Data Agent Replication
Copy and customize existing Data Agent blueprints to create your own variants.
What is Replication?β
Replication allows you to copy an existing Data Agent blueprint and customize it for your specific needs. Instead of building an agent from scratch, start with a proven blueprint and modify it to match your requirements.
Think of it as forking a templateβyou get all the benefits of a working agent configuration, then tailor it to your use case.
Why Replicate?β
Start with Proven Configurationsβ
Begin with agents that are already working well. Replicating a successful blueprint gives you a head start with validated data sources, filters, and processing logic.
Example: Start with a popular "Crypto Twitter Sentiment" blueprint, then customize it to focus specifically on AI tokens instead of all crypto.
Customize for Your Needsβ
Take a general-purpose agent and make it specific. Add your custom filters, change data sources, adjust insight generation, and configure output format.
Example: Replicate a Reddit sentiment agent, but narrow it down to specific subreddits and keywords relevant to your project.
Learn from Examplesβ
Replication is a great way to learn how agents work. Examine the configuration of successful agents, understand their design patterns, then apply those learnings to your own agents.
Save Timeβ
Don't reinvent the wheel. If an agent does 80% of what you need, replicate it and adjust the remaining 20%. Much faster than starting from zero.
Replication vs. Instantiationβ
Replication - Creates a new blueprint (template) that you can modify independently. Your changes don't affect the original.
Instantiation - Creates a running instance from an existing blueprint without changing the blueprint itself.
Use replication when you want to fundamentally change how an agent works. Use instantiation when you just want to run an existing blueprint with different filter parameters.
How to Replicateβ
Via COOKβ
The visual interface makes replication simple:
- Browse Blueprints - Find an agent that's close to what you need
- Select "Replicate" - Create your own copy of the blueprint
- Customize - Use the 4-step wizard to modify:
- Description and purpose
- Intelligence settings
- Focus and filters
- Integration configuration
- Save Blueprint - Your customized blueprint is now ready
- Instantiate - Create instances from your new blueprint
What You Can Customizeβ
When replicating a blueprint, you can modify:
Data Sourcesβ
- Change which platforms to monitor
- Add or remove data feeds
- Configure source-specific parameters
Filters & Focusβ
- Keywords and hashtags to track
- Accounts or channels to follow
- Geographic or demographic filters
- Time ranges and update frequency
Processing Logicβ
- Insight types to generate
- Analysis depth and methods
- Classification rules
- Sentiment analysis settings
Output Configurationβ
- Data format and structure
- Field selections
- Aggregation rules
- Delivery endpoints
Best Practicesβ
Test Before Productionβ
Replicate an agent, test your changes thoroughly, then deploy. Don't modify production blueprints directly.
Document Your Changesβ
Keep notes on what you modified and why. This helps when maintaining multiple blueprint variants.
Version Controlβ
Name your replicated blueprints clearly (e.g., "twitter-sentiment-defi-v2"). Track changes over time.
Start Smallβ
Make incremental changes. Replicate β modify one aspect β test β iterate. Don't change everything at once.
Common Replication Patternsβ
Industry Specializationβ
Replicate a general agent and specialize it for your industry vertical.
Example: General social sentiment agent β DeFi-specific sentiment agent β Your protocol's sentiment agent
Geographic Localizationβ
Take a global agent and narrow it to specific regions or languages.
Example: Global crypto news agent β Asia-focused crypto news β Japanese crypto news
Source Expansionβ
Replicate an agent and add new data sources while keeping the core logic.
Example: Twitter sentiment agent β Twitter + Reddit sentiment agent
Custom Filteringβ
Replicate and add highly specific filters for your use case.
Example: Broad influencer tracking β Your KOL list only
When to Replicate vs. Create Newβ
Replicate When:
- Similar agent exists (>50% overlap)
- You want to learn from examples
- Time is limited
- Core logic is sound, just needs tweaking
Create New When:
- No similar blueprints exist
- Completely different data sources
- Unique processing requirements
- Learning opportunity to build from scratch
Managing Replicated Blueprintsβ
Blueprint Libraryβ
Organize your replicated blueprints by category, use case, or team. Use clear naming conventions.
Maintenanceβ
When the original blueprint updates, decide whether to incorporate changes into your replicas.
Sharingβ
Share your replicated blueprints with teammates or publish to the community marketplace.
Next Stepsβ
Ready to replicate your first agent?
- π Use COOK to Replicate
- π Understand Instantiation
- π Explore Quickstart