RRepoGEO

REPOGEO REPORT · LITE

zama-ai/concrete

Default branch main · commit ecb729bb · scanned 6/20/2026, 9:06:57 PM

GitHub: 1,556 stars · 210 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
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 zama-ai/concrete, 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 the core value proposition to the top of the README

    Why:

    COPY-PASTE FIX
    Move the 'What is Concrete' section, or a condensed version of it, to be the very first text content in the README, immediately after any badges or title, before the current 'About' section. For example: 'Concrete is an open-source FHE Compiler that simplifies the use of fully homomorphic encryption (FHE) for Python developers, enabling secure computation on encrypted data without deep cryptography expertise.'
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://docs.zama.ai/concrete
  • mediumreadme#3
    Clarify the project's license(s) in the README

    Why:

    COPY-PASTE FIX
    Add a clear statement in the README, perhaps under an 'About' or 'License' section, specifying the license(s) that apply to the project and referencing the `LICENSE.txt` file. For example: 'Concrete is licensed under [Specify License Name(s) here]. See the [LICENSE.txt](LICENSE.txt) file for details.'

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 zama-ai/concrete
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Microsoft SEAL
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Microsoft SEAL · recommended 1×
  2. IBM HElib · recommended 1×
  3. Google's Fully Homomorphic Encryption (FHE) Library · recommended 1×
  4. Intel SGX · recommended 1×
  5. AMD SEV · recommended 1×
  • CATEGORY QUERY
    How can I process sensitive data securely in the cloud without decrypting it?
    you: not recommended
    AI recommended (in order):
    1. Microsoft SEAL
    2. IBM HElib
    3. Google's Fully Homomorphic Encryption (FHE) Library
    4. Intel SGX
    5. AMD SEV
    6. AWS Nitro Enclaves
    7. Azure Confidential Computing
    8. Sharemind
    9. Fjålnir

    AI recommended 9 alternatives but never named zama-ai/concrete. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools simplify fully homomorphic encryption development for Python applications?
    you: not recommended
    AI recommended (in order):
    1. PyTorch-FENNEL
    2. TenSEAL
    3. PySEAL
    4. Concrete ML
    5. HEaaN-Python
    6. PyFV

    AI recommended 6 alternatives but never named zama-ai/concrete. 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 zama-ai/concrete?
    pass
    AI named zama-ai/concrete explicitly

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

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

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

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zama-ai/concrete — 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