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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

Spanlens is an open-source observability platform licensed under MIT that enables developers to effectively track each interaction their applications have with services like OpenAI, Anthropic, Gemini, Mistral, OpenRouter, Azure OpenAI, or a local Ollama model. The integration process is incredibly simple, requiring just a single line of code to change the client's baseURL to the Spanlens proxy, or by executing "npx @spanlens/cli init," which prompts a wizard to automatically adjust your code. Once integrated, all requests are meticulously logged, capturing details such as the model used, token counts, latency, cost, and the complete prompt and response body, while also seamlessly reconstructing streaming responses. The accompanying dashboard transforms this raw log data into actionable operational insights. Cost tracking functionality allows users to break down expenditures by individual requests, models, and end users, while also distinguishing prompt-cache tokens to provide clarity on actual savings rather than simply the total costs. Additionally, agent tracing presents multi-step workflows visually, using Gantt waterfalls and node-and-edge graphs to emphasize the critical path, enabling developers to pinpoint the slowest dependencies in a fan-out scenario. This comprehensive approach not only enhances visibility but also empowers users to optimize their model interactions for better efficiency and cost management.

API Access

Has API Yes 

API Access

Has API No 

Screenshots View All

Screenshots View All

No images available

Integrations

Amazon Bedrock Yes 
Azure AI Services Yes 
Claude Yes 
Cohere Yes 
Gemini 1.5 Flash Yes 
Gemini 1.5 Pro Yes 
Gemini 2.0 Flash Yes 
Gemini Enterprise Yes 
Gemini Enterprise Agent Platform Yes 
Gemini Nano Yes 
Google AI Plus Yes 
Groq Yes 
Langfuse Yes 
Mathstral Yes 
Ministral 8B Yes 
Mistral AI Yes 
Mixtral 8x7B Yes 
OpenAI Yes 
OpenTelemetry Yes 
Pixtral Large Yes 

Integrations

Amazon Bedrock No 
Azure AI Services No 
Claude No 
Cohere No 
Gemini 1.5 Flash No 
Gemini 1.5 Pro No 
Gemini 2.0 Flash No 
Gemini Enterprise No 
Gemini Enterprise Agent Platform No 
Gemini Nano No 
Google AI Plus No 
Groq No 
Langfuse No 
Mathstral No 
Ministral 8B No 
Mistral AI No 
Mixtral 8x7B No 
OpenAI No 
OpenTelemetry No 
Pixtral Large No 

Pricing Details

No price information available.
Free Trial No 
Free Version No 

Pricing Details

No price information available.
Free Trial No 
Free Version No 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support No 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) No 
In Person No 

Types of Training

Training Docs No 
Webinars No 
Live Training (Online) No 
In Person No 

Vendor Details

Company Name

Mirascope

Founded

2023

Country

United States

Website

www.mirascope.com

Vendor Details

Company Name

Spanlens

Founded

2026

Country

South Korea

Website

spanlens.io

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Product Features

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