Initial commit: AI conversation impact methodology and toolkit
CC0-licensed methodology for estimating the environmental and social costs of AI conversations (20+ categories), plus a reusable toolkit for automated impact tracking in Claude Code sessions.
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impact-toolkit/README.md
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impact-toolkit/README.md
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# Claude Code Impact Toolkit
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Track the environmental and financial cost of your Claude Code
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conversations.
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## What it does
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A PreCompact hook that runs before each context compaction, capturing:
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- Token counts (actual from transcript or heuristic estimate)
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- Cache usage breakdown (creation vs. read)
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- Energy consumption estimate (Wh)
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- CO2 emissions estimate (grams)
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- Financial cost estimate (USD)
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Data is logged to a JSONL file for analysis over time.
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## Install
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```bash
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# Project-level (recommended)
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cd your-project
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./path/to/impact-toolkit/install.sh
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# Or user-level (applies to all projects)
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./path/to/impact-toolkit/install.sh --user
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```
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Requirements: `bash`, `jq`, `python3`.
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## View results
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```bash
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.claude/hooks/show-impact.sh # all sessions
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.claude/hooks/show-impact.sh <session_id> # specific session
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```
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## How it works
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The hook fires before Claude Code compacts your conversation context.
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It reads the conversation transcript, extracts token usage data from
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API response metadata, and calculates cost estimates using:
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- **Energy**: 0.003 Wh/1K input tokens, 0.015 Wh/1K output tokens
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- **PUE**: 1.2 (data center overhead)
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- **CO2**: 325g/kWh (US grid average for cloud regions)
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- **Cost**: $15/M input tokens, $75/M output tokens
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Cache-read tokens are weighted at 10% of full cost (they skip most
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computation).
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## Limitations
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- All numbers are estimates with low to medium confidence.
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- Energy-per-token figures are derived from published research on
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comparable models, not official Anthropic data.
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- The hook only runs on context compaction, not at conversation end.
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Short conversations that never compact will not be logged.
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- See `impact-methodology.md` for the full methodology, uncertainty
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analysis, and non-quantifiable costs.
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## Files
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```
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impact-toolkit/
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install.sh # installer
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hooks/pre-compact-snapshot.sh # PreCompact hook
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hooks/show-impact.sh # log viewer
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README.md # this file
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```
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## License
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MIT. See LICENSE in the repository root.
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