RRepoGEO

REPOGEO REPORT · LITE

daydreamsai/daydreams

Default branch main · commit e3231c3d · scanned 6/1/2026, 4:36:42 PM

GitHub: 606 stars · 133 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 daydreamsai/daydreams, 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
    Reconcile README's opening statement with the 'Notice' about core focus

    Why:

    CURRENT
    # Daydreams - AI Agent Framework
    
    > **Notice:** This agent framework is no longer the core focus as features are already obsolete.
    >
    > The Daydreams core focus is on Agentic Commerce and not the agent harness.
    >
    > Check out the lucid-agents repo: https://github.com/daydreamsai/lucid-agents
    >
    > We recommend the Pi agent harness for building agents and incorporating lucid-agents in it.
    COPY-PASTE FIX
    # Daydreams: Tools for Agentic Commerce
    
    Daydreams provides the foundational tools for building agents specifically designed for commerce. While the original agent framework features in this repository are no longer the core focus and are considered obsolete, our current efforts are dedicated to Agentic Commerce.
    
    For the latest agent harness and development, please refer to the lucid-agents repository: https://github.com/daydreamsai/lucid-agents. We recommend using the Pi agent harness and integrating lucid-agents for building your commerce agents.
  • mediumabout#2
    Refine the repository description for clarity on 'Agentic Commerce'

    Why:

    CURRENT
    Daydreams is a set of tools for building agents for commerce
    COPY-PASTE FIX
    Daydreams provides foundational TypeScript tools and composable context architecture for developing scalable, production-ready AI agents tailored for commerce applications, including true memory and MCP integration.
  • lowtopics#3
    Update repository topics to reflect 'Agentic Commerce' and specific features

    Why:

    CURRENT
    8004, agent-framework, agent-frameworks, agents, ai, cdp, erc8004, gaming, llm, mcp, x402
    COPY-PASTE FIX
    agentic-commerce, commerce-agents, typescript, ai-agents, llm, mcp, composable-context, state-management, memory-management, production-ai, cdp, erc8004, x402

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 daydreamsai/daydreams
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
langchain-ai/langchainjs
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. langchain-ai/langchainjs · recommended 1×
  2. run-llama/LlamaIndexTS · recommended 1×
  3. Agent Protocol · recommended 1×
  4. Autogen · recommended 1×
  5. nestjs/nest · recommended 1×
  • CATEGORY QUERY
    What are the best TypeScript frameworks for building scalable and composable AI agents?
    you: not recommended
    AI recommended (in order):
    1. LangChain.js (langchain-ai/langchainjs)
    2. LlamaIndex.TS (run-llama/LlamaIndexTS)
    3. Agent Protocol
    4. Autogen
    5. NestJS (nestjs/nest)
    6. TRPC (trpc/trpc)

    AI recommended 6 alternatives but never named daydreamsai/daydreams. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to manage state and memory effectively in production-ready AI agent applications?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Redis
    4. PostgreSQL
    5. pg_vector
    6. Pinecone
    7. Weaviate
    8. Qdrant
    9. Faiss

    AI recommended 9 alternatives but never named daydreamsai/daydreams. 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 daydreamsai/daydreams?
    pass
    AI did not name daydreamsai/daydreams — 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 daydreamsai/daydreams in production, what risks or prerequisites should they evaluate first?
    pass
    AI named daydreamsai/daydreams 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 daydreamsai/daydreams solve, and who is the primary audience?
    pass
    AI named daydreamsai/daydreams explicitly

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

Embed your GEO score

Drop this badge into the README of daydreamsai/daydreams. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/daydreamsai/daydreams.svg)](https://repogeo.com/en/r/daydreamsai/daydreams)
HTML
<a href="https://repogeo.com/en/r/daydreamsai/daydreams"><img src="https://repogeo.com/badge/daydreamsai/daydreams.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

daydreamsai/daydreams — 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