F
Flower
Open Source Privacy and Safety
Updated Feb 15, 2026
★ ·
Compared with 16 other Privacy and Safety agents Open source Self-hostable Updated Feb 2026
💰 Open Source
🔄 Updated Feb 2026
🖥️ Self-hostable
💰 Pricing
Open SourcePricing not publicly listed.
🎯 Use Cases
Healthcare institutions collaborating on patient data without sharing raw records Financial firms training fraud detection models across branches without centralizing sensitive transaction data IoT devices improving shared models without transmitting private user data to a central server
⚖️ Pros & Cons
✅ Pros
- Supports diverse ML frameworks and languages
- Decentralized approach enhances data privacy
- Flexible for various federated learning scenarios
❌ Cons
- Requires technical expertise to deploy and manage
- Performance may vary with network conditions in distributed setups
Overview
Flower is a framework for federated learning, enabling machine learning models to be trained across decentralized devices or servers without sharing raw data. It supports multiple ML frameworks and programming languages, providing flexibility in implementation.
Problem It Solves
It solves the challenge of training machine learning models on sensitive or distributed data while preserving privacy and avoiding centralized data collection.
Target Audience: Developers and teams working with privacy and safety automation.
Inputs
- • User configuration
- • API credentials (if required)
- • Task parameters
Outputs
- • Automated task results
- • Status reports
- • Generated content or actions
Example Workflow
- 1 User configures the agent with required parameters
- 2 Agent receives input data or trigger
- 3 Agent processes the request using its core logic
- 4 Agent interacts with external services if needed
- 5 Results are returned to the user
Sample System Prompt
You are Flower, an AI assistant. Help the user accomplish their task efficiently.
Tools & Technologies
LLM APIs Python
Alternatives
- • AutoGPT
- • LangChain Agents
- • CrewAI
🔗Related AI Agents
FAQs
- Is this agent open-source?
- Yes
- Can this agent be self-hosted?
- Yes
- What skill level is required?
- Intermediate
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Flower