RRepoGEO

REPOGEO REPORT · LITE

sandeco/reversa

Default branch main · commit 96c742d1 · scanned 5/8/2026, 12:22:46 AM

GitHub: 696 stars · 251 forks

AI VISIBILITY SCORE
35 /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
3 / 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 sandeco/reversa, 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
  • hightopics#1
    Add specific topics for AI agent specification and legacy code

    Why:

    COPY-PASTE FIX
    ai-agents, legacy-systems, reverse-engineering, executable-specifications, code-analysis, software-modernization
  • highreadme#2
    Refine README's opening paragraph to reinforce core purpose for AI agents

    Why:

    CURRENT
    Reversa is a specification reverse-engineering framework. Install it inside a legacy project and it coordinates a team of specialized AI agents to analyze the existing code and generate complete, traceable specifications ready for use by any coding agent.
    COPY-PASTE FIX
    Reversa is a specification reverse-engineering framework that bridges legacy systems with AI coding agents. It coordinates a team of specialized AI agents to analyze existing code, extract accumulated knowledge, and generate complete, traceable, executable specifications ready for any coding agent.
  • mediumhomepage#3
    Add the project's homepage URL

    Why:

    COPY-PASTE FIX
    https://sandeco.github.io/reversa/

Category GEO backends resolved for this scan: google/gemini-2.0-flash-001, deepseek/deepseek-chat

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.0-flash-001. 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 sandeco/reversa
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
SonarQube
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. SonarQube · recommended 2×
  2. Understand (by SciTools) · recommended 2×
  3. CAST AI · recommended 1×
  4. IntelliJ IDEA · recommended 1×
  5. Eclipse · recommended 1×
  • CATEGORY QUERY
    How to extract executable specifications from legacy code for AI development?
    you: not recommended
    AI recommended (in order):
    1. CAST AI
    2. SonarQube
    3. Understand (by SciTools)
    4. IntelliJ IDEA
    5. Eclipse
    6. Visual Studio
    7. GPT-4
    8. Python
    9. TLA+

    AI recommended 9 alternatives but never named sandeco/reversa. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help reverse engineer business rules from old systems for AI agents?
    you: not recommended
    AI recommended (in order):
    1. CAST
    2. SonarQube
    3. JArchitect
    4. Understand (by SciTools)
    5. Lattix Architect
    6. RuleXtract
    7. ABBYY FineReader PDF

    AI recommended 7 alternatives but never named sandeco/reversa. 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 sandeco/reversa?
    pass
    AI named sandeco/reversa explicitly

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

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

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

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sandeco/reversa — 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