RRepoGEO

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

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
3 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

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.

OVERALL DIRECTION
  • highreadme#1
    Reposition 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#2
    Refine the 'About' description to emphasize debugging

    Why:

    CURRENT
    Intercept 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 FIX
    Intercept, 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#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    Add `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.

Recall
0 / 2
0% of queries surface liaohch3/claude-tap
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Proxyman
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Proxyman · recommended 2×
  2. Fiddler Everywhere · recommended 2×
  3. Charles Proxy · recommended 2×
  4. mitmproxy · recommended 1×
  5. Wireshark · recommended 1×
  • CATEGORY QUERY
    How can I debug and inspect the API traffic of my AI coding agent locally?
    you: not recommended
    AI recommended (in order):
    1. Proxyman
    2. Fiddler Everywhere
    3. Charles Proxy
    4. mitmproxy
    5. Wireshark
    6. Postman Interceptor
    7. Chrome DevTools
    8. Firefox Developer Tools

    AI recommended 8 alternatives but never named liaohch3/claude-tap. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a tool to visualize and compare API calls from different AI coding assistants.
    you: not recommended
    AI recommended (in order):
    1. Postman
    2. Insomnia (Kong/insomnia)
    3. Fiddler Everywhere
    4. Charles Proxy
    5. Proxyman
    6. mitmproxy (mitmproxy/mitmproxy)
    7. 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 completeness
    warn

    Suggestion:

  • README presence
    pass

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?
    pass
    AI 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?
    pass
    AI 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?
    pass
    AI named liaohch3/claude-tap explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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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