RRepoGEO

REPOGEO REPORT · LITE

firecmsco/firecms

Default branch main · commit 0e891961 · scanned 5/9/2026, 8:41:57 PM

GitHub: 1,266 stars · 221 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 firecmsco/firecms, 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 clarifying sentence to the README's introductory section

    Why:

    COPY-PASTE FIX
    Built for developers, FireCMS provides a powerful React and TypeScript framework, not a low-code builder, to create custom admin panels and headless CMS solutions.
  • hightopics#2
    Refine repository topics for better AI categorization

    Why:

    CURRENT
    admin-dashboard, cms, firebase, firestore, headless-cms, mongodb, react
    COPY-PASTE FIX
    admin-dashboard, cms, firebase, firestore, headless-cms, react, typescript, developer-framework, admin-panel-builder
  • mediumlicense#3
    Add a statement clarifying the existing license in the README

    Why:

    COPY-PASTE FIX
    FireCMS is released under a custom license. Please refer to the `LICENSE` file in the repository for full details.

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 firecmsco/firecms
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Firebase Console
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Firebase Console · recommended 1×
  2. Retool · recommended 1×
  3. Appsmith · recommended 1×
  4. Budibase · recommended 1×
  5. Forest Admin · recommended 1×
  • CATEGORY QUERY
    How can I quickly build an admin dashboard for my Firestore database project?
    you: not recommended
    AI recommended (in order):
    1. Firebase Console
    2. Retool
    3. Appsmith
    4. Budibase
    5. Forest Admin
    6. AdminJS

    AI recommended 6 alternatives but never named firecmsco/firecms. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good headless CMS options for a React application using Firebase backend?
    you: not recommended
    AI recommended (in order):
    1. Strapi (strapi/strapi)
    2. Payload CMS (payloadcms/payload)
    3. Sanity.io (sanity-io/sanity)
    4. Contentful
    5. Prismic
    6. Firestore/Realtime Database
    7. Forest Admin (ForestAdmin/forest-admin)

    AI recommended 7 alternatives but never named firecmsco/firecms. 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 firecmsco/firecms?
    pass
    AI named firecmsco/firecms explicitly

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

  • If a team adopts firecmsco/firecms in production, what risks or prerequisites should they evaluate first?
    pass
    AI named firecmsco/firecms 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 firecmsco/firecms solve, and who is the primary audience?
    pass
    AI named firecmsco/firecms 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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  • Brand-free category queries5 vs 2 in Lite
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