RRepoGEO

REPOGEO REPORT · LITE

liaohch3/claude-tap

Default branch main · commit b2aa47c8 · scanned 6/30/2026, 5:26:52 PM

GitHub: 2,230 stars · 210 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 emphasize 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 local **debugging and observability tool** for AI coding agents, acting as a proxy and trace viewer to inspect API traffic.
  • mediumtopics#2
    Add more specific LLM agent debugging/observability topics

    Why:

    CURRENT
    agent-debugging, agent-observability, ai-agents, ai-tools, api-debugging, claude-code, codex, codex-cli, cursor-cli, developer-tools, gemini-cli, hermes-agent, kimi, llm, llm-proxy, opencode, pi-coding-agent, proxy, trace, trace-viewer
    COPY-PASTE FIX
    agent-debugging, agent-observability, ai-agents, ai-tools, api-debugging, claude-code, codex, codex-cli, cursor-cli, developer-tools, gemini-cli, hermes-agent, kimi, llm, llm-proxy, opencode, pi-coding-agent, proxy, trace, trace-viewer, llm-debugging, llm-observability, ai-agent-development
  • lowhomepage#3
    Add PyPI link as homepage

    Why:

    COPY-PASTE FIX
    https://pypi.org/project/claude-tap/

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 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Proxyman · recommended 1×
  2. Charles Proxy · recommended 1×
  3. mitmproxy/mitmproxy · recommended 1×
  4. wireshark/wireshark · recommended 1×
  5. Python `logging` module · recommended 1×
  • CATEGORY QUERY
    How can I debug and observe the internal API traffic of my AI coding agents locally?
    you: not recommended
    AI recommended (in order):
    1. Proxyman
    2. Charles Proxy
    3. mitmproxy (mitmproxy/mitmproxy)
    4. Wireshark (wireshark/wireshark)
    5. Python `logging` module
    6. requests (psf/requests)
    7. httpx (encode/httpx)
    8. Google Chrome
    9. Mozilla Firefox
    10. Microsoft Edge

    AI recommended 10 alternatives but never named liaohch3/claude-tap. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help inspect LLM agent interactions, context, and API calls during development?
    you: not recommended
    AI recommended (in order):
    1. LangChain Plus (now LangSmith)
    2. OpenAI Playground / OpenAI API Logs
    3. WandB Prompts (Weights & Biases) (wandb/wandb)
    4. Helicone (helicone/helicone)
    5. Custom Logging/Print Statements
    6. Postman/Insomnia

    AI recommended 6 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?

Embed your GEO score

Drop this badge into the README of liaohch3/claude-tap. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/liaohch3/claude-tap.svg)](https://repogeo.com/en/r/liaohch3/claude-tap)
HTML
<a href="https://repogeo.com/en/r/liaohch3/claude-tap"><img src="https://repogeo.com/badge/liaohch3/claude-tap.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

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