RRepoGEO

REPOGEO REPORT · LITE

chdb-io/chdb

Default branch main · commit 38a55c9f · scanned 5/12/2026, 8:07:12 AM

GitHub: 2,685 stars · 113 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 chdb-io/chdb, 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
    Strengthen README's opening tagline for Python embedded analytics

    Why:

    CURRENT
    > chDB is an in-process SQL OLAP Engine powered by ClickHouse  [^1]
    COPY-PASTE FIX
    chDB is an **embedded, in-process OLAP SQL engine for Python applications**, powered by ClickHouse, enabling fast analytical queries without a separate server.
  • mediumtopics#2
    Add 'analytical-database' and 'serverless' to topics

    Why:

    CURRENT
    chdb, clickhouse, clickhouse-database, clickhouse-server, data-science, database, embedded-database, olap, python, sql
    COPY-PASTE FIX
    chdb, clickhouse, clickhouse-database, clickhouse-server, data-science, database, embedded-database, olap, python, sql, analytical-database, serverless
  • lowreadme#3
    Elevate core features above visual elements in README

    Why:

    COPY-PASTE FIX
    Move the 'Features' section and its content to appear immediately after the main tagline, before any visual elements, badges, or partner-specific 'Get Started' links.

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 chdb-io/chdb
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
duckdb/duckdb
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. duckdb/duckdb · recommended 2×
  2. pola-rs/polars · recommended 2×
  3. SQLite · recommended 2×
  4. yhat/pandasql · recommended 1×
  5. ClickHouse/ClickHouse · recommended 1×
  • CATEGORY QUERY
    How to perform fast analytical SQL queries directly within my Python application?
    you: not recommended
    AI recommended (in order):
    1. DuckDB (duckdb/duckdb)
    2. Polars (pola-rs/polars)
    3. pandasql (yhat/pandasql)
    4. SQLite
    5. ClickHouse (ClickHouse/ClickHouse)
    6. PostgreSQL

    AI recommended 6 alternatives but never named chdb-io/chdb. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an embedded analytical database for Python without requiring a separate server installation.
    you: not recommended
    AI recommended (in order):
    1. DuckDB (duckdb/duckdb)
    2. SQLite
    3. Polars (pola-rs/polars)
    4. HDF5
    5. Parquet

    AI recommended 5 alternatives but never named chdb-io/chdb. 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 chdb-io/chdb?
    pass
    AI named chdb-io/chdb explicitly

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

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

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

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chdb-io/chdb — 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