RRepoGEO

REPOGEO REPORT · LITE

simple10/agents-observe

Default branch main · commit e15b7f6d · scanned 6/11/2026, 5:11:58 PM

GitHub: 590 stars · 55 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 simple10/agents-observe, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition README's opening to emphasize Claude Code and local-first

    Why:

    CURRENT
    # Agents Observe

Real-time observability dashboard for Claude Code and Codex agents.

Includes powerful filtering, searching, and visualization of multi-agent sessions with full replay and token usage stats.
    COPY-PASTE FIX
    # Agents Observe

Agents Observe provides a **local-first, real-time observability dashboard** specifically designed for **Claude Code and Codex agents**.

It includes powerful filtering, searching, and visualization of multi-agent sessions with full replay and token usage stats.
  • mediumhomepage#2
    Add a homepage URL

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    https://github.com/simple10/agents-observe

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 simple10/agents-observe
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenReplay
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenReplay · recommended 2×
  2. PostHog · recommended 2×
  3. LangSmith · recommended 1×
  4. Datadog · recommended 1×
  5. Sentry · recommended 1×
  • CATEGORY QUERY
    How can I monitor and debug my AI agent's real-time interactions and sessions?
    you: not recommended
    AI recommended (in order):
    1. LangSmith
    2. OpenReplay
    3. Datadog
    4. Sentry
    5. Grafana Loki
    6. Weights & Biases
    7. PostHog

    AI recommended 7 alternatives but never named simple10/agents-observe. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool to visualize multi-agent sessions, replay interactions, and track token usage costs?
    you: not recommended
    AI recommended (in order):
    1. LangChain Hub / LangSmith
    2. OpenReplay
    3. WandB (Weights & Biases) Prompts
    4. Helicone
    5. PostHog
    6. Custom ELK Stack (Elasticsearch, Logstash, Kibana)

    AI recommended 6 alternatives but never named simple10/agents-observe. 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 simple10/agents-observe?
    pass
    AI named simple10/agents-observe explicitly

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

  • If a team adopts simple10/agents-observe in production, what risks or prerequisites should they evaluate first?
    pass
    AI named simple10/agents-observe 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 simple10/agents-observe solve, and who is the primary audience?
    pass
    AI did not name simple10/agents-observe — 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?

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  • Brand-free category queries5 vs 2 in Lite
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