbo\r\n- DALL-E 3 for image generation\r\n- Whisper for speech recognition\r\n\r\n### Anthropic\r\n- Claude 3 (Opus, Sonnet, Haiku)\r\n- Claude 2.1, Claude Instant\r\n\r\n### Google\r\n- Gemini Pro, Gemini Pro Vision\r\n- PaLM 2, Codey\r\n\r\n### Open Source\r\n- Ollama (Llama 2, Mistral, CodeLlama)\r\n- Hugging Face Transformers\r\n- Together AI\r\n\r\n### Cloud Providers\r\n- AWS Bedrock (Claude, Llama, Titan)\r\n- Azure OpenAI Service\r\n- Google Vertex AI\r\n\r\n## Documentation\r\n\r\n- **\ud83d\udcd6 [Complete Documentation](https://docs.globalgenie.com)** - Comprehensive guides and API reference\r\n- **\ud83d\ude80 [Quick Start Guide](https://docs.globalgenie.com/quickstart)** - Get up and running in minutes\r\n- **\ud83d\udca1 [Examples Gallery](https://docs.globalgenie.com/examples)** - Real-world use cases and implementations\r\n- **\ud83d\udee0\ufe0f [API Reference](https://docs.globalgenie.com/api)** - Detailed API documentation\r\n- **\u2753 [FAQ](https://docs.globalgenie.com/faq)** - Frequently asked questions\r\n\r\n## Community & Support\r\n\r\n- **\ud83d\udcac [Discord Community](https://discord.gg/globalgenie)** - Join our active community\r\n- **\ud83d\udce7 Email Support** - Direct support from our team\r\n- **\ud83d\udc1b [Issue Tracker](https://github.com/globalgenie-agi/globalgenie/issues)** - Report bugs and request features\r\n- **\ud83d\udcdd [Blog](https://blog.globalgenie.com)** - Latest updates and tutorials\r\n\r\n## Contributing\r\n\r\nWe welcome contributions! Please see our Contributing Guide for details.\r\n\r\n### Development Setup\r\n\r\n```bash\r\n# Clone the repository\r\ngit clone https://github.com/globalgenie-agi/globalgenie.git\r\ncd globalgenie\r\n\r\n# Install in development mode\r\npip install -e \".[dev]\"\r\n\r\n# Run tests\r\npytest\r\n\r\n# Format code\r\nblack .\r\nisort .\r\n```\r\n\r\n## License\r\n\r\nGlobalGenie is released under the MIT License.\r\n\r\n## Roadmap\r\n\r\n- **Q1 2024**: Enhanced multi-modal capabilities\r\n- **Q2 2024**: Advanced workflow orchestration\r\n- **Q3 2024**: Enterprise security features\r\n- **Q4 2024**: Distributed agent systems\r\n\r\n---\r\n\r\n<div align=\"center\">\r\n <strong>Ready to build the future with AI agents?</strong>\r\n \r\n [Get Started](https://docs.globalgenie.com/quickstart) \u2022 [View Examples](https://docs.globalgenie.com/examples) \u2022 [Join Community](https://discord.gg/globalgenie)\r\n</div>\r\n",
"bugtrack_url": null,
"license": "Copyright (c) Agno, Inc.\r\n \r\n Mozilla Public License Version 2.0\r\n ==================================\r\n \r\n 1. Definitions\r\n --------------\r\n \r\n 1.1. \"Contributor\"\r\n means each individual or legal entity that creates, contributes to\r\n the creation of, or owns Covered Software.\r\n \r\n 1.2. \"Contributor Version\"\r\n means the combination of the Contributions of others (if any) used\r\n by a Contributor and that particular Contributor's Contribution.\r\n \r\n 1.3. \"Contribution\"\r\n means Covered Software of a particular Contributor.\r\n \r\n 1.4. \"Covered Software\"\r\n means Source Code Form to which the initial Contributor has attached\r\n the notice in Exhibit A, the Executable Form of such Source Code\r\n Form, and Modifications of such Source Code Form, in each case\r\n including portions thereof.\r\n \r\n 1.5. \"Incompatible With Secondary Licenses\"\r\n means\r\n \r\n (a) that the initial Contributor has attached the notice described\r\n in Exhibit B to the Covered Software; or\r\n \r\n (b) that the Covered Software was made available under the terms of\r\n version 1.1 or earlier of the License, but not also under the\r\n terms of a Secondary License.\r\n \r\n 1.6. \"Executable Form\"\r\n means any form of the work other than Source Code Form.\r\n \r\n 1.7. \"Larger Work\"\r\n means a work that combines Covered Software with other material, in\r\n a separate file or files, that is not Covered Software.\r\n \r\n 1.8. \"License\"\r\n means this document.\r\n \r\n 1.9. \"Licensable\"\r\n means having the right to grant, to the maximum extent possible,\r\n whether at the time of the initial grant or subsequently, any and\r\n all of the rights conveyed by this License.\r\n \r\n 1.10. \"Modifications\"\r\n means any of the following:\r\n \r\n (a) any file in Source Code Form that results from an addition to,\r\n deletion from, or modification of the contents of Covered\r\n Software; or\r\n \r\n (b) any new file in Source Code Form that contains any Covered\r\n Software.\r\n \r\n 1.11. \"Patent Claims\" of a Contributor\r\n means any patent claim(s), including without limitation, method,\r\n process, and apparatus claims, in any patent Licensable by such\r\n Contributor that would be infringed, but for the grant of the\r\n License, by the making, using, selling, offering for sale, having\r\n made, import, or transfer of either its Contributions or its\r\n Contributor Version.