RRepoGEO

REPOGEO REPORT · LITE

glommer/pgmicro

Default branch master · commit d4c68411 · scanned 5/11/2026, 7:58:13 AM

GitHub: 1,037 stars · 22 forks

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 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 glommer/pgmicro, 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 the README's opening statement to emphasize database type and purpose

    Why:

    CURRENT
    An in-process reimplementation of PostgreSQL, backed by a SQLite-compatible storage engine.
    COPY-PASTE FIX
    pgmicro is an experimental, in-process PostgreSQL database, reimplemented from scratch and backed by a SQLite-compatible storage engine, designed for lightweight, embeddable, and ephemeral use cases.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    postgresql, in-process-database, embeddable-database, sqlite-compatible, database, rust, ephemeral-data
  • mediumhomepage#3
    Add the repository URL as the project homepage

    Why:

    COPY-PASTE FIX
    https://github.com/glommer/pgmicro

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 glommer/pgmicro
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
H2 Database
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. H2 Database · recommended 2×
  2. DuckDB · recommended 2×
  3. pglite · recommended 1×
  4. pg-mem · recommended 1×
  5. Testcontainers · recommended 1×
  • CATEGORY QUERY
    How can I use a lightweight, embeddable PostgreSQL database without a separate server?
    you: not recommended
    AI recommended (in order):
    1. pglite
    2. pg-mem
    3. Testcontainers
    4. H2 Database
    5. DuckDB
    6. Snap
    7. Flatpak
    8. Homebrew

    AI recommended 8 alternatives but never named glommer/pgmicro. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an in-process database with PostgreSQL features for ephemeral application data.
    you: not recommended
    AI recommended (in order):
    1. SQLite
    2. H2 Database
    3. HSQLDB
    4. DuckDB
    5. PostgreSQL

    AI recommended 5 alternatives but never named glommer/pgmicro. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    warn

    Suggestion:

  • 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 glommer/pgmicro?
    pass
    AI named glommer/pgmicro explicitly

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

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

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

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