RRepoGEO

REPOGEO REPORT · LITE

project-oak/oak

Default branch main · commit 8c572e30 · scanned 6/23/2026, 8:41:49 PM

GitHub: 1,481 stars · 139 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 project-oak/oak, 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 specific topics to the repository

    Why:

    COPY-PASTE FIX
    confidential-computing, trusted-execution-environments, tee, distributed-systems, security, attestation, enclaves, privacy, verifiable-claims
  • highreadme#2
    Reposition the README's H1 and opening sentence to highlight confidential computing

    Why:

    CURRENT
    <h1><picture><source media="(prefers-color-scheme: dark)" srcset="docs/oak-logo/svgs/oak-logo-negative.svg?sanitize=true"><source media="(prefers-color-scheme: light)" srcset="docs/oak-logo/svgs/oak-logo.svg?sanitize=true"></picture></h1>
    
    Oak is a software platform for building distributed systems providing externally verifiable (or falsifiable) claims about system behaviors in a transparent way.
    COPY-PASTE FIX
    <h1>Oak: A Platform for Confidential Computing in Distributed Systems</h1>
    
    Oak is a software platform for building distributed systems, enabling confidential microservices within Trusted Execution Environments (TEEs) to provide externally verifiable claims about system behaviors in a transparent way.
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://project-oak.dev (or the official project website)

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 project-oak/oak
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Tendermint Core / CometBFT
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Tendermint Core / CometBFT · recommended 1×
  2. Hyperledger Fabric · recommended 1×
  3. Apache Kafka · recommended 1×
  4. Open Policy Agent (OPA) · recommended 1×
  5. IPFS / Filecoin · recommended 1×
  • CATEGORY QUERY
    How to build distributed systems with verifiable claims about their behavior?
    you: not recommended
    AI recommended (in order):
    1. Tendermint Core / CometBFT
    2. Hyperledger Fabric
    3. Apache Kafka
    4. Open Policy Agent (OPA)
    5. IPFS / Filecoin
    6. circom
    7. snarkjs

    AI recommended 7 alternatives but never named project-oak/oak. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a platform for isolated and remotely attestable applications in a distributed environment.
    you: not recommended
    AI recommended (in order):
    1. Confidential Containers (CoCo) / Kata Confidential Containers (KCC)
    2. Microsoft Azure Confidential Computing
    3. Google Cloud Confidential Computing
    4. Intel SGX (Software Guard Extensions)
    5. Graphene
    6. Open Enclave SDK
    7. AMD SEV-SNP (Secure Encrypted Virtualization-Secure Nested Paging)
    8. Fortanix Confidential Computing Manager

    AI recommended 8 alternatives but never named project-oak/oak. 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 project-oak/oak?
    pass
    AI named project-oak/oak explicitly

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

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