RRepoGEO

REPOGEO REPORT · LITE

edgelesssys/constellation

Default branch main · commit 7cb5b83b · scanned 5/23/2026, 4:37:21 PM

GitHub: 1,099 stars · 61 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 edgelesssys/constellation, 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 README H1 to specify confidential computing

    Why:

    CURRENT
    # Always Encrypted Kubernetes
    COPY-PASTE FIX
    # Constellation: Confidential Computing Kubernetes Distribution
  • highhomepage#2
    Add the successor project's URL as the repository homepage

    Why:

    COPY-PASTE FIX
    https://github.com/edgelesssys/contrast
  • mediumreadme#3
    Clarify the existing license in the README

    Why:

    COPY-PASTE FIX
    ## License

Constellation is licensed under [describe the actual license(s) here, e.g., "a custom license combining Apache 2.0 and MIT terms"]. Please refer to the [LICENSE](LICENSE) file for full 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 edgelesssys/constellation
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Aqua Cloud Native Security Platform
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Aqua Cloud Native Security Platform · recommended 1×
  2. Palo Alto Networks Prisma Cloud · recommended 1×
  3. Tigera Calico Enterprise · recommended 1×
  4. Sysdig Falco · recommended 1×
  5. HashiCorp Vault · recommended 1×
  • CATEGORY QUERY
    How to secure Kubernetes clusters end-to-end on untrusted cloud infrastructure?
    you: not recommended
    AI recommended (in order):
    1. Aqua Cloud Native Security Platform
    2. Palo Alto Networks Prisma Cloud
    3. Tigera Calico Enterprise
    4. Sysdig Falco
    5. HashiCorp Vault
    6. Cloudflare
    7. Open Policy Agent (OPA) with Gatekeeper

    AI recommended 7 alternatives but never named edgelesssys/constellation. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What solutions provide runtime memory encryption for Kubernetes workloads in the cloud?
    you: not recommended
    AI recommended (in order):
    1. Intel SGX (Software Guard Extensions)
    2. Graphene-ng
    3. Occlum
    4. AMD SEV (Secure Encrypted Virtualization) / SEV-ES / SEV-SNP
    5. Azure (with Confidential VMs)
    6. Google Cloud (with Confidential Computing)
    7. Evervault
    8. SCONE (Secure CONtainer Environment)
    9. Fortanix Confidential Computing Manager
    10. Anjuna Confidential Computing Platform

    AI recommended 10 alternatives but never named edgelesssys/constellation. 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 edgelesssys/constellation?
    pass
    AI named edgelesssys/constellation explicitly

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

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

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

Embed your GEO score

Drop this badge into the README of edgelesssys/constellation. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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edgelesssys/constellation — 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
edgelesssys/constellation — RepoGEO report