RRepoGEO

REPOGEO REPORT · LITE

snwfdhmp/awesome-ralph

Default branch master · commit 6b2f7ba2 · scanned 6/7/2026, 3:08:07 PM

GitHub: 897 stars · 69 forks

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 snwfdhmp/awesome-ralph, 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
    Add a disambiguation note to the README's opening

    Why:

    CURRENT
    > A curated list of resources about Ralph (aka Ralph Wiggum), the AI coding technique that runs AI coding agents in automated loops until specifications are fulfilled.
    COPY-PASTE FIX
    > A curated list of resources about **Ralph, the AI coding technique** (aka Ralph Wiggum, *not* the CMDB/DCIM system), that runs AI coding agents in automated loops until specifications are fulfilled.
  • mediumtopics#2
    Refine and expand repository topics for clarity and relevance

    Why:

    CURRENT
    ai-coding, claude, claude-code, ralph, ralph-loop, ralph-wiggum, vibe-coding
    COPY-PASTE FIX
    ai-coding, autonomous-agents, code-generation, iterative-development, claude, claude-code, ralph-technique, awesome-list, ai-development-loops
  • lowlicense#3
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file (e.g., MIT, Apache-2.0, or CC-BY-4.0 for an awesome list) in the repository root to clearly state the project's licensing terms.

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 snwfdhmp/awesome-ralph
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. LlamaIndex · recommended 1×
  3. GitHub Actions · recommended 1×
  4. OpenAI Assistants API · recommended 1×
  5. GitLab CI/CD · recommended 1×
  • CATEGORY QUERY
    How to automate AI agent development loops for continuous code generation and validation?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. GitHub Actions
    4. OpenAI Assistants API
    5. GitLab CI/CD
    6. Jenkins
    7. CodiumAI
    8. Hugging Face Transformers Agents
    9. MLflow
    10. Autogen
    11. Azure DevOps
    12. Pytest
    13. pre-commit

    AI recommended 13 alternatives but never named snwfdhmp/awesome-ralph. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tools for autonomous AI code generation that iterate on specifications until completion?
    you: not recommended
    AI recommended (in order):
    1. Cursor
    2. GitHub Copilot X
    3. GPT-Engineer (gpt-engineer-org/gpt-engineer)
    4. Meta's Code Llama
    5. Smol-Developer (smol-ai/smol-developer)
    6. OpenAI's GPT-4

    AI recommended 6 alternatives but never named snwfdhmp/awesome-ralph. 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 snwfdhmp/awesome-ralph?
    pass
    AI did not name snwfdhmp/awesome-ralph — 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 snwfdhmp/awesome-ralph in production, what risks or prerequisites should they evaluate first?
    pass
    AI named snwfdhmp/awesome-ralph 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 snwfdhmp/awesome-ralph solve, and who is the primary audience?
    pass
    AI named snwfdhmp/awesome-ralph explicitly

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

Embed your GEO score

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snwfdhmp/awesome-ralph — 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