RRepoGEO

REPOGEO REPORT · LITE

adrianhihi/helix

Default branch main · commit ead5271f · scanned 6/17/2026, 1:17:14 PM

GitHub: 821 stars · 2 forks

AI VISIBILITY SCORE
33 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 fail
Objective metadata checks
AI knows your name
2 / 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 adrianhihi/helix, 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
    Add a clear, disambiguating opening sentence to the README

    Why:

    CURRENT
    Self-healing runtime for autonomous agents. Fix once, immune forever.Agent payment intelligence — predict costs, optimize execution, fix failures. Powered by VialOS Runtime.
    COPY-PASTE FIX
    Helix is a self-healing runtime for autonomous AI agents, providing payment intelligence and automatic recovery from transaction failures. Unlike the popular terminal editor or game engine, this Helix focuses on robust AI agent operations.
  • mediumtopics#2
    Add more specific and high-signal topics for AI agent resilience

    Why:

    CURRENT
    agent, agentic-ai, agentic-ai-self-evolving, ai, ai-agents, blockchain, coinbase, docker-image, llms, multi-agent-systems, payments, privy, privy-developer-tools, python-app, self-evolving, self-healing, self-healing-ai, tempo
    COPY-PASTE FIX
    agent, agentic-ai, agentic-ai-self-evolving, ai, ai-agents, ai-agent-orchestration, ai-agent-resilience, blockchain, coinbase, docker-image, fault-tolerance, llms, multi-agent-systems, payments, privy, privy-developer-tools, python-app, self-evolving, self-healing, self-healing-ai, tempo, transaction-recovery
  • mediumreadme#3
    Add a 'Comparison to Alternatives' section to the README

    Why:

    COPY-PASTE FIX
    ## Why Helix? / Comparison to Alternatives

Unlike generic workflow engines or resilience libraries, Helix is purpose-built for autonomous AI agents, offering deep payment intelligence and a self-healing 'Gene Map' for instant, cost-free recovery from transaction failures. While tools like Temporal.io or Resilience4j provide general fault tolerance, Helix's AI-native approach and specific focus on agent payments and self-evolving fixes set it apart.

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 adrianhihi/helix
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Kubernetes
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Kubernetes · recommended 1×
  2. Operator SDK · recommended 1×
  3. Prometheus · recommended 1×
  4. Grafana · recommended 1×
  5. Apache Kafka · recommended 1×
  • CATEGORY QUERY
    How to implement self-healing mechanisms for autonomous AI agent operations?
    you: not recommended
    AI recommended (in order):
    1. Kubernetes
    2. Operator SDK
    3. Prometheus
    4. Grafana
    5. Apache Kafka
    6. RabbitMQ
    7. AWS SQS
    8. Netflix Hystrix
    9. Resilience4j
    10. Netflix Chaos Monkey
    11. Gremlin
    12. LitmusChaos
    13. Ray RLlib
    14. Istio
    15. Linkerd

    AI recommended 15 alternatives but never named adrianhihi/helix. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a library to automatically recover from payment transaction failures in AI agent systems.
    you: not recommended
    AI recommended (in order):
    1. Temporal.io (temporalio/temporal)
    2. Cadence Workflow (uber/cadence)
    3. Resilience4j (resilience4j/resilience4j)
    4. Polly (App-vNext/Polly)
    5. Celery (celery/celery)
    6. Apache Camel (apache/camel)

    AI recommended 6 alternatives but never named adrianhihi/helix. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • 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 adrianhihi/helix?
    pass
    AI did not name adrianhihi/helix — likely talking about a different project

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

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

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

Embed your GEO score

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adrianhihi/helix — 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