whereismyai
LLM Test Server
LLM Test Server is a deterministic LLM API mock server for .NET and Aspire.
LLM Test Server is a deterministic LLM API mock server built for .NET, Aspire, and any language that speaks HTTP. It allows developers to script responses, streaming, tool calls, and failures, enabling applications to make real HTTP or SDK calls against a local server. The tool supports thirteen provider API families including OpenAI, Anthropic, Gemini, and Azure OpenAI, each under its own local namespace. A built-in request dashboard displays traffic insights, token usage, latency, and wire payloads for thorough debugging. It is designed for developers who want to test conversation flows and handle provider interactions deterministically without relying on live models.
LLM Test Server at a glance
- Best for: Software engineer
- Runs on: Web, self-hosted, API, Docker
- Pricing: Free
- Released: October 2026
- Category: AI coding tool
- Website: llmtest.managed-code.com
Key features
- Script model responses, streaming, tool calls, and failures
- Inspect requests and token usage with a built-in dashboard
- Support thirteen provider API families locally
- Run tests in parallel with separate session states
- Analyze input token composition and prompt caching
- Verify conversation graphs and tool loops step by step
Use it for
- Test LLM application behavior deterministically
- Inspect request payloads and token distribution
- Simulate provider failures and rate limits
- Run multi-turn conversation and tool loops
Alternatives to LLM Test Server
- llm-d — Deploys production-grade LLM serving on existing hardware clusters.
- LiteLLM — One OpenAI-format API for 100+ LLM providers
- llmfit — Auto-detects hardware to recommend and score compatible open-source LLMs.
- LLM CLI — It enables command-line interaction with remote APIs and local machine models.
- LightLLM — It delivers high-speed inference and serving performance for large language models.
- WebLLM — Runs high-performance language models directly inside web browsers.
- FreeLLMAPI — Accesses hundreds of free LLM models and billions of tokens through one API key.
- Applitools — Eliminates false positives and verifies AI-generated code with visual precision.
- LangChain4j — Integrates LLMs and vector stores directly into Java applications.
- LMDeploy — Accelerates inference with high-performance engines and quantization tools.
- llmspy.org — Self-host access to 530+ AI models across 24 providers with built-in tools.
- AirLLM — Runs massive 70B+ parameter models on small 4GB consumer GPUs.
All LLM Test Server alternatives