RRepoGEO

REPOGEO REPORT · LITE

zama-ai/tfhe-rs

Default branch main · commit 0118a8d6 · scanned 5/14/2026, 5:41:28 PM

GitHub: 1,607 stars · 323 forks

AI VISIBILITY SCORE
66 /100
Needs work
Category recall
1 / 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 zama-ai/tfhe-rs, 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
    Emphasize 'Fully Homomorphic Encryption' and 'integer data' in README intro

    Why:

    CURRENT
    TFHE-rs is a pure Rust implementation of TFHE for boolean and integer arithmetics over encrypted data.
    COPY-PASTE FIX
    TFHE-rs is a pure Rust implementation of the **Fully Homomorphic Encryption (FHE)** TFHE scheme, designed for **secure boolean and integer arithmetics** over encrypted data.
  • highhomepage#2
    Add a homepage URL to the repository settings

    Why:

    COPY-PASTE FIX
    https://docs.zama.org/tfhe-rs
  • mediumreadme#3
    Add a clear statement about the project's license(s) to the README

    Why:

    COPY-PASTE FIX
    TFHE-rs is licensed under [Insert specific license name(s) here, e.g., Apache 2.0 and MIT]. See the [LICENSE](LICENSE) 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
1 / 2
50% of queries surface zama-ai/tfhe-rs
Avg rank
#2.0
Lower is better. #1 = top recommendation.
Share of voice
10%
Of all named tools, what % are you?
Top rival
zama-ai/concrete
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. zama-ai/concrete · recommended 1×
  2. tuneinsight/lattigo · recommended 1×
  3. openfheorg/openfhe · recommended 1×
  4. rust-he/he-rs · recommended 1×
  5. Microsoft SEAL · recommended 1×
  • CATEGORY QUERY
    How can I perform arithmetic operations on encrypted data using a Rust library?
    you: #2
    AI recommended (in order):
    1. Concrete (zama-ai/concrete)
    2. TFHE-rs (zama-ai/tfhe-rs) ← you
    3. Lattigo (tuneinsight/lattigo)
    4. OpenFHE (openfheorg/openfhe)
    5. HE-rs (rust-he/he-rs)
    Show full AI answer
  • CATEGORY QUERY
    Looking for a fully homomorphic encryption library to compute securely on private integer data.
    you: not recommended
    AI recommended (in order):
    1. Microsoft SEAL
    2. HElib
    3. Lattigo
    4. PALISADE
    5. TFHE

    AI recommended 5 alternatives but never named zama-ai/tfhe-rs. 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/tfhe-rs?
    pass
    AI named zama-ai/tfhe-rs 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/tfhe-rs in production, what risks or prerequisites should they evaluate first?
    pass
    AI named zama-ai/tfhe-rs 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/tfhe-rs solve, and who is the primary audience?
    pass
    AI named zama-ai/tfhe-rs explicitly

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

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  • Brand-free category queries5 vs 2 in Lite
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