RRepoGEO

REPOGEO REPORT · LITE

tninja/aider.el

Default branch main · commit ac10526c · scanned 6/3/2026, 1:06:56 PM

GitHub: 678 stars · 36 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 tninja/aider.el, 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
    Integrate the core differentiator into the README's first sentence

    Why:

    CURRENT
    aider.el provides a lightweight Emacs UI for Aider—minimizing setup and, after eight months of development, now offering:...
    COPY-PASTE FIX
    Replace the first sentence of the 'Introduction' section with: 'tninja/aider.el provides a lightweight Emacs UI specifically for the Aider AI pair-programming CLI, distinguishing itself from other Emacs AI integrations for tools like Claude Code, Gemini CLI, or GitHub Copilot CLI (which are handled by [[https://github.com/tninja/ai-code-interface.el][ai-code-interface.el]]).'
  • highhomepage#2
    Add the repository homepage URL

    Why:

    COPY-PASTE FIX
    Add `https://github.com/tninja/aider.el` as the homepage URL in the repository settings.
  • mediumtopics#3
    Expand repository topics to include more specific AI coding terms

    Why:

    CURRENT
    agile-development, ai, ai-assisted-coding, aider, code-reading, deepseek, emacs, emacs-lisp, gemini-pro, gpt, llm, sonnet
    COPY-PASTE FIX
    Add `pair-programming`, `ai-pair-programming`, `emacs-ai`, `code-generation`, `code-refactoring` to the repository topics to better align with the functionality and common search terms for AI coding tools.

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 tninja/aider.el
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Copilot.el
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Copilot.el · recommended 2×
  2. TabNine · recommended 1×
  3. Codeium · recommended 1×
  4. ChatGPT · recommended 1×
  5. Emacs-GPT · recommended 1×
  • CATEGORY QUERY
    How can I integrate AI-powered coding assistance directly into my Emacs editor?
    you: not recommended
    AI recommended (in order):
    1. Copilot.el
    2. TabNine
    3. Codeium
    4. ChatGPT
    5. Emacs-GPT

    AI recommended 5 alternatives but never named tninja/aider.el. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What Emacs tools provide interactive AI pair programming capabilities for code development?
    you: not recommended
    AI recommended (in order):
    1. Copilot.el
    2. llm.el
    3. emacs-openai
    4. tabnine
    5. company-tabnine
    6. company-mode
    7. ollama.el
    8. llama.cpp

    AI recommended 8 alternatives but never named tninja/aider.el. 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 tninja/aider.el?
    pass
    AI named tninja/aider.el explicitly

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

  • If a team adopts tninja/aider.el in production, what risks or prerequisites should they evaluate first?
    pass
    AI named tninja/aider.el 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 tninja/aider.el solve, and who is the primary audience?
    pass
    AI named tninja/aider.el 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 tninja/aider.el. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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tninja/aider.el — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite
tninja/aider.el — RepoGEO report