RRepoGEO

REPOGEO REPORT · LITE

snarktank/compound-product

Default branch main · commit 98bb91f4 · scanned 6/2/2026, 2:13:47 PM

GitHub: 527 stars · 56 forks

AI VISIBILITY SCORE
23 /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
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 snarktank/compound-product, 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 to clarify 'Compound' and emphasize AI autonomy

    Why:

    CURRENT
    # Compound Product

A self-improving product system that reads daily reports, identifies the #1 actionable priority, and autonomously implements it.
    COPY-PASTE FIX
    # Compound Product: Autonomous AI for Self-Improving Systems

This repository demonstrates a self-improving product system that reads daily reports, identifies the #1 actionable priority, and autonomously implements it. **Note: This project is not related to Compound Finance.**
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    ai-agent, autonomous-ai, code-generation, product-management, self-improving-systems, devops-automation, llm-applications
  • mediumlicense#3
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    (Choose and add a standard open-source license file, e.g., MIT, Apache-2.0, or GPL-3.0, to the repository root.)

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 snarktank/compound-product
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
getsentry/sentry
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. getsentry/sentry · recommended 1×
  2. Datadog · recommended 1×
  3. New Relic · recommended 1×
  4. Jira Automation · recommended 1×
  5. GitHub Actions · recommended 1×
  • CATEGORY QUERY
    How to automate software bug fixes and feature improvements from daily performance reports?
    you: not recommended
    AI recommended (in order):
    1. Sentry (getsentry/sentry)
    2. Datadog
    3. New Relic
    4. Jira Automation
    5. GitHub Actions
    6. GitLab CI/CD
    7. Jenkins (jenkinsci/jenkins)
    8. GitHub Copilot
    9. OpenAI's GPT-4
    10. PagerDuty
    11. Opsgenie

    AI recommended 11 alternatives but never named snarktank/compound-product. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an AI assistant for autonomous code generation and product iteration based on analytics.
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot X
    2. Cursor IDE
    3. CodiumAI
    4. Tabnine
    5. OpenAI API
    6. Replit AI

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