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AI-Atlas

AI Developer Tool · Python

hindsight

Analyzes your AI tool usage and shell history to identify patterns and suggest concrete optimizations. Learn from your actual workflows to improve productivity with MCP servers, custom skills, hooks, and automations

Lindsey Catlett@lcatlett · Atlas 44.9 · #21 builder
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What it is

Hindsight is an AI tool usage analyzer and workflow optimizer that examines shell history and AI tool interactions (such as McFly, Claude Code, and Claude Desktop) to identify patterns and generate actionable recommendations for improving developer productivity, including MCP server suggestions, custom skills, and automation hooks.

Scored from the code at its last scan, 26 Oct 2026. How merit is scored

Where it counts

  • Data Science60%
  • NLP & LLMs30%
  • Machine Learning10%
  • MLOps10%

How much of the project is about each field, as scoring counts it. It ranks in the field it is most about.

Around it on the Data Science board

Whole board
  1. 2snow-compliance-demoTutorial / Demo · Python62.0/100AdvancedJarad Peckenpaugh
  2. 3, shared rankc3pa-sentence-label-parserDataset / Data Pipeline · Python58.4/100AdvancedJarad Peckenpaugh
  3. 3, shared rankhindsightAI Developer Tool · Python58.4/100AdvancedLindsey Catlett
  4. 05bellapyLibrary / Framework · Python54.1/100ImplementationRick
  5. 06ProductHunt-TopLLM-Picks-for-2026Dataset / Data Pipeline35.6/100ExplorationPop Alexandru

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