RRepoGEO

REPOGEO REPORT · LITE

cloudpipe/cloudpickle

Default branch master · commit f5199fe2 · scanned 6/28/2026, 3:31:47 PM

GitHub: 1,931 stars · 192 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)

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

AI VISIBILITY SCORE
86 /100
Healthy
Category recall
2 / 2
Avg rank #1.5 when recommended
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 cloudpipe/cloudpickle, 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
    Add relevant GitHub topics to the repository

    Why:

    COPY-PASTE FIX
    python, pickle, serialization, distributed-computing, lambda-functions, cloud, data-science
  • mediumreadme#2
    Add a clear statement about the project's license to the README

    Why:

    COPY-PASTE FIX
    This project is licensed under [LICENSE_NAME_HERE]. See the LICENSE file for full details.
  • mediumhomepage#3
    Add a homepage URL to the repository settings

    Why:

    COPY-PASTE FIX
    https://cloudpickle.readthedocs.io/en/latest/

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
2 / 2
100% of queries surface cloudpipe/cloudpickle
Avg rank
#1.5
Lower is better. #1 = top recommendation.
Share of voice
15%
Of all named tools, what % are you?
Top rival
uqfoundation/dill
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. uqfoundation/dill · recommended 1×
  2. joblib/joblib · recommended 1×
  3. apache/arrow · recommended 1×
  4. Feather · recommended 1×
  5. Parquet · recommended 1×
  • CATEGORY QUERY
    How can I serialize complex Python objects, including lambda functions, for distributed computing?
    you: #1
    AI recommended (in order):
    1. cloudpickle (cloudpickle/cloudpickle) ← you
    2. dill (uqfoundation/dill)
    3. joblib (joblib/joblib)
    4. PyArrow (apache/arrow)
    5. Feather
    6. Parquet
    7. JSON
    8. YAML
    9. MessagePack
    Show full AI answer
  • CATEGORY QUERY
    What's a good way to pickle Python functions defined interactively or in `__main__` module?
    you: #2
    AI recommended (in order):
    1. dill (dill-python/dill)
    2. cloudpickle (cloudpipe/cloudpickle) ← you
    3. inspect
    4. pickle
    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 cloudpipe/cloudpickle?
    pass
    AI named cloudpipe/cloudpickle explicitly

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

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

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

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cloudpipe/cloudpickle — 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