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vllora
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vllora

Active·★ 810·NOASSERTION·Updated 2026-06-30

vLLora is a lightweight tool designed for real-time debugging of AI agents. It allows users to trace, analyze, and optimize agent interactions seamlessly across various major AI frameworks and OpenAI-compatible APIs.

vllora sits in the Observability category, so it is usually better judged by workflow fit, deployment style, and team needs than by isolated features alone. Based on the available metadata, it leans most clearly toward Real-time Tracing: Monitor AI agent interactions live with observability of calls and workflows.. A representative use case is Debugging and optimizing AI agent workflows in real-time.. The listed license is NOASSERTION. GitHub stars are currently 811. Relevant tags include AI Agents, Debugging.

This write-up is based on the project's README and public repository data. We have not hand-tested the tool.

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$ Install
$ brew tap vllora/vllora && brew install vllora
↗ Visit site★ GitHub
01

Features

01Real-time Tracing: Monitor AI agent interactions live with observability of calls and workflows.
02MCP Support: Full support for Model Context Protocol (MCP) servers for seamless tool integration.
03OpenAI-compatible API: Utilizes OpenAI-compatible chat completions API for debugging information collection.
04Seamless Framework Integration: Works effortlessly with major frameworks like LangChain, Google ADK, and OpenAI.
05Self-Hostable: Deploy vLLora anywhere you need with full source code visibility.
02

Why choose it

+Real-time Tracing: Monitor AI agent interactions live with observability of calls and workflows.
+MCP Support: Full support for Model Context Protocol (MCP) servers for seamless tool integration.
+Debugging and optimizing AI agent workflows in real-time.
+Supports 4 platforms or runtime environments.
03

Trade-offs

!The final decision should still be made through side-by-side comparison with similar tools.
04

Compatibility

OpenAI API
Native API
Verified via docs
LangChain
Supported
Verified via docs
Google ADK
Supported
Verified via docs
MCP Servers
Supported
Verified via docs
05

Quick start

1
$ brew tap vllora/vllora
2
$ brew install vllora
06

Use cases

↳Debugging and optimizing AI agent workflows in real-time.
↳Tracing and analyzing calls, tool interactions, and agent workflow processes.
↳Integrating real-time observability into existing AI agents and applications that use OpenAI-compatible APIs.
07

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vllora /
vllora
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Debug your AI agents

810
Last commit3mo ago
StatusActive
CategoryObservability
Links
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