RRepoGEO

REPOGEO REPORT · LITE

sanjeed5/awesome-cursor-rules-mdc

Default branch main · commit 8fbf2690 · scanned 5/12/2026, 10:28:31 PM

GitHub: 3,500 stars · 426 forks

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 sanjeed5/awesome-cursor-rules-mdc, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highabout#1
    Update the repository description to clarify its purpose

    Why:

    CURRENT
    Curated list of awesome Cursor Rules .mdc files
    COPY-PASTE FIX
    Generates structured rule files for AI coding assistants like Cursor, using LLMs and semantic search.
  • mediumhomepage#2
    Add a homepage URL

    Why:

    COPY-PASTE FIX
    https://github.com/sanjeed5/awesome-cursor-rules-mdc

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 sanjeed5/awesome-cursor-rules-mdc
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Pydantic
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Pydantic · recommended 1×
  2. jsonschema2pojo · recommended 1×
  3. QuickType · recommended 1×
  4. Jinja2 · recommended 1×
  5. Handlebars.js · recommended 1×
  • CATEGORY QUERY
    How can I automate generating structured configuration files for AI coding assistants?
    you: not recommended
    AI recommended (in order):
    1. Pydantic
    2. jsonschema2pojo
    3. QuickType
    4. Jinja2
    5. Handlebars.js
    6. text/template
    7. html/template
    8. Helm
    9. Kustomize
    10. Terraform
    11. ConfigObj
    12. Hydra
    13. PyYAML
    14. ruamel.yaml
    15. json

    AI recommended 15 alternatives but never named sanjeed5/awesome-cursor-rules-mdc. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool to create detailed, context-aware rule sets for AI code completion and generation?
    you: not recommended
    AI recommended (in order):
    1. Tree-sitter (tree-sitter/tree-sitter)
    2. ANTLR (antlr/antlr4)
    3. Roslyn (dotnet/roslyn)
    4. Language Server Protocol (Microsoft/language-server-protocol)
    5. NLTK (nltk/nltk)
    6. spaCy (explosion/spaCy)
    7. OpenRewrite (openrewrite/rewrite)

    AI recommended 7 alternatives but never named sanjeed5/awesome-cursor-rules-mdc. 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 sanjeed5/awesome-cursor-rules-mdc?
    pass
    AI named sanjeed5/awesome-cursor-rules-mdc explicitly

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

  • If a team adopts sanjeed5/awesome-cursor-rules-mdc in production, what risks or prerequisites should they evaluate first?
    pass
    AI named sanjeed5/awesome-cursor-rules-mdc 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 sanjeed5/awesome-cursor-rules-mdc solve, and who is the primary audience?
    pass
    AI did not name sanjeed5/awesome-cursor-rules-mdc — 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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sanjeed5/awesome-cursor-rules-mdc — 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