RRepoGEO

REPOGEO REPORT · LITE

chatgptprojects/clear-code

Default branch main · commit e188f077 · scanned 6/28/2026, 12:23:17 PM

GitHub: 2,103 stars · 2,158 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)

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

AI VISIBILITY SCORE
28 /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
2 / 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 chatgptprojects/clear-code, 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 the README's main heading and opening paragraph to accurately reflect its function

    Why:

    CURRENT
    # Clear-Code
### The Ultimate Guide to Open-Source AI Coding Assistants

**Clear-Code** is a comprehensive, community-driven resource hub dedicated to cataloging, comparing, and promoting the best **open-source AI coding assistants** available today.
    COPY-PASTE FIX
    # Clear-Code
### Monitor and Log Your Claude API Calls

Clear-Code provides full visibility into your Claude API interactions. Easily log every request, file access, and token usage from your Claude Code, without modifying your application code. Simply change one URL to start seeing detailed logs in your dashboard.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    llm-monitoring, claude-api, api-gateway, observability, ai-logging, token-usage, developer-tools
  • mediumabout#3
    Refine the 'About' description for clarity and keyword alignment

    Why:

    CURRENT
    See your claude code logs in clear details in your dashboard
    COPY-PASTE FIX
    Monitor and log all Claude API requests, token usage, and file access in detail, with a simple URL change.

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 chatgptprojects/clear-code
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
langchain-ai/langchain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. langchain-ai/langchain · recommended 1×
  2. LangSmith · recommended 1×
  3. open-telemetry/opentelemetry-specification · recommended 1×
  4. jaegertracing/jaeger · recommended 1×
  5. Honeycomb · recommended 1×
  • CATEGORY QUERY
    How can I monitor requests, token usage, and file access of my AI coding assistant?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. LangSmith
    3. OpenTelemetry (open-telemetry/opentelemetry-specification)
    4. Jaeger (jaegertracing/jaeger)
    5. Honeycomb
    6. Datadog
    7. Prometheus (prometheus/prometheus)
    8. Grafana (grafana/grafana)
    9. Elastic Stack
    10. Splunk
    11. Helicone
    12. Arize AI

    AI recommended 12 alternatives but never named chatgptprojects/clear-code. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a way to observe AI coding assistant behavior without modifying existing application code.
    you: not recommended
    AI recommended (in order):
    1. Fiddler
    2. Charles Proxy
    3. mitmproxy
    4. VS Code Developer Tools
    5. JetBrains IDE Event Log
    6. Wireshark
    7. Process Monitor
    8. Activity Monitor
    9. htop

    AI recommended 9 alternatives but never named chatgptprojects/clear-code. 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 chatgptprojects/clear-code?
    pass
    AI did not name chatgptprojects/clear-code — likely talking about a different project

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

  • If a team adopts chatgptprojects/clear-code in production, what risks or prerequisites should they evaluate first?
    pass
    AI named chatgptprojects/clear-code 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 chatgptprojects/clear-code solve, and who is the primary audience?
    pass
    AI named chatgptprojects/clear-code explicitly

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

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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite