memory-rag-instrumentation

Official

Gain visibility into RAG memory and retrieval.

Authornexus-labs-automation
Version1.0.0
Installs0

System Documentation

What problem does it solve?

Instrument retrieval-augmented generation memory operations and context management to improve observability and debugging of agent workflows.

Core Features & Use Cases

  • Retrieval tracing: track sources consulted, relevance signals, and context usage.
  • Memory management: instrument short-term, long-term, and episodic memory for traceability.
  • Context window awareness: monitor context usage to avoid truncation and evaluate impact on responses.
  • Framework integration: surface observability signals in LangChain, LlamaIndex, and other toolkits.

Quick Start

Instrument your agent pipeline to trace memory usage and retrieval signals in real time.

Dependency Matrix

Required Modules

None required

Components

Standard package

💻 Claude Code Installation

Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.

Please help me install this Skill:
Name: memory-rag-instrumentation
Download link: https://github.com/nexus-labs-automation/agent-observability/archive/main.zip#memory-rag-instrumentation

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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