RRepoGEO

REPOGEO REPORT · LITE

editor-code-assistant/eca

Default branch master · commit 0ed79e6a · scanned 5/30/2026, 5:02:02 AM

GitHub: 852 stars · 62 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 editor-code-assistant/eca, 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 and opening paragraph to highlight local-first, editor-agnostic protocol

    Why:

    CURRENT
    # ECA (Editor Code Assistant)
    COPY-PASTE FIX
    # ECA (Editor Code Assistant): Local-First, Editor-Agnostic AI Pair Programming Protocol

ECA provides a unique, privacy-focused approach to AI code assistance, enabling developers to integrate local Large Language Models (LLMs) directly into any editor via a standardized protocol. Unlike cloud-based solutions, ECA keeps your code on your machine, offering a self-hosted, customizable, and editor-agnostic AI pair programming experience.
  • mediumtopics#2
    Add specific topics to emphasize local, privacy-focused, and protocol-driven aspects

    Why:

    CURRENT
    ai, ai-coding, chat, clojure, code-assistant, completion, editor, emacs, hacktoberfest, intellij, jsonrpc, llm, neovim, open-source, protocol, tooling, vscode
    COPY-PASTE FIX
    ai, ai-coding, chat, clojure, code-assistant, completion, editor, emacs, hacktoberfest, intellij, jsonrpc, llm, neovim, open-source, protocol, tooling, vscode, local-llm, self-hosted, privacy, editor-agnostic
  • lowreadme#3
    Add a concise 'Why ECA?' section to the README

    Why:

    COPY-PASTE FIX
    ## Why ECA?

Developers are increasingly seeking powerful AI assistance without compromising on privacy or vendor lock-in. ECA addresses this by providing a robust, extensible framework for integrating local LLMs directly into your preferred editor, ensuring your code remains private and your AI tools are fully under your control.

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 editor-code-assistant/eca
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Copilot
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Copilot · recommended 2×
  2. Tabnine · recommended 2×
  3. Codeium · recommended 2×
  4. Amazon CodeWhisperer · recommended 2×
  5. Cursor · recommended 2×
  • CATEGORY QUERY
    Looking for an AI code assistant that works across multiple popular IDEs and text editors.
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. Tabnine
    3. Codeium
    4. Amazon CodeWhisperer
    5. Cursor

    AI recommended 5 alternatives but never named editor-code-assistant/eca. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good LLM-powered tools for general purpose AI pair programming assistance?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. Cursor
    3. Codeium
    4. Tabnine
    5. JetBrains AI Assistant
    6. Amazon CodeWhisperer

    AI recommended 6 alternatives but never named editor-code-assistant/eca. 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 editor-code-assistant/eca?
    pass
    AI named editor-code-assistant/eca explicitly

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

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

Embed your GEO score

Drop this badge into the README of editor-code-assistant/eca. 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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  • Brand-free category queries5 vs 2 in Lite
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