RRepoGEO

REPOGEO REPORT · LITE

eBay/tsv-utils

Default branch master · commit 38ed0a1c · scanned 5/9/2026, 2:36:58 AM

GitHub: 1,478 stars · 83 forks

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 README H1 to emphasize performance and large data

    Why:

    CURRENT
    # Command line utilities for tabular data files
    COPY-PASTE FIX
    # High-Performance Command Line Utilities for Large Tabular Data Files
  • mediumreadme#2
    Add a sentence to README comparing performance against common tools

    Why:

    COPY-PASTE FIX
    These tools are designed for speed and memory efficiency, often outperforming standard Unix tools like `awk`, `cut`, or Python-based utilities like `csvkit` when processing very large TSV/CSV datasets. See [Performance Studies](docs/Performance.md) for detailed benchmarks against similar tools.
  • lowtopics#3
    Review and potentially expand GitHub 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, reservoir-sampling, sampling, shuffle, statistics, tabular-data, tsv, uniq, high-performance, data-processing, large-data

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
https://github.com/johnkerl/miller
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. https://github.com/johnkerl/miller · recommended 1×
  2. GNU Awk (gawk) · recommended 1×
  3. https://github.com/BurntSushi/xsv · recommended 1×
  4. https://github.com/wireservice/csvkit · recommended 1×
  5. cut · recommended 1×
  • CATEGORY QUERY
    How to efficiently process large TSV/CSV files from the command line for data analysis?
    you: not recommended
    AI recommended (in order):
    1. Miller (mlr) (https://github.com/johnkerl/miller)
    2. GNU Awk (gawk)
    3. xsv (https://github.com/BurntSushi/xsv)
    4. csvkit (https://github.com/wireservice/csvkit)
    5. cut
    6. grep
    7. sed

    AI recommended 7 alternatives but never named eBay/tsv-utils. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are fast command-line utilities for data manipulation, faster than standard Unix tools?
    you: not recommended
    AI recommended (in order):
    1. datamash
    2. q
    3. miller
    4. ripgrep
    5. sd
    6. jq
    7. csvtk

    AI recommended 7 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 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?

  • 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 named eBay/tsv-utils explicitly

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

Embed your GEO score

Drop this badge into the README of eBay/tsv-utils. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/eBay/tsv-utils.svg)](https://repogeo.com/en/r/eBay/tsv-utils)
HTML
<a href="https://repogeo.com/en/r/eBay/tsv-utils"><img src="https://repogeo.com/badge/eBay/tsv-utils.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

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