RRepoGEO

REPOGEO REPORT · LITE

BayramAnnakov/claude-reflect

Default branch main · commit 8dc9db43 · scanned 6/20/2026, 8:41:46 AM

GitHub: 1,067 stars · 95 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 BayramAnnakov/claude-reflect, 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 to clarify unique category

    Why:

    CURRENT
    A self-learning system for Claude Code that captures corrections and discovers workflow patterns — turning them into permanent memory and reusable skills.
    COPY-PASTE FIX
    claude-reflect is a specialized self-learning system for Claude Code, designed to give your AI assistant a persistent memory and the ability to autonomously create new skills. It captures your corrections and preferences, then discovers workflow patterns to generate reusable commands, making Claude truly adaptive and personalized.
  • hightopics#2
    Add more specific topics to improve categorization

    Why:

    CURRENT
    claude-code, claude-skills, memory, productivity, self-learning
    COPY-PASTE FIX
    claude-code, claude-skills, memory, productivity, self-learning, ai-agent, llm-personalization, prompt-engineering, autonomous-agents, skill-discovery
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/BayramAnnakov/claude-reflect

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 BayramAnnakov/claude-reflect
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI API
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI API · recommended 1×
  2. LangChain · recommended 1×
  3. Chroma · recommended 1×
  4. Pinecone · recommended 1×
  5. LlamaIndex · recommended 1×
  • CATEGORY QUERY
    How can I make my AI coding assistant learn from my corrections and preferences?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. LangChain
    3. Chroma
    4. Pinecone
    5. LlamaIndex
    6. VS Code Extensions
    7. Code Spell Checker
    8. ESLint
    9. Prettier
    10. OpenAI's Chat Completion API
    11. Hugging Face Transformers

    AI recommended 11 alternatives but never named BayramAnnakov/claude-reflect. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a system to automate AI assistant skill creation from repetitive tasks.
    you: not recommended
    AI recommended (in order):
    1. Zapier Interfaces
    2. Make
    3. Microsoft Power Automate
    4. UiPath
    5. Pipedream
    6. AWS Step Functions

    AI recommended 6 alternatives but never named BayramAnnakov/claude-reflect. 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 BayramAnnakov/claude-reflect?
    pass
    AI named BayramAnnakov/claude-reflect explicitly

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

  • If a team adopts BayramAnnakov/claude-reflect in production, what risks or prerequisites should they evaluate first?
    pass
    AI named BayramAnnakov/claude-reflect 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 BayramAnnakov/claude-reflect solve, and who is the primary audience?
    pass
    AI did not name BayramAnnakov/claude-reflect — 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?

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  • Brand-free category queries5 vs 2 in Lite
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BayramAnnakov/claude-reflect — RepoGEO report