RRepoGEO

REPOGEO REPORT · LITE

bruin-data/ingestr

Default branch main · commit 3d9ff4d8 · scanned 6/5/2026, 11:51:59 PM

GitHub: 3,682 stars · 129 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 bruin-data/ingestr, 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 emphasize quick, simple, incremental CLI data loading

    Why:

    CURRENT
    ingestr is a command-line app that allows you to ingest data from any source into any destination using simple command-line flags, no code necessary.
    COPY-PASTE FIX
    ingestr is a high-performance, lightweight, and self-contained command-line tool for quick and simple data ingestion. It allows you to copy data from any source to any destination, supporting incremental loading and synchronization, all with a single command and no code.
  • hightopics#2
    Add specific topics for CLI, incremental loading, and data synchronization

    Why:

    CURRENT
    bigquery, copy-database, data-ingestion, data-integration, data-pipeline, duckdb, ingestion-pipeline, mssql, postgresql, snowflake
    COPY-PASTE FIX
    bigquery, cli-tool, copy-database, data-ingestion, data-integration, data-pipeline, data-synchronization, database-migration, duckdb, incremental-loading, ingestion-pipeline, mssql, postgresql, snowflake
  • mediumreadme#3
    Clarify the existing custom license in the README

    Why:

    COPY-PASTE FIX
    ## License

ingestr is released under the terms of the custom license found in the `LICENSE` file. Please refer to the `LICENSE` file for full details on usage and distribution.

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 bruin-data/ingestr
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Apache Nifi
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Apache Nifi · recommended 1×
  2. Apache Kafka Connect · recommended 1×
  3. pg_dump · recommended 1×
  4. pg_restore · recommended 1×
  5. mysqldump · recommended 1×
  • CATEGORY QUERY
    How to quickly copy data between different database systems using a command-line interface?
    you: not recommended
    AI recommended (in order):
    1. Apache Nifi
    2. Apache Kafka Connect
    3. pg_dump
    4. pg_restore
    5. mysqldump
    6. mysql client
    7. psql
    8. Apache Sqoop
    9. csvkit
    10. dbcrossbar
    11. psycopg2
    12. mysql-connector-python
    13. pyodbc

    AI recommended 13 alternatives but never named bruin-data/ingestr. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What is a simple tool for incremental data loading and synchronization across various databases?
    you: not recommended
    AI recommended (in order):
    1. Apache Nifi (apache/nifi)
    2. Airbyte (airbytehq/airbyte)
    3. Fivetran
    4. Debezium (debezium/debezium)
    5. Striim
    6. DBConvert Studio
    7. ESF Database Migration Toolkit

    AI recommended 7 alternatives but never named bruin-data/ingestr. 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 bruin-data/ingestr?
    pass
    AI named bruin-data/ingestr explicitly

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

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