RRepoGEO

REPOGEO REPORT · LITE

cloudpipe/cloudpickle

Default branch master · commit f5199fe2 · scanned 5/17/2026, 1:01:58 PM

GitHub: 1,926 stars · 191 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
84 /100
Healthy
Category recall
2 / 2
Avg rank #2.0 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Clarify the project license in the README

    Why:

    COPY-PASTE FIX
    Add a 'License' section to the README, stating the specific license(s) found in the `LICENSE` file, e.g., 'This project is licensed under the [Specific License Name(s)] license. See the LICENSE file for details.'
  • mediumhomepage#2
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    Set the 'Homepage' field in the repository settings to `https://github.com/cloudpipe/cloudpickle` (or a dedicated documentation site if one exists).

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
#2.0
Lower is better. #1 = top recommendation.
Share of voice
11%
Of all named tools, what % are you?
Top rival
apache/arrow
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. apache/arrow · recommended 2×
  2. Dill · recommended 1×
  3. Joblib · recommended 1×
  4. pickle · recommended 1×
  5. inspect.getsource · recommended 1×
  • CATEGORY QUERY
    How to serialize Python lambda functions or interactively defined classes for remote execution?
    you: #1
    AI recommended (in order):
    1. CloudPickle ← you
    2. Dill
    3. Joblib
    4. pickle
    5. inspect.getsource
    6. exec
    7. eval
    8. ast
    9. torch.save
    10. torch.load
    11. Apache Arrow
    Show full AI answer
  • CATEGORY QUERY
    What library extends Python's default serialization for distributed computing tasks?
    you: #3
    AI recommended (in order):
    1. Apache Arrow (apache/arrow)
    2. Apache Parquet (apache/arrow)
    3. CloudPickle (cloudpipe/cloudpickle) ← you
    4. Dill (uqfoundation/dill)
    5. MessagePack (msgpack/msgpack-python)
    6. Protobuf (protocolbuffers/protobuf)
    7. FlatBuffers (google/flatbuffers)
    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