RRepoGEO

REPOGEO REPORT · LITE

morganstanley/hobbes

Default branch main · commit 713b7637 · scanned 6/25/2026, 4:12:59 PM

GitHub: 1,203 stars · 116 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)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
40 /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
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 morganstanley/hobbes, 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
    Update repository topics with relevant keywords

    Why:

    CURRENT
    haskell-application, hobbes
    COPY-PASTE FIX
    haskell-application, hobbes, embedded-language, jit-compiler, expression-evaluation, c-plus-plus-integration, data-analysis, high-performance
  • highreadme#2
    Refine the README's opening subtitle for clearer positioning

    Why:

    CURRENT
    a language, embedded compiler, and runtime for efficient dynamic expression evaluation, data storage and analysis
    COPY-PASTE FIX
    A high-performance language, embedded JIT compiler, and runtime designed for efficient dynamic expression evaluation and data analysis, primarily for seamless integration into C/C++ applications.
  • mediumreadme#3
    Add a clarifying sentence to the README introduction to differentiate Hobbes

    Why:

    COPY-PASTE FIX
    Add this sentence immediately after the subtitle: `Unlike general-purpose scripting languages or standalone data stores, Hobbes is optimized for embedding dynamic logic and analytical capabilities directly within high-performance C/C++ systems.`

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 morganstanley/hobbes
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Lua
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Lua · recommended 2×
  2. Python · recommended 2×
  3. ChaiScript · recommended 1×
  4. TinyExpr · recommended 1×
  5. muParser · recommended 1×
  • CATEGORY QUERY
    How to embed a dynamic expression evaluation engine into a C++ application?
    you: not recommended
    AI recommended (in order):
    1. Lua
    2. ChaiScript
    3. TinyExpr
    4. muParser
    5. Python
    6. JavaScript
    7. V8
    8. SpiderMonkey

    AI recommended 8 alternatives but never named morganstanley/hobbes. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a lightweight language for efficient runtime data analysis and transformation.
    you: not recommended
    AI recommended (in order):
    1. Python
    2. NumPy
    3. Pandas
    4. Julia
    5. Go
    6. R
    7. Lua

    AI recommended 7 alternatives but never named morganstanley/hobbes. 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 morganstanley/hobbes?
    pass
    AI named morganstanley/hobbes explicitly

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

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

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

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morganstanley/hobbes — 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