RRepoGEO

REPOGEO REPORT · LITE

crbnos/carbon

Default branch main · commit 33592f71 · scanned 5/12/2026, 10:39:16 PM

GitHub: 2,101 stars · 270 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 crbnos/carbon, 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
    Clarify project identity in README's opening

    Why:

    CURRENT
    The README's initial visible text is a centered tagline "The open core for manufacturing".
    COPY-PASTE FIX
    <p align="center"><b>Carbon: The open core ERP, MES, and QMS for manufacturing.</b></p>
<p align="center">Perfect for complex assembly, contract manufacturing, and configure-to-order manufacturing.</p>
  • mediumtopics#2
    Add topics emphasizing API-first and extensibility

    Why:

    CURRENT
    agentic-platform, assemblyline, business, erp, lean, management, manufacturing, mcp-server, mes, postgresql, qms, react-router, supabase, typescript
    COPY-PASTE FIX
    agentic-platform, assemblyline, business, erp, lean, management, manufacturing, mcp-server, mes, postgresql, qms, react-router, supabase, typescript, api-first, extensible, open-platform
  • lowlicense#3
    Clarify license terms in README

    Why:

    COPY-PASTE FIX
    Add a new section to the README: `## License
Carbon is released under a custom open-source license. Please refer to the [LICENSE file](LICENSE) for full details on the applicable 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 crbnos/carbon
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
odoo/odoo
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. odoo/odoo · recommended 1×
  2. frappe/erpnext · recommended 1×
  3. apache/ofbiz-framework · recommended 1×
  4. Dolibarr/dolibarr · recommended 1×
  5. metasfresh/metasfresh · recommended 1×
  • CATEGORY QUERY
    What open source ERP, MES, and QMS solutions exist for complex manufacturing?
    you: not recommended
    AI recommended (in order):
    1. Odoo (odoo/odoo)
    2. ERPNext (frappe/erpnext)
    3. Apache OFBiz (apache/ofbiz-framework)
    4. Dolibarr ERP & CRM (Dolibarr/dolibarr)
    5. Metasfresh (metasfresh/metasfresh)

    AI recommended 5 alternatives but never named crbnos/carbon. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a modern, API-first manufacturing platform to avoid vendor lock-in and allow extensions.
    you: not recommended
    AI recommended (in order):
    1. Tulip
    2. Plex Systems
    3. FactoryFour
    4. Bright Machines Microfactories
    5. Ignition by Inductive Automation
    6. AWS IoT Greengrass
    7. Azure IoT Edge
    8. AWS Lambda
    9. Azure Functions
    10. AWS IoT Core
    11. Azure IoT Hub
    12. DynamoDB
    13. Cosmos DB
    14. PostgreSQL
    15. SAP Digital Manufacturing Cloud

    AI recommended 15 alternatives but never named crbnos/carbon. 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 crbnos/carbon?
    pass
    AI named crbnos/carbon explicitly

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

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