LLMxRay
See what your local AI is actually doing, step by step
Observability for developers running local LLMs on Ollama: stream output live, compare models side by side, benchmark with logprobs, and inspect reasoning chains.
Built by Ivan Stankovic · MCP · Free
In category: #28 of 31 · MCP
LLMxRay is a Community listing on Launch Llama with 0 total upvotes, founded by Ivan Stankovic who joined in Oct 2026, compared against 6 alternatives.
Community listing
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Ivan Stankovic (Joined Oct 2026)
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Compared against 6 alternatives
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Launched on Launch Llama Oct 26, 2026 · #52 of 111 that day
About
LLMxRay is a full observability interface for Ollama, covering chat, streaming output, reasoning traces, RAG workflows, introspection, and metrics. It launches with a single npx command and runs entirely on your own machine, so there are no cloud dependencies or usage fees. The project comes from a digital transformation advisor who frames it as an early layer toward human-AI understanding, and the interface is built with Vue 3, TypeScript, Vite, and D3.js.
Key Features
- Streams model tokens in real time as they are generated
- Delivers compares multiple local models side by side in one view
- Delivers benchmarks models using real logprobs data
- Delivers inspects reasoning chains to see how decisions are made
- Runs fully locally against Ollama with no cloud costs
- Tracks chat, RAG, and metrics through a Vue-based interface
Use Cases
- Watching what VS Code Copilot, Open WebUI or Continue actually send to a local Ollama model, turn by turn, to find oversized prompts or broken cache reuse
- Comparing the same prompt across several local models side by side and checking token probabilities and benchmark logprobs
- Sending Ollama call traces as OpenTelemetry spans to Jaeger, Phoenix, Langfuse or Grafana to debug agent runs
Who it is for
- Developers running local LLMs on Ollama who want visibility into their tools' requests
- Engineers building or debugging AI agents that call a local Ollama model
- Teams evaluating and benchmarking local models before choosing one
Pricing
LLMxRay is free to use. See the website for details.
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