nateherkai/token-dashboard

• hightopics#1

  Add specific topics to the repository

  原因：

  复制粘贴的修复

  复制

  claude, token-usage, llm-analytics, cost-optimization, local-first, privacy-focused, dashboard, python

  待办完成忽略
• highreadme#2

  Clarify the README's opening statement to emphasize 'Claude Code' and its purpose

  原因：

  当前

  # Token Dashboard
  
  A local dashboard that reads the JSONL transcripts Claude Code writes to `~/.claude/projects/` and turns them into per-prompt cost analytics, tool/file heatmaps, subagent attribution, cache analytics, project comparisons, and a rule-based tips engine.

  复制粘贴的修复

  复制

  # Claude Code Token Dashboard
  
  A **local, privacy-focused dashboard** for analyzing your **Claude Code token usage and costs**. It reads raw JSONL transcripts from `~/.claude/projects/` to provide per-prompt cost analytics, tool/file heatmaps, subagent attribution, cache analytics, project comparisons, and a rule-based tips engine.

  待办完成忽略
• mediumhomepage#3

  Add a homepage URL to the repository metadata

  原因：

  复制粘贴的修复

  复制

  https://github.com/nateherkai/token-dashboard

  待办完成忽略

本次扫描解析到的品类 GEO 通道：google/gemini-2.5-flash, deepseek/deepseek-v4-flash

• 品类问题

  How can I analyze my AI assistant token usage and identify cost hotspots locally?

  你：未被推荐
  AI 推荐顺序：

  1. LangChain (langchain-ai/langchain)
  2. LangSmith
  3. OpenAI Python Library (openai/openai-python)
  4. SQLite
  5. Pandas (pandas-dev/pandas)
  6. Matplotlib (matplotlib/matplotlib)
  7. Seaborn (mwaskom/seaborn)
  8. LiteLLM (BerriAI/litellm)
  9. PromptLayer (PromptLayer/promptlayer-python)
  10. tiktoken (openai/tiktoken)
  11. OpenCost (opencost/opencost)
  12. Flask app (pallets/flask)
  13. Plotly Dash (plotly/dash)

  AI 推荐了 13 个替代方案，却始终没点名 nateherkai/token-dashboard。这就是要补上的差距。

  查看 AI 完整回答
• 品类问题

  Tool for visualizing large language model token consumption and optimizing AI prompt expenses?

  你：未被推荐
  AI 推荐顺序：

  1. LangChain
  2. OpenAI Playground
  3. Helicone.ai
  4. LiteLLM
  5. Weights & Biases (W&B Prompts)
  6. PromptLayer
  7. Prometheus
  8. Grafana

  AI 推荐了 8 个替代方案，却始终没点名 nateherkai/token-dashboard。这就是要补上的差距。

  查看 AI 完整回答

• Metadata completeness

  warn

  建议：

• README presence

  pass

• Compared to common alternatives in this category, what is the core differentiator of nateherkai/token-dashboard?

  pass
  ✓AI 明确点名了 nateherkai/token-dashboard

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• If a team adopts nateherkai/token-dashboard in production, what risks or prerequisites should they evaluate first?

  pass
  ✓AI 明确点名了 nateherkai/token-dashboard

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• In one sentence, what problem does the repo nateherkai/token-dashboard solve, and who is the primary audience?

  pass
  ⚠AI 未点名 nateherkai/token-dashboard —— 很可能在说另一个项目

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？