RRepoGEO

REPOGEO REPORT · LITE

KnowingNothing/compiler-and-arch

Default branch main · commit 5e13b2cc · scanned 6/9/2026, 10:53:07 AM

GitHub: 527 stars · 45 forks

AI VISIBILITY SCORE
17 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 fail
Objective metadata checks
AI knows your name
1 / 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 KnowingNothing/compiler-and-arch, 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 emphasize 'awesome list' of resources

    Why:

    CURRENT
    A list of awesome compilers and optimization techniques (applicable to compilers) for different architectures and emerging domains.
    COPY-PASTE FIX
    An awesome list of curated resources, including tutorials, papers, talks, and open-source projects, focused on emerging compiler and architecture design and optimization techniques.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    awesome-list, compilers, computer-architecture, optimization, ai-chips, pim, gpu, risc-v, hardware-design, resources, learning
  • mediumlicense#3
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the repository root, choosing an appropriate open-source license (e.g., MIT, Apache-2.0, CC-BY-4.0 for content lists).

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 KnowingNothing/compiler-and-arch
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Compilers: Principles, Techniques, and Tools
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Compilers: Principles, Techniques, and Tools · recommended 1×
  2. Engineering a Compiler · recommended 1×
  3. Modern Compiler Implementation in C · recommended 1×
  4. llvm/llvm-project · recommended 1×
  5. Crafting Interpreters · recommended 1×
  • CATEGORY QUERY
    Where can I find comprehensive resources to learn about compiler design and architecture?
    you: not recommended
    AI recommended (in order):
    1. Compilers: Principles, Techniques, and Tools
    2. Engineering a Compiler
    3. Modern Compiler Implementation in C
    4. LLVM (llvm/llvm-project)
    5. Crafting Interpreters
    6. Stanford University's CS143: Compilers Course Materials
    7. Compiler Design in C

    AI recommended 7 alternatives but never named KnowingNothing/compiler-and-arch. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the latest compiler optimization techniques for emerging hardware architectures like AI chips?
    you: not recommended
    AI recommended (in order):
    1. TVM (Tensor Virtual Machine)
    2. MLIR (Multi-Level Intermediate Representation)
    3. XLA (Accelerated Linear Algebra)
    4. OpenXLA
    5. Halide
    6. TensorRT
    7. TVM's VTA (Versatile Tensor Accelerator)

    AI recommended 7 alternatives but never named KnowingNothing/compiler-and-arch. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 KnowingNothing/compiler-and-arch?
    pass
    AI did not name KnowingNothing/compiler-and-arch — 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 KnowingNothing/compiler-and-arch in production, what risks or prerequisites should they evaluate first?
    pass
    AI named KnowingNothing/compiler-and-arch 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 KnowingNothing/compiler-and-arch solve, and who is the primary audience?
    pass
    AI did not name KnowingNothing/compiler-and-arch — 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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KnowingNothing/compiler-and-arch — 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