REPOGEO REPORT · LITE
liaohch3/claude-tap
Default branch main · commit 38024abe · scanned 5/31/2026, 5:22:27 PM
GitHub: 1,038 stars · 109 forks
Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface liaohch3/claude-tap, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.
Action plan — copy-paste fixes
3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.
- highreadme#1Reposition README's opening sentence to highlight AI agent debugging
Why:
CURRENT`claude-tap` is a local proxy and trace viewer for AI coding agents.
COPY-PASTE FIX`claude-tap` is a specialized local proxy and trace viewer designed specifically for **debugging and inspecting API traffic from AI coding agents**.
- mediumabout#2Refine the 'About' description to emphasize debugging
Why:
CURRENTIntercept and inspect Coding Agent API traffic from Claude Code, Codex CLI, Gemini CLI, Cursor CLI, OpenCode, Kimi, Pi, and Hermes in a local trace viewer.
COPY-PASTE FIXIntercept, debug, and inspect API traffic from popular AI coding agents like Claude Code, Codex CLI, Gemini CLI, Cursor CLI, OpenCode, Kimi, Pi, and Hermes in a local trace viewer.
- lowhomepage#3Add a homepage URL to the repository metadata
Why:
COPY-PASTE FIXAdd `https://github.com/liaohch3/claude-tap` (or a dedicated project site if one exists) as the homepage URL in the repository settings.
Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash
Category visibility — the real GEO test
Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?
Same questions for every model — switch tabs to compare answers and rankings.
- Proxyman · recommended 2×
- Fiddler Everywhere · recommended 2×
- Charles Proxy · recommended 2×
- mitmproxy · recommended 1×
- Wireshark · recommended 1×
- CATEGORY QUERYHow can I debug and inspect the API traffic of my AI coding agent locally?you: not recommendedAI recommended (in order):
- Proxyman
- Fiddler Everywhere
- Charles Proxy
- mitmproxy
- Wireshark
- Postman Interceptor
- Chrome DevTools
- Firefox Developer Tools
AI recommended 8 alternatives but never named liaohch3/claude-tap. This is the gap to close.
Show full AI answer
- CATEGORY QUERYNeed a tool to visualize and compare API calls from different AI coding assistants.you: not recommendedAI recommended (in order):
- Postman
- Insomnia (Kong/insomnia)
- Fiddler Everywhere
- Charles Proxy
- Proxyman
- mitmproxy (mitmproxy/mitmproxy)
- Wireshark (wireshark/wireshark)
AI recommended 7 alternatives but never named liaohch3/claude-tap. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenesswarn
Suggestion:
- README presencepass
Self-mention check
Does AI even know your repo exists when asked about it directly?
- Compared to common alternatives in this category, what is the core differentiator of liaohch3/claude-tap?passAI named liaohch3/claude-tap explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts liaohch3/claude-tap in production, what risks or prerequisites should they evaluate first?passAI named liaohch3/claude-tap explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- In one sentence, what problem does the repo liaohch3/claude-tap solve, and who is the primary audience?passAI named liaohch3/claude-tap explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
Embed your GEO score
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liaohch3/claude-tap — Lite scans stay free; this card itemizes Pro deep limits vs Lite.
- Deep reports10 / month
- Brand-free category queries5 vs 2 in Lite
- Prioritized action items8 vs 3 in Lite