RRepoGEO

REPOGEO REPORT · LITE

jaseci-labs/jaseci

Default branch main · commit e3f320cc · scanned 6/15/2026, 4:27:32 PM

GitHub: 554 stars · 374 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 jaseci-labs/jaseci, 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
  • highreadme#1
    Reposition the README's H3 to explicitly state the project's category

    Why:

    CURRENT
    <h3>Designed for Humans and AI to Build Together</h3>
    COPY-PASTE FIX
    <h3>An AI-Native Programming Language and Platform for Building Graph-Based AI Applications</h3>
  • mediumabout#2
    Improve the repository description for better categorization

    Why:

    CURRENT
    The Official Jaseci Code Repository
    COPY-PASTE FIX
    Jaseci is an AI-native programming language (Jac) and platform for building graph-based AI applications, compiling to Python, JavaScript, and native code.

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 jaseci-labs/jaseci
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Rust
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Rust · recommended 1×
  2. PyO3/pyo3 · recommended 1×
  3. WASM · recommended 1×
  4. Julia · recommended 1×
  5. JuliaPy/PyCall.jl · recommended 1×
  • CATEGORY QUERY
    Looking for a programming language to integrate AI, compiling to Python, JavaScript, and native.
    you: not recommended
    AI recommended (in order):
    1. Rust
    2. PyO3 (PyO3/pyo3)
    3. WASM
    4. Julia
    5. PyCall.jl (JuliaPy/PyCall.jl)
    6. JSCall.jl (JuliaWeb/JSCall.jl)
    7. Go
    8. cgo
    9. Scala
    10. Scala.js (scala-js/scala-js)
    11. PySpark (apache/spark)
    12. C++
    13. pybind11 (pybind/pybind11)

    AI recommended 13 alternatives but never named jaseci-labs/jaseci. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to build AI applications with graph modeling, avoiding complex database or infrastructure setup?
    you: not recommended
    AI recommended (in order):
    1. NetworkX
    2. GraphBLAS
    3. Neo4j AuraDB
    4. Amazon Neptune Serverless
    5. Google Cloud Firestore
    6. RedisGraph

    AI recommended 6 alternatives but never named jaseci-labs/jaseci. 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 jaseci-labs/jaseci?
    pass
    AI named jaseci-labs/jaseci explicitly

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

  • If a team adopts jaseci-labs/jaseci in production, what risks or prerequisites should they evaluate first?
    pass
    AI named jaseci-labs/jaseci 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 jaseci-labs/jaseci solve, and who is the primary audience?
    pass
    AI named jaseci-labs/jaseci explicitly

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

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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
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