OlympHill
Context Optimizer (Grade A) logo

Context Optimizer (Grade A)Security-tested data-ai skill for Claude AI. Grade A. Audits agent context window usage via debug logs, token profiling, and redundancy detection. USE FOR: context optimization, token waste analysis,

(0)
Daniel NikulshynReviewed by Daniel Nikulshyn·Updated July 2026

Overview

The Context Optimizer is a security-tested data-ai skill designed for Claude AI, specifically for auditing agent context window usage. It analyzes debug logs, token profiling, and redundancy detection to optimize context usage and reduce token waste. This skill is intended for context optimization, token waste analysis, debug log parsing, and hand-off gap analysis. It requires Python 3.10+ for the log parser script and is compatible with VS Code Copilot Chat debug logs. The Context Optimizer identifies areas of inefficiency, recommends hand-off points, and generates prioritized optimization reports. It's useful for multi-agent systems, subagent hand-offs, and optimizing instruction files. The skill provides structured markdown reports and can be ported to new projects with minimal adjustments.

Key features

  • Log Parsing
  • Turn-Cost Profiling
  • Redundancy Detection
  • Hand-Off Gap Analysis
  • Report Generation

Pricing

Model
Free
Category
Skills
Rating
No reviews yet

Use cases

Context Optimization

Auditing context window efficiency across a multi-agent system to identify areas of inefficiency and optimize token usage.

Token Waste Analysis

Analyzing debug logs to estimate token spend per turn and identify opportunities for cost reduction.

Pros & Cons

Pros

  • Identifies and optimizes context window usage
  • Reduces token waste and costs
  • Provides prioritized optimization reports
  • Supports multi-agent systems and subagent hand-offs

Cons

  • Requires Python 3.10+ for log parser script
  • Limited to VS Code Copilot Chat debug logs
  • May require adjustments for new projects

Reviews

Sign in to leave a review.

No reviews yet. Be the first!

Q&A

Can the Context Optimizer be used with multi‑agent systems and sub‑agent hand‑offs?

Yes, it audits context usage across multiple agents, detects hand‑off gaps, and recommends where sub‑agents should be introduced to reduce token waste.

Asked by Bianca Ferreira · Apr 6, 2026

Which debug logs does the tool support for analysis?

It is designed to parse VS Code Copilot Chat debug logs; other log formats are not supported.

Asked by Isabela Almeida · Mar 19, 2026

What programming environment is required to run the Context Optimizer?

The Context Optimizer requires Python 3.10 or newer to execute its log parser script.

Asked by Youssef El-Sayed · Feb 21, 2026

Ask a question

Skills alternatives

Manage Headers (Grade A) logo

Manage Headers (Grade A)

Skills

Security-tested development skill for Claude AI. Grade A. Inspects and configures the security headers a Power Pages site sends to browsers — Content Security Policy, frame and clickjacking protection

(0)
Free
Using Git Worktrees (Grade A) logo

Using Git Worktrees (Grade A)

Skills

Security-tested data-ai skill for Claude AI. Grade A. Use when starting feature work that needs isolation from current workspace or before executing implementation plans - creates isolated git worktre

(0)
Free
Ga4 Bigquery Schema (Grade A) logo

Ga4 Bigquery Schema (Grade A)

Skills

Security-tested data-ai skill for Claude AI. Grade A. GA4 BigQuery Export Schema Reference — complete field reference, nested structures, query patterns, and performance tips

(0)
Free
Meta Capi (Grade A) logo

Meta Capi (Grade A)

Skills

Security-tested data-ai skill for Claude AI. Grade A. Meta Conversions API (CAPI) Setup Reference — architecture, event types, customer information hashing, deduplication, implementation examples, AEM

(0)
Free
Callees (Grade A) logo

Callees (Grade A)

Skills

Security-tested development skill for Claude AI. Grade A. Lista o que uma funcao/metodo chama (call graph direto)

(0)
Free
Test Module Name (Grade A) logo

Test Module Name (Grade A)

Skills

Security-tested data-ai skill for Claude AI. Grade A. Name Haskell test modules after the module under test with a Spec suffix in the same namespace. Use when writing or reviewing Haskell test module

(0)
Free
Board Of Directors (Grade A) logo

Board Of Directors (Grade A)

Skills

Security-tested data-ai skill for Claude AI. Grade A. Simulate a 5-member expert board deliberation for major decisions. Use when evaluating plans, architecture choices, feature designs, or any decisi

(0)
Free
Advpl Mvc Avancado (Grade A) logo

Advpl Mvc Avancado (Grade A)

Skills

Security-tested development skill for Claude AI. Grade A. MVC avançado via PE (Pontos de Entrada) — adicionar grids customizadas em telas MVC padrão (CNTA300/MATA070/MATA440/MATA460/FINA040 via *STRU)

(0)
Free