RRepoGEO

REPOGEO REPORT · LITE

thesongzhu/Friday

Default branch main · commit 67e35f34 · scanned 5/28/2026, 2:21:51 AM

GitHub: 874 stars · 112 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 thesongzhu/Friday, 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 README H1 description to emphasize personal, supervised AI agent platform

    Why:

    CURRENT
    The trusted application layer for AI agents to do real work.
    COPY-PASTE FIX
    The trusted, self-hosted application layer for personal AI agents to do real work with human approval and evidence.
  • mediumreadme#2
    Add a "Why Friday?" section comparing it to common alternatives

    Why:

    COPY-PASTE FIX
    ## Why Friday?
Unlike generic LLM frameworks (e.g., LangChain) or general automation platforms (e.g., Home Assistant), Friday is purpose-built as a local-first, self-hosted runtime for personal AI agents. It prioritizes human approval, verifiable evidence, and secure, supervised execution of AI-driven tasks, rather than just providing tools for building or general workflow orchestration.
  • lowabout#3
    Add "self-hosted" and "local-first" to the GitHub description

    Why:

    CURRENT
    AI personal operations platform for supervised, evidence-backed automation.
    COPY-PASTE FIX
    A self-hosted, local-first AI personal operations platform for supervised, evidence-backed automation.

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 thesongzhu/Friday
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ollama/ollama
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. ollama/ollama · recommended 2×
  2. langchain-ai/langchain · recommended 2×
  3. home-assistant/core · recommended 1×
  4. AppDaemon/AppDaemon · recommended 1×
  5. node-red/node-red · recommended 1×
  • CATEGORY QUERY
    How to build a self-hosted AI agent for personal task automation with human approval?
    you: not recommended
    AI recommended (in order):
    1. Home Assistant (home-assistant/core)
    2. AppDaemon (AppDaemon/AppDaemon)
    3. Node-RED (node-red/node-red)
    4. OpenAI API
    5. Ollama (ollama/ollama)
    6. LM Studio
    7. Frigate (blakeblackshear/frigate)
    8. n8n (n8n-io/n8n)
    9. LangChain (langchain-ai/langchain)
    10. LlamaIndex (run-llama/llama_index)
    11. Docker (moby/moby)
    12. Portainer (portainer/portainer)

    AI recommended 12 alternatives but never named thesongzhu/Friday. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an open-source local-first platform to manage AI agent workflows securely.
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. Llama.cpp (ggerganov/llama.cpp)
    3. Ollama (ollama/ollama)
    4. Haystack (deepset-ai/haystack)
    5. FlowiseAI (FlowiseAI/Flowise)
    6. AutoGPT (Significant-Gravitas/AutoGPT)
    7. AgentGPT (reworkd/AgentGPT)
    8. Open Interpreter (KillianLucas/open-interpreter)

    AI recommended 8 alternatives but never named thesongzhu/Friday. 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 thesongzhu/Friday?
    pass
    AI named thesongzhu/Friday explicitly

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

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

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

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thesongzhu/Friday — 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