RRepoGEO

REPOGEO REPORT · LITE

eBay/tsv-utils

Default branch master · commit 38ed0a1c · scanned 6/18/2026, 9:31:56 PM

GitHub: 1,480 stars · 83 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 eBay/tsv-utils, 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 H1 and opening paragraph to emphasize high-performance, large-scale TSV processing

    Why:

    CURRENT
    # Command line utilities for tabular data files

This is a set of command line utilities for manipulating large tabular data files. Files of numeric and text data commonly found in machine learning and data mining environments. Filtering, sampling, statistics, joins, and more.
    COPY-PASTE FIX
    # High-Performance Command Line Utilities for Large TSV Data Files

This is a set of **high-performance** command line utilities for manipulating **large Tab Separated Value (TSV)** data files. Optimized for speed and scale, these tools provide filtering, sampling, statistics, joins, and more, specifically designed for numeric and text data commonly found in machine learning and data mining environments.
  • mediumtopics#2
    Add 'performance' to the repository topics

    Why:

    CURRENT
    cli, command-line, csv, d, data-mining, data-science, delimited-files, dlang, reservoir-sampling, sampling, shuffle, statistics, tabular-data, tsv, uniq
    COPY-PASTE FIX
    cli, command-line, csv, d, data-mining, data-science, delimited-files, dlang, performance, reservoir-sampling, sampling, shuffle, statistics, tabular-data, tsv, uniq
  • lowabout#3
    Update the 'About' description to highlight high-performance and TSV specificity

    Why:

    CURRENT
    eBay's TSV Utilities: Command line tools for large, tabular data files. Filtering, statistics, sampling, joins and more.
    COPY-PASTE FIX
    eBay's TSV Utilities: High-performance command line tools for large, tabular TSV data files. Optimized for filtering, statistics, sampling, joins and more.

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 eBay/tsv-utils
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
johnkerl/miller
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. johnkerl/miller · recommended 2×
  2. pandas-dev/pandas · recommended 2×
  3. GNU Awk · recommended 1×
  4. grep · recommended 1×
  5. cut · recommended 1×
  • CATEGORY QUERY
    How to quickly process and analyze large delimited text files from the command line?
    you: not recommended
    AI recommended (in order):
    1. GNU Awk
    2. Miller (johnkerl/miller)
    3. grep
    4. cut
    5. sort
    6. uniq
    7. sed
    8. join
    9. pandas (pandas-dev/pandas)
    10. data.table (Rdatatable/data.table)

    AI recommended 10 alternatives but never named eBay/tsv-utils. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Efficient command line tools for data filtering, sampling, and statistics on large tabular files?
    you: not recommended
    AI recommended (in order):
    1. datamash
    2. awk
    3. q (TextQL) (harelba/q)
    4. csvtk (shenwei356/csvtk)
    5. miller (johnkerl/miller)
    6. pandas (pandas-dev/pandas)
    7. csvkit (wireservice/csvkit)
    8. Dask (dask/dask)
    9. PySpark (apache/spark)

    AI recommended 9 alternatives but never named eBay/tsv-utils. 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 eBay/tsv-utils?
    pass
    AI named eBay/tsv-utils explicitly

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

  • If a team adopts eBay/tsv-utils in production, what risks or prerequisites should they evaluate first?
    pass
    AI named eBay/tsv-utils 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 eBay/tsv-utils solve, and who is the primary audience?
    pass
    AI did not name eBay/tsv-utils — 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?

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eBay/tsv-utils — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite