RRepoGEO

REPOGEO REPORT · LITE

getprobo/probo

Default branch main · commit 4084554d · scanned 5/31/2026, 1:06:25 AM

GitHub: 1,111 stars · 165 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 getprobo/probo, 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 disclaimer to the README about Probo.CI

    Why:

    CURRENT
    Probo is a self-hostable governance, risk, and compliance (GRC) platform built for engineering and security teams.
    COPY-PASTE FIX
    Probo is a self-hostable governance, risk, and compliance (GRC) platform built for engineering and security teams. Note: This project is distinct from Probo.CI, a continuous integration platform.
  • mediumreadme#2
    Emphasize automated evidence collection for compliance in README

    Why:

    CURRENT
    It covers the full GRC lifecycle: risk identification, control tracking, vendor risk, data privacy, access reviews, audit programs, and document approval workflows.
    COPY-PASTE FIX
    It covers the full GRC lifecycle: risk identification, control tracking, vendor risk, data privacy, access reviews, audit programs, and document approval workflows. It specifically streamlines automated evidence collection for SOC2, GDPR, and ISO27001 compliance.
  • lowcomparison#3
    Add a 'Comparison to Alternatives' section to the README

    Why:

    COPY-PASTE FIX
    ## Comparison to Alternatives

Unlike generic GRC tools, Probo is built for engineers, offering an AI-native approach with extensive API coverage (MCP, GraphQL) for automating compliance workflows. While tools like OpenGCP or GRC-in-a-Box provide foundational GRC, Probo focuses on deep integration with engineering processes and LLM agents for advanced automation and evidence generation.

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 getprobo/probo
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenGCP
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenGCP · recommended 1×
  2. GRC-in-a-Box · recommended 1×
  3. OSSIM · recommended 1×
  4. GVM · recommended 1×
  5. FreeIPA · recommended 1×
  • CATEGORY QUERY
    What open-source GRC platforms help engineering teams manage SOC2 and GDPR compliance?
    you: not recommended
    AI recommended (in order):
    1. OpenGCP
    2. GRC-in-a-Box
    3. OSSIM
    4. GVM
    5. FreeIPA
    6. Ansible
    7. Puppet
    8. Chef

    AI recommended 8 alternatives but never named getprobo/probo. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a self-hostable tool to automate data privacy and audit programs via API.
    you: not recommended
    AI recommended (in order):
    1. Open-AudIT
    2. PrivacyIDEA
    3. OSSEC HIDS
    4. ELK Stack
    5. Apache Metron
    6. Simple GRC
    7. Open GRC

    AI recommended 7 alternatives but never named getprobo/probo. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 getprobo/probo?
    pass
    AI named getprobo/probo explicitly

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

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

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

Embed your GEO score

Drop this badge into the README of getprobo/probo. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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getprobo/probo — 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