RRepoGEO

REPOGEO REPORT · LITE

yusufcanb/tlm

Default branch main · commit 91833303 · scanned 6/21/2026, 4:56:57 PM

GitHub: 1,482 stars · 54 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
28 /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
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 yusufcanb/tlm, 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 explicitly state its category and differentiate

    Why:

    CURRENT
    tlm is your CLI companion which requires nothing except your workstation.
    COPY-PASTE FIX
    tlm is a powerful command-line tool that acts as your local CLI Copilot, providing AI-powered assistance directly in your terminal without requiring API keys or internet access.
  • mediumtopics#2
    Expand topics for better category matching

    Why:

    CURRENT
    bash, deepseek-r1, llama3, llm, phi4, powershell, qwen2-5, zsh
    COPY-PASTE FIX
    bash, deepseek-r1, llama3, llm, phi4, powershell, qwen2-5, zsh, cli-tool, command-line, ai-assistant, copilot, local-llm, terminal
  • lowhomepage#3
    Add a homepage URL

    Why:

    COPY-PASTE FIX
    https://github.com/yusufcanb/tlm

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 yusufcanb/tlm
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ollama/ollama
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. ollama/ollama · recommended 2×
  2. withfig/fig · recommended 1×
  3. huggingface/transformers · recommended 1×
  4. codota/TabNine · recommended 1×
  5. fish-shell/fish-shell · recommended 1×
  • CATEGORY QUERY
    How can I get AI-powered command line suggestions without needing an internet connection?
    you: not recommended
    AI recommended (in order):
    1. Fig (withfig/fig)
    2. Hugging Face Transformers (huggingface/transformers)
    3. TabNine (codota/TabNine)
    4. Fish Shell (fish-shell/fish-shell)
    5. Zsh
    6. zsh-autosuggestions (zsh-users/zsh-autosuggestions)
    7. zsh-completions (zsh-users/zsh-completions)
    8. Ollama (ollama/ollama)
    9. Atuin (atuinsh/atuin)
    10. fzf (junegunn/fzf)

    AI recommended 10 alternatives but never named yusufcanb/tlm. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good local LLM-powered tools for generating and explaining shell commands?
    you: not recommended
    AI recommended (in order):
    1. Shell Genie (ashishb/shell-genie)
    2. Continue.dev (Continue-team/continue)
    3. Ollama (ollama/ollama)
    4. LocalAI (go-skynet/LocalAI)
    5. Llama.cpp (ggerganov/llama.cpp)
    6. GPT4All (nomic-ai/gpt4all)

    AI recommended 6 alternatives but never named yusufcanb/tlm. 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 yusufcanb/tlm?
    pass
    AI named yusufcanb/tlm explicitly

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

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