RRepoGEO

REPOGEO REPORT · LITE

Yeachan-Heo/clawhip

Default branch main · commit ff3ba32d · scanned 6/2/2026, 5:27:08 PM

GitHub: 904 stars · 166 forks

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 Yeachan-Heo/clawhip, 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 relevant topics to the repository

    Why:

    COPY-PASTE FIX
    event-router, notification-system, discord, daemon, event-pipeline, rust
  • highreadme#2
    Strengthen the README's opening value proposition

    Why:

    CURRENT
    clawhip is a daemon-first Discord notification router with a typed event pipeline, extracted sources, and a clean renderer/sink split.
    COPY-PASTE FIX
    clawhip is a daemon-first Discord notification router designed to deliver event-driven notifications to various channels, bypassing gateway sessions to avoid context pollution. It features a typed event pipeline, extracted sources, and a clean renderer/sink split, making it ideal for robust, scalable notification systems.
  • mediumhomepage#3
    Add a homepage URL to the repository

    Why:

    COPY-PASTE FIX
    https://github.com/Yeachan-Heo/clawhip#readme

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 Yeachan-Heo/clawhip
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Google Cloud Pub/Sub
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Google Cloud Pub/Sub · recommended 2×
  2. Apache Kafka · recommended 1×
  3. RabbitMQ · recommended 1×
  4. AWS SNS · recommended 1×
  5. AWS SQS · recommended 1×
  • CATEGORY QUERY
    Need a robust event router to deliver notifications to various channels, avoiding session pollution.
    you: not recommended
    AI recommended (in order):
    1. Apache Kafka
    2. RabbitMQ
    3. AWS SNS
    4. AWS SQS
    5. Google Cloud Pub/Sub
    6. Azure Event Grid
    7. Azure Service Bus
    8. NATS
    9. Redis Pub/Sub

    AI recommended 9 alternatives but never named Yeachan-Heo/clawhip. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good tools for building a daemon-based, typed event notification pipeline?
    you: not recommended
    AI recommended (in order):
    1. Apache Kafka (apache/kafka)
    2. Apache Flink (apache/flink)
    3. Apache Avro (apache/avro)
    4. Protobuf (protocolbuffers/protobuf)
    5. RabbitMQ (rabbitmq/rabbitmq-server)
    6. Spring Cloud Stream (spring-cloud/spring-cloud-stream)
    7. Spring Boot (spring-projects/spring-boot)
    8. Google Cloud Pub/Sub
    9. Google Cloud Dataflow
    10. Apache Beam (apache/beam)
    11. AWS Kinesis Data Streams
    12. AWS Kinesis Firehose
    13. AWS Lambda
    14. AWS Glue Schema Registry
    15. NATS.io (nats-io/nats-server)
    16. Go (golang/go)
    17. Cap'n Proto (capnproto/capnproto)
    18. Redis Streams (redis/redis)
    19. Python (python/cpython)
    20. Pydantic (pydantic/pydantic)
    21. dataclasses

    AI recommended 21 alternatives but never named Yeachan-Heo/clawhip. 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 Yeachan-Heo/clawhip?
    pass
    AI named Yeachan-Heo/clawhip explicitly

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

  • If a team adopts Yeachan-Heo/clawhip in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Yeachan-Heo/clawhip 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 Yeachan-Heo/clawhip solve, and who is the primary audience?
    pass
    AI named Yeachan-Heo/clawhip 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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MARKDOWN (README)
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  • Brand-free category queries5 vs 2 in Lite
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