RRepoGEO

REPOGEO REPORT · LITE

ontola/atomic-server

Default branch develop · commit fe4e8494 · scanned 6/30/2026, 9:37:00 PM

GitHub: 1,566 stars · 74 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
33 /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
2 / 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 ontola/atomic-server, 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
    Reposition README opening to lead with product category

    Why:

    CURRENT
    Create, share, fetch and model Atomic Data! AtomicServer is a lightweight, yet powerful CMS / Graph Database. Demo on atomicdata.dev. Docs on docs.atomicdata.dev
    COPY-PASTE FIX
    AtomicServer is a lightweight, yet powerful open-source Headless CMS and Graph Database. It enables you to create, share, fetch, and model data using the Atomic Data specification. Demo on atomicdata.dev. Docs on docs.atomicdata.dev
  • mediumtopics#2
    Add specific category topics

    Why:

    CURRENT
    actix, atomic-data, cli, database, library, linked-data, rdf, rust, server, sled
    COPY-PASTE FIX
    headless-cms, graph-database, realtime-database, actix, atomic-data, cli, database, library, linked-data, rdf, rust, server, sled
  • mediumreadme#3
    Reorganize README introduction to focus on the server

    Why:

    CURRENT
    This repo also includes:

- [Atomic Data Browser](/browser/data-browser/README.md), the React front-end for Atomic-Server.
- [`@tomic/lib`](/browser/lib/README.md) JS NPM library.
- [`@tomic/react`](/browser/react/README.md) React NPM library.
- [`@tomic/svelte`](/browser/svelte/README.md) Svelte NPM library.
- [`atomic_lib`](lib/README.md) Rust library.
- [`atomic-cli`](cli/README.md) terminal client.
- [`docs`](docs/README.md) documentation / specification for Atomic Data (docs.atomicdata.dev).
    COPY-PASTE FIX
    Add a new H2 heading `## Ecosystem` (or `## Related Projects`) further down the README, and place the list of sub-projects (Atomic Data Browser, @tomic/lib, etc.) into this new section.

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 ontola/atomic-server
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
strapi/strapi
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. strapi/strapi · recommended 1×
  2. payloadcms/payload · recommended 1×
  3. directus/directus · recommended 1×
  4. supabase/supabase · recommended 1×
  5. sanity-io/sanity · recommended 1×
  • CATEGORY QUERY
    What open source headless CMS offers real-time data and JavaScript/React SDKs?
    you: not recommended
    AI recommended (in order):
    1. Strapi (strapi/strapi)
    2. Payload CMS (payloadcms/payload)
    3. Directus (directus/directus)
    4. Supabase (supabase/supabase)
    5. Sanity.io (sanity-io/sanity)

    AI recommended 5 alternatives but never named ontola/atomic-server. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a lightweight, fast graph database built with Rust for web applications.
    you: not recommended
    AI recommended (in order):
    1. GraphBLAS (rust-graphtools/graphblas-rs)
    2. Neo4j
    3. SurrealDB (surrealdb/surrealdb)
    4. Dgraph (dgraph-io/dgraph)
    5. Apache TinkerPop (apache/tinkerpop)

    AI recommended 5 alternatives but never named ontola/atomic-server. 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 ontola/atomic-server?
    pass
    AI did not name ontola/atomic-server — likely talking about a different project

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
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