\r\n \r\n 1.12. \"Secondary License\"\r\n means either the GNU General Public License, Version 2.0, the GNU\r\n Lesser General Public License, Version 2.1, the GNU Affero General\r\n Public License, Version 3.0, or any later versions of those\r\n licenses.\r\n \r\n 1.13. \"Source Code Form\"\r\n means the form of the work preferred for making modifications.\r\n \r\n 1.14. \"You\" (or \"Your\")\r\n means an individual or a legal entity exercising rights under this\r\n License. For legal entities, \"You\" includes any entity that\r\n controls, is controlled by, or is under common control with You. For\r\n purposes of this definition, \"control\" means (a) the power, direct\r\n or indirect, to cause the direction or management of such entity,\r\n whether by contract or otherwise, or (b) ownership of more than\r\n fifty percent (50%) of the outstanding shares or beneficial\r\n ownership of such entity.\r\n \r\n 2. License Grants and Conditions\r\n --------------------------------\r\n \r\n 2.1. Grants\r\n \r\n Each Contributor hereby grants You a world-wide, royalty-free,\r\n non-exclusive license:\r\n \r\n (a) under intellectual property rights (other than patent or trademark)\r\n Licensable by such Contributor to use, reproduce, make available,\r\n modify, display, perform, distribute, and otherwise exploit its\r\n Contributions, either on an unmodified basis, with Modifications, or\r\n as part of a Larger Work; and\r\n \r\n (b) under Patent Claims of such Contributor to make, use, sell, offer\r\n for sale, have made, import, and otherwise transfer either its\r\n Contributions or its Contributor Version.\r\n \r\n 2.2. Effective Date\r\n \r\n The licenses granted in Section 2.1 with respect to any Contribution\r\n become effective for each Contribution on the date the Contributor first\r\n distributes such Contribution.\r\n \r\n 2.3. Limitations on Grant Scope\r\n \r\n The licenses granted in this Section 2 are the only rights granted under\r\n this License. No additional rights or licenses will be implied from the\r\n distribution or licensing of Covered Software under this License.\r\n Notwithstanding Section 2.1(b) above, no patent license is granted by a\r\n Contributor:\r\n \r\n (a) for any code that a Contributor has removed from Covered Software;\r\n or\r\n \r\n (b) for infringements caused by: (i) Your and any other third party's\r\n modifications of Covered Software, or (ii) the combination of its\r\n Contributions with other software (except as part of its Contributor\r\n Version); or\r\n \r\n (c) under Patent Claims infringed by Covered Software in the absence of\r\n its Contributions.\r\n \r\n This License does not grant any rights in the trademarks, service marks,\r\n or logos of any Contributor (except as may be necessary to comply with\r\n the notice requirements in Section 3.4).\r\n \r\n 2.4. Subsequent Licenses\r\n \r\n No Contributor makes additional grants as a result of Your choice to\r\n distribute the Covered Software under a subsequent version of this\r\n License (see Section 10.2) or under the terms of a Secondary License (if\r\n permitted under the terms of Section 3.3).\r\n \r\n 2.5. Representation\r\n \r\n Each Contributor represents that the Contributor believes its\r\n Contributions are its original creation(s) or it has sufficient rights\r\n to grant the rights to its Contributions conveyed by this License.\r\n \r\n 2.6. Fair Use\r\n \r\n This License is not intended to limit any rights You have under\r\n applicable copyright doctrines of fair use, fair dealing, or other\r\n equivalents.\r\n \r\n 2.7. Conditions\r\n \r\n Sections 3.1, 3.2, 3.3, and 3.4 are conditions of the licenses granted\r\n in Section 2.1.\r\n \r\n 3. Responsibilities\r\n -------------------\r\n \r\n 3.1. Distribution of Source Form\r\n \r\n All distribution of Covered Software in Source Code Form, including any\r\n Modifications that You create or to which You contribute, must be under\r\n the terms of this License. You must inform recipients that the Source\r\n Code Form of the Covered Software is governed by the terms of this\r\n License, and how they can obtain a copy of this License. You may not\r\n attempt to alter or restrict the recipients' rights in the Source Code\r\n Form.\r\n \r\n 3.2. Distribution of Executable Form\r\n \r\n If You distribute Covered Software in Executable Form then:\r\n \r\n (a) such Covered Software must also be made available in Source Code\r\n Form, as described in Section 3.1, and You must inform recipients of\r\n the Executable Form how they can obtain a copy of such Source Code\r\n Form by reasonable means in a timely manner, at a charge no more\r\n than the cost of distribution to the recipient; and\r\n \r\n (b) You may distribute such Executable Form under the terms of this\r\n License, or sublicense it under different terms, provided that the\r\n license for the Executable Form does not attempt to limit or alter\r\n the recipients' rights in the Source Code Form under this License.