RRepoGEO

REPOGEO REPORT · LITE

samuelfaj/distill

Default branch main · commit 361c66b0 · scanned 5/30/2026, 5:52:15 AM

GitHub: 567 stars · 34 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 samuelfaj/distill, 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 to specify its purpose for AI agents

    Why:

    CURRENT
    # distill
    COPY-PASTE FIX
    # distill: Condense CLI Output for AI Agents & LLMs to Save Tokens
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Add a `LICENSE` file to the repository root, specifying your chosen open-source license.
  • mediumtopics#3
    Update repository topics for better categorization

    Why:

    CURRENT
    claude-code, codex, llm, tokens
    COPY-PASTE FIX
    llm-agent, cli-tool, token-optimization, command-line, output-processing, generative-ai, local-llm

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 samuelfaj/distill
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI API
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI API · recommended 1×
  2. Anthropic Claude · recommended 1×
  3. Google Gemini API · recommended 1×
  4. Mistral AI · recommended 1×
  5. Hugging Face Transformers · recommended 1×
  • CATEGORY QUERY
    Tool to summarize verbose command line logs for AI agents to save costs?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. Anthropic Claude
    3. Google Gemini API
    4. Mistral AI
    5. Hugging Face Transformers
    6. Llama 3
    7. Falcon
    8. BART
    9. T5
    10. AWS SageMaker
    11. Azure ML
    12. Google Vertex AI
    13. Logstash
    14. Fluentd
    15. Splunk
    16. ELK Stack
    17. Elasticsearch
    18. Kibana

    AI recommended 18 alternatives but never named samuelfaj/distill. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Efficiently condense lengthy terminal output for large language model context windows?
    you: not recommended
    AI recommended (in order):
    1. jq
    2. awk
    3. grep
    4. sed
    5. cut
    6. tail
    7. head
    8. less

    AI recommended 8 alternatives but never named samuelfaj/distill. 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 samuelfaj/distill?
    pass
    AI named samuelfaj/distill explicitly

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

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

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

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samuelfaj/distill — 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