RRepoGEO

REPOGEO REPORT · LITE

aiagentskit/claude-agents-library

Default branch main · commit 93fb04a3 · scanned 6/9/2026, 12:12:55 PM

GitHub: 745 stars · 119 forks

AI VISIBILITY SCORE
33 /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
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 aiagentskit/claude-agents-library, 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 specific Claude and agent template topics

    Why:

    CURRENT
    ai-agents, ai-assistant, prompts-template
    COPY-PASTE FIX
    ai-agents, ai-assistant, prompts-template, claude-ai, claude-agents, agent-templates, pre-built-agents
  • highreadme#2
    Refine README tagline to emphasize configurations and templates

    Why:

    CURRENT
    34 Production-Ready AI Agents for Claude — Copy, paste, and customize for any professional role
    COPY-PASTE FIX
    34 Production-Ready Claude Agent Configurations & Prompt Templates — Copy, paste, and customize for any professional role
  • mediumcomparison#3
    Add a comparison section to clarify positioning against frameworks

    Why:

    COPY-PASTE FIX
    ## 💡 When to use Claude Agents Library (vs. general frameworks)
This library provides a curated collection of ready-to-use Claude agent configurations and prompt templates. Unlike general-purpose frameworks like LangChain or LlamaIndex, which offer tools to *build* agents from scratch, this library focuses on providing *pre-built, production-ready* agents optimized specifically for Claude models, allowing for immediate deployment and customization without extensive setup.

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 aiagentskit/claude-agents-library
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LlamaIndex
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LlamaIndex · recommended 2×
  2. Anthropic's Official Documentation & Examples · recommended 1×
  3. LangChain Hub · recommended 1×
  4. Anthropic's official GitHub · recommended 1×
  5. Awesome-LLM-Agents · recommended 1×
  • CATEGORY QUERY
    Where can I find production-ready AI agent prompt templates for Claude applications?
    you: not recommended
    AI recommended (in order):
    1. Anthropic's Official Documentation & Examples
    2. LangChain Hub
    3. LlamaIndex
    4. Anthropic's official GitHub
    5. Awesome-LLM-Agents
    6. Awesome-Prompt-Engineering
    7. Hugging Face Hub

    AI recommended 7 alternatives but never named aiagentskit/claude-agents-library. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to integrate and optimize pre-built AI agents for professional roles with Claude?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Microsoft Semantic Kernel
    4. OpenAI Function Calling
    5. Pydantic

    AI recommended 5 alternatives but never named aiagentskit/claude-agents-library. 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 aiagentskit/claude-agents-library?
    pass
    AI did not name aiagentskit/claude-agents-library — 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 aiagentskit/claude-agents-library in production, what risks or prerequisites should they evaluate first?
    pass
    AI named aiagentskit/claude-agents-library 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 aiagentskit/claude-agents-library solve, and who is the primary audience?
    pass
    AI named aiagentskit/claude-agents-library explicitly

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

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aiagentskit/claude-agents-library — RepoGEO report