RRepoGEO

REPOGEO REPORT · LITE

B-M-Capital-Research/honeclaw

Default branch main · commit 3cd7b03a · scanned 6/4/2026, 5:01:26 PM

GitHub: 729 stars · 107 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 B-M-Capital-Research/honeclaw, 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 immediately state Rust and core purpose

    Why:

    CURRENT
    Honeclaw is dedicated to being a professional investment assistant that truly understands you.
    COPY-PASTE FIX
    Honeclaw (or simply Hone) is an open-source, Rust-based personal investment research assistant. Unlike typical 'chatbots,' Honeclaw is designed as a disciplined co-pilot for investment research, capable of calm thinking, objective judgment, and disciplined restraint.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    rust, finance, investment, financial-analysis, personal-finance, quant, trading, copilot, ai-assistant
  • mediumabout#3
    Refine the 'About' description for clarity

    Why:

    CURRENT
    HoneClaw (Hone-Financial) is dedicated to being a professional investment assistant that truly understands you.
    COPY-PASTE FIX
    HoneClaw (Hone-Financial) is an open-source, Rust-based investment research assistant designed to be a disciplined co-pilot for your financial analysis.

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 B-M-Capital-Research/honeclaw
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
QuantConnect/Lean
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. QuantConnect/Lean · recommended 1×
  2. mementum/backtrader · recommended 1×
  3. quantopian/zipline · recommended 1×
  4. pandas-dev/pandas · recommended 1×
  5. pydata/pandas-datareader · recommended 1×
  • CATEGORY QUERY
    What are the best open-source tools for personal investment research and analysis?
    you: not recommended
    AI recommended (in order):
    1. Lean (QuantConnect/Lean)
    2. Backtrader (mementum/backtrader)
    3. Zipline (quantopian/zipline)
    4. Pandas (pandas-dev/pandas)
    5. Pandas-Datareader (pydata/pandas-datareader)
    6. Matplotlib (matplotlib/matplotlib)
    7. Seaborn (mwaskom/seaborn)
    8. GnuCash

    AI recommended 8 alternatives but never named B-M-Capital-Research/honeclaw. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a Rust-based open-source financial analysis tool for personal investment management.
    you: not recommended
    AI recommended (in order):
    1. RustQuant
    2. Ledger-rs
    3. Polars
    4. Actix-web
    5. Rocket
    6. Yew
    7. Dioxus

    AI recommended 7 alternatives but never named B-M-Capital-Research/honeclaw. 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 B-M-Capital-Research/honeclaw?
    pass
    AI named B-M-Capital-Research/honeclaw explicitly

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

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

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

Embed your GEO score

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B-M-Capital-Research/honeclaw — 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