RRepoGEO

REPOGEO REPORT · LITE

sandeco/reversa

Default branch main · commit 5aee5f45 · scanned 6/7/2026, 8:02:47 PM

GitHub: 1,190 stars · 328 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)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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
  • highreadme#1
    Strengthen README's opening statement to clarify purpose for AI

    Why:

    CURRENT
    **Turn legacy systems into executable specifications for AI agents.**
    COPY-PASTE FIX
    **Reversa is a specification reverse-engineering framework that transforms legacy systems into precise, executable specifications for AI coding agents, enabling safe and accurate AI-driven software evolution.**
  • hightopics#2
    Add relevant topics to improve AI categorization

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    ai-agents, legacy-systems, reverse-engineering, specification-generation, code-analysis, software-engineering, documentation-automation, generative-ai
  • mediumhomepage#3
    Add the project homepage to the repository's About section

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    https://sandeco.github.io/reversa/

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 sandeco/reversa
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
github/codeql
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. github/codeql · recommended 2×
  2. Understand · recommended 2×
  3. SonarQube · recommended 1×
  4. semgrep/semgrep · recommended 1×
  5. GitHub Code Scanning · recommended 1×
  • CATEGORY QUERY
    How can I extract executable specifications from legacy code for AI development?
    you: not recommended
    AI recommended (in order):
    1. SonarQube
    2. Semgrep (semgrep/semgrep)
    3. CodeQL (github/codeql)
    4. GitHub Code Scanning
    5. Cucumber (cucumber/cucumber)
    6. Gherkin (cucumber/gherkin)
    7. SpecFlow (SpecFlowOSS/SpecFlow)
    8. Dynatrace
    9. AppDynamics
    10. New Relic
    11. OpenTelemetry (open-telemetry/opentelemetry-specification)
    12. Enterprise Architect
    13. Understand

    AI recommended 13 alternatives but never named sandeco/reversa. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help AI agents understand undocumented business logic in old systems?
    you: not recommended
    AI recommended (in order):
    1. CAST Highlight
    2. CAST Imaging
    3. Kite
    4. Understand
    5. CodeQL (github/codeql)
    6. Neo4j (neo4j/neo4j)
    7. ArangoDB (arangodb/arangodb)
    8. OpenRewrite (openrewrite/rewrite)
    9. SonarQube (SonarSource/sonarqube)

    AI recommended 9 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