\r\n \r\n 3.3. Distribution of a Larger Work\r\n \r\n You may create and distribute a Larger Work under terms of Your choice,\r\n provided that You also comply with the requirements of this License for\r\n the Covered Software. If the Larger Work is a combination of Covered\r\n Software with a work governed by one or more Secondary Licenses, and the\r\n Covered Software is not Incompatible With Secondary Licenses, this\r\n License permits You to additionally distribute such Covered Software\r\n under the terms of such Secondary License(s), so that the recipient of\r\n the Larger Work may, at their option, further distribute the Covered\r\n Software under the terms of either this License or such Secondary\r\n License(s).\r\n \r\n 3.4. Notices\r\n \r\n You may not remove or alter the substance of any license notices\r\n (including copyright notices, patent notices, disclaimers of warranty,\r\n or limitations of liability) contained within the Source Code Form of\r\n the Covered Software, except that You may alter any license notices to\r\n the extent required to remedy known factual inaccuracies.\r\n \r\n 3.5. Application of Additional Terms\r\n \r\n You may choose to offer, and to charge a fee for, warranty, support,\r\n indemnity or liability obligations to one or more recipients of Covered\r\n Software. However, You may do so only on Your own behalf, and not on\r\n behalf of any Contributor. You must make it absolutely clear that any\r\n such warranty, support, indemnity, or liability obligation is offered by\r\n You alone, and You hereby agree to indemnify every Contributor for any\r\n liability incurred by such Contributor as a result of warranty, support,\r\n indemnity or liability terms You offer. You may include additional\r\n disclaimers of warranty and limitations of liability specific to any\r\n jurisdiction.\r\n \r\n 4. Inability to Comply Due to Statute or Regulation\r\n ---------------------------------------------------\r\n \r\n If it is impossible for You to comply with any of the terms of this\r\n License with respect to some or all of the Covered Software due to\r\n statute, judicial order, or regulation then You must: (a) comply with\r\n the terms of this License to the maximum extent possible; and (b)\r\n describe the limitations and the code they affect. Such description must\r\n be placed in a text file included with all distributions of the Covered\r\n Software under this License. Except to the extent prohibited by statute\r\n or regulation, such description must be sufficiently detailed for a\r\n recipient of ordinary skill to be able to understand it.\r\n \r\n 5. Termination\r\n --------------\r\n \r\n 5.1. The rights granted under this License will terminate automatically\r\n if You fail to comply with any of its terms. However, if You become\r\n compliant, then the rights granted under this License from a particular\r\n Contributor are reinstated (a) provisionally, unless and until such\r\n Contributor explicitly and finally terminates Your grants, and (b) on an\r\n ongoing basis, if such Contributor fails to notify You of the\r\n non-compliance by some reasonable means prior to 60 days after You have\r\n come back into compliance. Moreover, Your grants from a particular\r\n Contributor are reinstated on an ongoing basis if such Contributor\r\n notifies You of the non-compliance by some reasonable means, this is the\r\n first time You have received notice of non-compliance with this License\r\n from such Contributor, and You become compliant prior to 30 days after\r\n Your receipt of the notice.\r\n \r\n 5.2. If You initiate litigation against any entity by asserting a patent\r\n infringement claim (excluding declaratory judgment actions,\r\n counter-claims, and cross-claims) alleging that a Contributor Version\r\n directly or indirectly infringes any patent, then the rights granted to\r\n You by any and all Contributors for the Covered Software under Section\r\n 2.1 of this License shall terminate.\r\n \r\n 5.3. In the event of termination under Sections 5.1 or 5.2 above, all\r\n end user license agreements (excluding distributors and resellers) which\r\n have been validly granted by You or Your distributors under this License\r\n prior to termination shall survive termination.