RRepoGEO

REPOGEO REPORT · LITE

mixelpixx/KiCAD-MCP-Server

Default branch main · commit f03a74a9 · scanned 5/19/2026, 3:28:42 PM

GitHub: 1,034 stars · 179 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 mixelpixx/KiCAD-MCP-Server, 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
  • hightopics#1
    Add relevant topics for AI categorization

    Why:

    COPY-PASTE FIX
    kicad, pcb-design, llm, ai-automation, eda, model-context-protocol, claude, generative-ai
  • highreadme#2
    Add a concise tagline under the H1 to reinforce AI-driven PCB design

    Why:

    CURRENT
    # KiCAD MCP Server
    COPY-PASTE FIX
    # KiCAD MCP Server

**AI-powered PCB Design Automation for KiCAD**
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://forum.orchis.ai

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 mixelpixx/KiCAD-MCP-Server
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Altium Designer
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Altium Designer · recommended 1×
  2. KiCad · recommended 1×
  3. Fusion 360 · recommended 1×
  4. OpenAI's GPT-4 · recommended 1×
  5. Circuit.io · recommended 1×
  • CATEGORY QUERY
    How can I use AI to automate tasks in electronic circuit board design?
    you: not recommended
    Show full AI answer
  • CATEGORY QUERY
    Tools for designing printed circuit boards using natural language commands?
    you: not recommended
    AI recommended (in order):
    1. Altium Designer
    2. KiCad
    3. Fusion 360
    4. OpenAI's GPT-4
    5. Circuit.io
    6. Pcb.ai

    AI recommended 6 alternatives but never named mixelpixx/KiCAD-MCP-Server. 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 mixelpixx/KiCAD-MCP-Server?
    pass
    AI did not name mixelpixx/KiCAD-MCP-Server — 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 mixelpixx/KiCAD-MCP-Server in production, what risks or prerequisites should they evaluate first?
    pass
    AI named mixelpixx/KiCAD-MCP-Server 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 mixelpixx/KiCAD-MCP-Server solve, and who is the primary audience?
    pass
    AI named mixelpixx/KiCAD-MCP-Server explicitly

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

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mixelpixx/KiCAD-MCP-Server — 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