RRepoGEO

REPOGEO REPORT · LITE

JimLiu/claude-agent-kit

Default branch main · commit 2c25eb9a · scanned 6/13/2026, 9:07:34 PM

GitHub: 511 stars · 73 forks

AI VISIBILITY SCORE
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 JimLiu/claude-agent-kit, 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
  • highabout#1
    Add a concise repository description

    Why:

    COPY-PASTE FIX
    A developer toolkit for building AI agents with Anthropic's Claude, providing utilities for session management, message parsing, and real-time WebSocket orchestration.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    claude, anthropic, ai-agent, toolkit, sdk, websocket, session-management, typescript
  • mediumreadme#3
    Strengthen the README's opening sentence to emphasize 'developer toolkit'

    Why:

    CURRENT
    Utilities, patterns, and examples built around `@anthropic-ai/claude-agent-sdk`.
    COPY-PASTE FIX
    A developer toolkit providing utilities, patterns, and examples built specifically around `@anthropic-ai/claude-agent-sdk`.

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 JimLiu/claude-agent-kit
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Google Dialogflow CX
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Google Dialogflow CX · recommended 1×
  2. Rasa · recommended 1×
  3. Microsoft Bot Framework Composer · recommended 1×
  4. Amazon Lex · recommended 1×
  5. Voiceflow · recommended 1×
  • CATEGORY QUERY
    How to quickly build conversational AI agents with robust session management?
    you: not recommended
    AI recommended (in order):
    1. Google Dialogflow CX
    2. Rasa
    3. Microsoft Bot Framework Composer
    4. Amazon Lex
    5. Voiceflow
    6. LangChain

    AI recommended 6 alternatives but never named JimLiu/claude-agent-kit. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Toolkit for real-time AI assistant interactions, including streaming message parsing and websockets?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. FastAPI (tiangolo/fastapi)
    3. Socket.IO (socketio/socket.io)
    4. NestJS (nestjs/nest)
    5. Phoenix Framework (phoenixframework/phoenix)
    6. Django Channels (django/channels)

    AI recommended 6 alternatives but never named JimLiu/claude-agent-kit. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    fail

    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 JimLiu/claude-agent-kit?
    pass
    AI named JimLiu/claude-agent-kit explicitly

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

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

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

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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
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