RRepoGEO

REPOGEO REPORT · LITE

comet-ml/opik-openclaw

Default branch main · commit fac4cc3f · scanned 6/5/2026, 6:46:53 PM

GitHub: 618 stars · 69 forks

AI VISIBILITY SCORE
28 /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
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 comet-ml/opik-openclaw, 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
    Clarify repo's core function and active status in README intro

    Why:

    CURRENT
    <p align="center">
  Official plugin for <a href="https://github.com/openclaw/openclaw">OpenClaw</a> that exports agent traces to <br/>
  <a href="https://www.comet.com/docs/opik/">Opik</a> for observability and monitoring.
</p>
    COPY-PASTE FIX
    <p align="center">
  Official plugin for <a href="https://github.com/openclaw/openclaw">OpenClaw</a> that exports agent traces to <br/>
  <a href="https://www.comet.com/docs/opik/">Opik</a> for comprehensive LLM and agent observability, tracing, evaluation, and monitoring. This project is actively maintained by Comet ML to provide deep insights into your OpenClaw agent runs.
</p>
  • hightopics#2
    Add more specific and general topics for LLM/AI agent observability

    Why:

    CURRENT
    clawdbot, evaluation, moltbot, observability, openclaw, testing
    COPY-PASTE FIX
    ai-agents, llm-observability, llm-tracing, agent-monitoring, llm-evaluation, openclaw, opik, comet-ml, python, plugin
  • mediumhomepage#3
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://www.comet.com/site/products/opik/

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 comet-ml/opik-openclaw
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangSmith
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangSmith · recommended 1×
  2. Weights & Biases Prompts · recommended 1×
  3. Arize AI Phoenix · recommended 1×
  4. Helicone · recommended 1×
  5. Elasticsearch · recommended 1×
  • CATEGORY QUERY
    How can I monitor the behavior, cost, and errors of my LLM agents?
    you: not recommended
    AI recommended (in order):
    1. LangSmith
    2. Weights & Biases Prompts
    3. Arize AI Phoenix
    4. Helicone
    5. Elasticsearch
    6. Logstash
    7. Kibana
    8. Grafana Loki
    9. Datadog
    10. New Relic
    11. Dynatrace

    AI recommended 11 alternatives but never named comet-ml/opik-openclaw. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools are available for tracing and evaluating the performance of AI agents?
    you: not recommended
    AI recommended (in order):
    1. LangChain Plus (now LangSmith)
    2. Weights & Biases (W&B)
    3. MLflow
    4. OpenTelemetry
    5. Prometheus & Grafana
    6. TensorBoard

    AI recommended 6 alternatives but never named comet-ml/opik-openclaw. 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 comet-ml/opik-openclaw?
    pass
    AI did not name comet-ml/opik-openclaw — 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 comet-ml/opik-openclaw in production, what risks or prerequisites should they evaluate first?
    pass
    AI named comet-ml/opik-openclaw 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 comet-ml/opik-openclaw solve, and who is the primary audience?
    pass
    AI named comet-ml/opik-openclaw 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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