PeakInfer MCP Server
Server Configuration
Describes the environment variables required to run the server.
| Name | Required | Description | Default |
|---|---|---|---|
| HELICONE_API_KEY | No | API key for Helicone integration | |
| LANGSMITH_API_KEY | No | API key for LangSmith integration |
Instructions
Guidance the server publishes about itself, which clients place ahead of the tool catalog so the model reads it before choosing anything.
This server publishes no instructions, or was last inspected before Glama recorded them.
Capabilities
Features and capabilities supported by this server
Protocol revision2025-11-25
| Capability | Details |
|---|---|
| tools | {} |
| prompts | {} |
| resources | {} |
Tools
Functions exposed to the LLM to take actions
| Name | Description |
|---|---|
| analyzeA | Analyze code for LLM inference issues using PeakInfer engine. Returns detailed report on latency, cost, throughput, and reliability with actionable fixes. |
| get_helicone_eventsA | Fetch LLM runtime events from Helicone for drift detection analysis |
| get_langsmith_tracesB | Fetch LLM traces from LangSmith for runtime analysis |
| get_inferencemax_benchmarkA | Get InferenceMAX benchmark data for a specific model to compare performance |
| compare_to_baselineC | Compare current analysis results to a historical baseline |
| list_templatesB | List available PeakInfer optimization templates |
| get_templateB | Get details of a specific optimization template |
| save_analysisB | Save analysis results to PeakInfer history |
Prompts
Interactive templates invoked by user choice
| Name | Description |
|---|---|
| analyze-inference | Analyze LLM inference patterns in a codebase |
| optimize-costs | Get recommendations for reducing LLM inference costs |
| detect-drift | Detect drift between code patterns and runtime behavior |
| benchmark-comparison | Compare your inference performance to InferenceMAX benchmarks |
Resources
Contextual data attached and managed by the client
| Name | Description |
|---|---|
| InferenceMap Schema | JSON Schema for PeakInfer InferenceMap v0.1 format |
| InferenceMAX Benchmarks | Summary of available benchmark data for LLM models |
| Template Catalog | Index of available PeakInfer optimization templates |
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