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Description
Mirascope is an innovative open-source library designed on Pydantic 2.0, aimed at providing a clean and highly extensible experience for prompt management and the development of applications utilizing LLMs. This robust library is both powerful and user-friendly, streamlining interactions with LLMs through a cohesive interface that is compatible with a range of providers such as OpenAI, Anthropic, Mistral, Gemini, Groq, Cohere, LiteLLM, Azure AI, Gemini Enterprise Agent Platform, and Bedrock. Whether your focus is on generating text, extracting structured data, or building sophisticated AI-driven agent systems, Mirascope equips you with essential tools to enhance your development workflow and create impactful, resilient applications. Additionally, Mirascope features response models that enable you to effectively structure and validate output from LLMs, ensuring that the responses meet specific formatting requirements or include necessary fields. This capability not only enhances the reliability of the output but also contributes to the overall quality and precision of the application you are developing.
Description
Tokonomics serves as an intermediary cost measurement tool that connects your application to various LLM providers. By simply altering a URL, you can access real-time expense monitoring, receive budget notifications, and enforce strict spending limits across platforms like OpenAI, Anthropic, DeepSeek, Google Gemini, Mistral, Groq, and others.
To implement, just swap your LLM base URL with Tokonomics while retaining your current code. Each API interaction is meticulously documented, capturing token usage, cost in precise 8-decimal USD, response time, and personalized tags for attributing costs to specific teams or features.
Highlighted features include:
- Notifications for budget thresholds through email, Slack, or Teams
- Enforced spending limits that prevent further requests once the monthly budget is reached
- An analytics dashboard that provides insights on spending by model, daily patterns, and opportunities for cost reduction
- Support for BYOK (Bring Your Own Keys) with robust AES-256 encryption
- Rate limiting for each API key to manage usage
- Compatibility with a wide array of programming languages and HTTP clients, such as PHP, Python, Node.js, Go, and Ruby, ensuring versatility for developers. Additionally, Tokonomics empowers teams to take control of their spending while enhancing their capability to manage diverse LLM integrations efficiently.
API Access
Has API
API Access
Has API
Integrations
OpenAI
Amazon Bedrock
Azure AI Services
Claude
Codestral
Codestral Mamba
Cohere
Gemini 1.5 Pro
Gemini 2.0
Gemini Enterprise Agent Platform
Integrations
OpenAI
Amazon Bedrock
Azure AI Services
Claude
Codestral
Codestral Mamba
Cohere
Gemini 1.5 Pro
Gemini 2.0
Gemini Enterprise Agent Platform
Pricing Details
No price information available.
Free Trial
Free Version
Pricing Details
$0/month
Free Trial
Free Version
Deployment
Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook
Deployment
Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook
Customer Support
Business Hours
Live Rep (24/7)
Online Support
Customer Support
Business Hours
Live Rep (24/7)
Online Support
Types of Training
Training Docs
Webinars
Live Training (Online)
In Person
Types of Training
Training Docs
Webinars
Live Training (Online)
In Person
Vendor Details
Company Name
Mirascope
Founded
2023
Country
United States
Website
www.mirascope.com
Vendor Details
Company Name
Tokonomics
Founded
2026
Country
Canada
Website
tokonomics.ca
Product Features
Product Features
API Management
API Design
API Lifecycle Management
Access Control
Analytics
Dashboard
Developer Portal
Testing Management
Threat Protection
Traffic Control
Version Control