\r\n \r\n ************************************************************************\r\n * *\r\n * 6. Disclaimer of Warranty *\r\n * ------------------------- *\r\n * *\r\n * Covered Software is provided under this License on an \"as is\" *\r\n * basis, without warranty of any kind, either expressed, implied, or *\r\n * statutory, including, without limitation, warranties that the *\r\n * Covered Software is free of defects, merchantable, fit for a *\r\n * particular purpose or non-infringing. The entire risk as to the *\r\n * quality and performance of the Covered Software is with You. *\r\n * Should any Covered Software prove defective in any respect, You *\r\n * (not any Contributor) assume the cost of any necessary servicing, *\r\n * repair, or correction. This disclaimer of warranty constitutes an *\r\n * essential part of this License. No use of any Covered Software is *\r\n * authorized under this License except under this disclaimer. *\r\n * *\r\n ************************************************************************\r\n \r\n ************************************************************************\r\n * *\r\n * 7. Limitation of Liability *\r\n * -------------------------- *\r\n * *\r\n * Under no circumstances and under no legal theory, whether tort *\r\n * (including negligence), contract, or otherwise, shall any *\r\n * Contributor, or anyone who distributes Covered Software as *\r\n * permitted above, be liable to You for any direct, indirect, *\r\n * special, incidental, or consequential damages of any character *\r\n * including, without limitation, damages for lost profits, loss of *\r\n * goodwill, work stoppage, computer failure or malfunction, or any *\r\n * and all other commercial damages or losses, even if such party *\r\n * shall have been informed of the possibility of such damages. This *\r\n * limitation of liability shall not apply to liability for death or *\r\n * personal injury resulting from such party's negligence to the *\r\n * extent applicable law prohibits such limitation. Some *\r\n * jurisdictions do not allow the exclusion or limitation of *\r\n * incidental or consequential damages, so this exclusion and *\r\n * limitation may not apply to You. *\r\n * *\r\n ************************************************************************\r\n \r\n 8. Litigation\r\n -------------\r\n \r\n Any litigation relating to this License may be brought only in the\r\n courts of a jurisdiction where the defendant maintains its principal\r\n place of business and such litigation shall be governed by laws of that\r\n jurisdiction, without reference to its conflict-of-law provisions.\r\n Nothing in this Section shall prevent a party's ability to bring\r\n cross-claims or counter-claims.\r\n \r\n 9. Miscellaneous\r\n ----------------\r\n \r\n This License represents the complete agreement concerning the subject\r\n matter hereof. If any provision of this License is held to be\r\n unenforceable, such provision shall be reformed only to the extent\r\n necessary to make it enforceable. Any law or regulation which provides\r\n that the language of a contract shall be construed against the drafter\r\n shall not be used to construe this License against a Contributor.\r\n \r\n 10. Versions of the License\r\n ---------------------------\r\n \r\n 10.1. New Versions\r\n \r\n Mozilla Foundation is the license steward. Except as provided in Section\r\n 10.3, no one other than the license steward has the right to modify or\r\n publish new versions of this License. Each version will be given a\r\n distinguishing version number.\r\n \r\n 10.2. Effect of New Versions\r\n \r\n You may distribute the Covered Software under the terms of the version\r\n of the License under which You originally received the Covered Software,\r\n or under the terms of any subsequent version published by the license\r\n steward.\r\n \r\n 10.3. Modified Versions\r\n \r\n If you create software not governed by this License, and you want to\r\n create a new license for such software, you may create and use a\r\n modified version of this License if you rename the license and remove\r\n any references to the name of the license steward (except to note that\r\n such modified license differs from this License).\r\n \r\n 10.4. Distributing Source Code Form that is Incompatible With Secondary\r\n Licenses\r\n \r\n If You choose to distribute Source Code Form that is Incompatible With\r\n Secondary Licenses under the terms of this version of the License, the\r\n notice described in Exhibit B of this License must be attached.\r\n \r\n Exhibit A - Source Code Form License Notice\r\n -------------------------------------------\r\n \r\n This Source Code Form is subject to the terms of the Mozilla Public\r\n License, v. 2.0. If a copy of the MPL was not distributed with this\r\n file, You can obtain one at http://mozilla.org/MPL/2.0/.\r\n \r\n If it is not possible or desirable to put the notice in a particular\r\n file, then You may include the notice in a location (such as a LICENSE\r\n file in a relevant directory) where a recipient would be likely to look\r\n for such a notice.\r\n \r\n You may add additional accurate notices of copyright ownership.\r\n \r\n Exhibit B - \"Incompatible With Secondary Licenses\" Notice\r\n ---------------------------------------------------------\r\n \r\n This Source Code Form is \"Incompatible With Secondary Licenses\", as\r\n defined by the Mozilla Public License, v. 2.0.\r\n ",
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