RRepoGEO

REPOGEO REPORT · LITE

firecmsco/firecms

Default branch main · commit 413b508d · scanned 6/19/2026, 6:06:46 PM

GitHub: 1,270 stars · 219 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)

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

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 'Comparison with Alternatives' section to the README

    Why:

    COPY-PASTE FIX
    ## Comparison with Alternatives

FireCMS stands out as a **developer-first, code-first, schema-driven framework specifically for Firebase and Firestore**. Unlike low-code platforms (e.g., Retool, Appsmith) that offer visual builders, FireCMS empowers developers to define their content models directly in TypeScript, generating a fully customizable React/TypeScript admin panel. Compared to generic headless CMS solutions (e.g., Contentful, Strapi), FireCMS offers native, deep integration with Firebase, leveraging your existing data structures and security rules without needing a separate backend or complex API configurations.
  • mediumreadme#2
    Clarify the project's license(s) in the README

    Why:

    COPY-PASTE FIX
    Add the following sentence to the README: "FireCMS is released under [License Name(s)]. Please refer to the LICENSE file for full details."
  • mediumtopics#3
    Add 'typescript' and 'internal-tools' to the repository topics

    Why:

    CURRENT
    admin-dashboard, cms, firebase, firestore, headless-cms, mongodb, react
    COPY-PASTE FIX
    admin-dashboard, cms, firebase, firestore, headless-cms, mongodb, react, typescript, internal-tools

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
Retool
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Retool · recommended 1×
  2. Appsmith · recommended 1×
  3. Budibase · recommended 1×
  4. Firebase Console · recommended 1×
  5. Next.js · recommended 1×
  • CATEGORY QUERY
    How can I quickly build an admin dashboard for my Firestore database?
    you: not recommended
    AI recommended (in order):
    1. Retool
    2. Appsmith
    3. Budibase
    4. Firebase Console
    5. Next.js
    6. Material UI
    7. Chakra UI
    8. AdminBro

    AI recommended 8 alternatives but never named firecmsco/firecms. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best headless CMS options that integrate well with Firebase and React?
    you: not recommended
    AI recommended (in order):
    1. Contentful
    2. Sanity.io
    3. Strapi
    4. DatoCMS
    5. Prismic
    6. Storyblok

    AI recommended 6 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

Drop this badge into the README of firecmsco/firecms. 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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firecmsco/firecms — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite