RRepoGEO

REPOGEO REPORT · LITE

coleam00/claude-memory-compiler

Default branch main · commit 54eddd70 · scanned 5/13/2026, 2:53:33 PM

GitHub: 1,041 stars · 272 forks

AI VISIBILITY SCORE
17 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 fail
Objective metadata checks
AI knows your name
1 / 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 coleam00/claude-memory-compiler, 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
  • highlicense#1
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root. For example, if you intend an MIT license, the file content should be the standard MIT license text.
  • hightopics#2
    Add specific topics to improve categorization

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    ["llm", "claude", "knowledge-base", "ai-assistant", "code-generation", "memory", "agent-sdk", "karpathy"]
  • highreadme#3
    Strengthen README's opening to clarify niche and differentiation

    Why:

    CURRENT
    # LLM Personal Knowledge Base

**Your AI conversations compile themselves into a searchable knowledge base.**

Adapted from Karpathy's LLM Knowledge Base architecture, but instead of clipping web articles, the raw data is your own conversations with Claude Code.
    COPY-PASTE FIX
    # Claude Memory Compiler: An LLM Personal Knowledge Base for AI Coding Assistants

**Give your AI coding assistant a memory that evolves with your codebase. This tool compiles your Claude Code conversations into a searchable, cross-referenced knowledge base, inspired by Karpathy's LLM Knowledge Base architecture but specifically designed for AI chat transcripts.**

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 coleam00/claude-memory-compiler
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Notion
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Notion · recommended 2×
  2. Obsidian · recommended 2×
  3. Confluence · recommended 2×
  4. Zapier · recommended 1×
  5. Make.com · recommended 1×
  • CATEGORY QUERY
    How to automatically create a searchable knowledge base from my AI coding assistant chats?
    you: not recommended
    AI recommended (in order):
    1. Notion
    2. Zapier
    3. Make.com
    4. Obsidian
    5. Dataview (blacksmithgu/obsidian-dataview)
    6. Confluence
    7. Zendesk Guide
    8. Intercom Articles
    9. Google Docs
    10. Microsoft Word

    AI recommended 10 alternatives but never named coleam00/claude-memory-compiler. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tools to compile AI coding session transcripts into structured, cross-referenced knowledge articles?
    you: not recommended
    AI recommended (in order):
    1. Notion
    2. Obsidian
    3. Confluence
    4. Joplin
    5. Logseq

    AI recommended 5 alternatives but never named coleam00/claude-memory-compiler. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 coleam00/claude-memory-compiler?
    pass
    AI did not name coleam00/claude-memory-compiler — 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 coleam00/claude-memory-compiler in production, what risks or prerequisites should they evaluate first?
    pass
    AI named coleam00/claude-memory-compiler 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 coleam00/claude-memory-compiler solve, and who is the primary audience?
    pass
    AI did not name coleam00/claude-memory-compiler — 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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