Vllora

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vllora is an open-source tool for real-time debugging of AI agents, allowing developers to trace, analyze, and optimize agent interactions instantly. It offers seamless integration with major AI frameworks like LangChain and OpenAI.

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At a glance

Pricing

Open Source

Free tier

Yes

API

Yes

Skill level

Technical

About

What is vllora?

vllora is a lightweight, open-source tool designed for real-time debugging of AI agents. It enables developers to trace, analyze, and optimize their AI agents instantly, providing live observability of calls, tool interactions, and agent workflows. The tool offers seamless integration with popular frameworks such as LangChain, Google ADK, and OpenAI, and supports all major AI providers through an OpenAI-compatible chat completions API. Key features include real-time tracing for monitoring agent interactions as they happen and full support for Model Context Protocol (MCP) servers, facilitating integration with external tools via HTTP and SSE. vllora is self-hostable and extensible, allowing users to add custom providers, tools, and MCP servers.

Best used for

Ideal for developers who need to monitor AI agent interactions, analyze their behavior, and optimize performance. Especially valuable for those working with LangChain, Google ADK, or OpenAI, seeking real-time observability and seamless integration with existing AI frameworks.

Common actions

debug AI agents

trace AI interactions

optimize AI performance

monitor AI workflows

github copilot"AI Agents"face swappingworkflowscollaborationautomated workflowopen-sourcelow-code/no-codedeepfake

Capabilities

Key features

Real-time AI agent tracing
Analyze agent interactions
Optimize agent workflows
OpenAI-compatible API
Model Context Protocol support
Self-hostable
Extensible functionality

Target Audience

developer

Integrations

langchainopenaigoogle-adkanthropicdeepseekvercel-ai-sdk

Pricing & Plans

Open Source

Free

FAQs

What AI frameworks and providers does vllora support?

vllora offers seamless integration with major frameworks like LangChain, Google ADK, and OpenAI. It also supports all major AI providers through its OpenAI-compatible chat completions API, allowing for broad compatibility with various models.

How does vllora provide real-time debugging for AI agents?

vllora monitors AI agent interactions as they happen, offering live observability of calls, tool interactions, and agent workflows. This allows developers to see exactly what their agents are doing in real-time, facilitating instant analysis and optimization.

Is vllora an open-source tool, and can it be self-hosted?

Yes, vllora is an open-source tool distributed under the Elastic License 2.0 (ELv2). It is designed to be self-hostable, meaning you can deploy it anywhere you need, and its source code is always visible for transparency and customization.

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Open Source & Models Code Assistants DevOps & Infrastructure No-Code / Low-Code Backend & APIs Prompt Engineering

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Also listed in

This tool also appears in

AI Agents & Automation › AI Frameworks & Infra AI Agents & Automation › General-Purpose Agents

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