RRepoGEO

REPOGEO REPORT · LITE

kibitzsh/kibitz

Default branch master · commit 44fe923a · scanned 6/13/2026, 4:31:48 PM

GitHub: 512 stars · 7 forks

AI VISIBILITY SCORE
40 /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
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 kibitzsh/kibitz, 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's opening statement to clarify AI agent monitoring focus

    Why:

    CURRENT
    Kibitz is a VS Code extension + CLI that watches Claude/Codex sessions, generates live commentary, and lets you dispatch prompts to existing or new sessions from one composer.
    COPY-PASTE FIX
    Kibitz provides a real-time decoded feed of AI agent actions, allowing you to monitor multiple Claude Code & Codex sessions, see exactly what each agent is doing, and coordinate swarms efficiently. It's a VS Code extension + CLI for AI agent monitoring and orchestration.
  • mediumtopics#2
    Add more specific topics related to AI agent monitoring and LLM observability

    Why:

    CURRENT
    claude, claudecode, cli, codex, macos, vscode-extension, windows
    COPY-PASTE FIX
    claude, claudecode, cli, codex, macos, vscode-extension, windows, ai-agents, llm-monitoring, ai-observability, agent-orchestration, developer-tools
  • lowreadme#3
    Add a sentence to the README clarifying what Kibitz is NOT

    Why:

    COPY-PASTE FIX
    Unlike general-purpose terminal sharing or remote execution tools, Kibitz is specifically designed for observing and interacting with AI agent sessions.

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 kibitzsh/kibitz
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangSmith
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangSmith · recommended 2×
  2. LangChain · recommended 1×
  3. MLflow · recommended 1×
  4. Weights & Biases (W&B) · recommended 1×
  5. Arize AI · recommended 1×
  • CATEGORY QUERY
    How can I monitor and coordinate multiple AI agent sessions efficiently across different projects?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LangSmith
    3. MLflow
    4. Weights & Biases (W&B)
    5. Arize AI
    6. Prometheus
    7. Grafana
    8. Datadog

    AI recommended 8 alternatives but never named kibitzsh/kibitz. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools provide a live decoded feed of AI agent actions within my IDE?
    you: not recommended
    AI recommended (in order):
    1. LangSmith
    2. LlamaCloud
    3. OpenTelemetry
    4. Jaeger
    5. Grafana Tempo
    6. loguru
    7. Weights & Biases
    8. Acme

    AI recommended 8 alternatives but never named kibitzsh/kibitz. 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 kibitzsh/kibitz?
    pass
    AI named kibitzsh/kibitz explicitly

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

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

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

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kibitzsh/kibitz — 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