RRepoGEO

REPOGEO REPORT · LITE

SAGAR-TAMANG/friday-tony-stark-demo

Default branch main · commit 28b2b1e0 · scanned 6/26/2026, 12:53:17 PM

GitHub: 1,289 stars · 393 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
22 /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
1 / 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 SAGAR-TAMANG/friday-tony-stark-demo, 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 relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    ai-assistant, voice-assistant, conversational-ai, llm, python, demo, tony-stark, jarvis
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a LICENSE file (e.g., MIT or Apache-2.0, based on project intent) in the repository root.
  • mediumreadme#3
    Clarify the README's opening to emphasize 'full demo' and 'tool-using AI assistant'

    Why:

    CURRENT
    # F.R.I.D.A.Y. — Tony Stark Demo

> *"Fully Responsive Intelligent Digital Assistant for You"*

A Tony Stark-inspired AI assistant split into two cooperating pieces:
    COPY-PASTE FIX
    # F.R.I.D.A.Y. — A Full Demo of a Tony Stark-Inspired Voice AI Assistant with Tool Use

> *"Fully Responsive Intelligent Digital Assistant for You"*

This repository provides a complete, runnable demo of a Tony Stark-inspired AI assistant. It's designed to showcase a voice-controlled conversational agent that can interact with external tools (news, web search, system info, etc.). The project is split into two cooperating pieces:

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 SAGAR-TAMANG/friday-tony-stark-demo
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Google Cloud Speech-to-Text
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Google Cloud Speech-to-Text · recommended 1×
  2. AssemblyAI · recommended 1×
  3. openai/whisper · recommended 1×
  4. langchain-ai/langchain · recommended 1×
  5. run-llama/llama_index · recommended 1×
  • CATEGORY QUERY
    How can I create a voice-activated AI assistant that uses external tools?
    you: not recommended
    AI recommended (in order):
    1. Google Cloud Speech-to-Text
    2. AssemblyAI
    3. OpenAI Whisper (openai/whisper)
    4. LangChain (langchain-ai/langchain)
    5. LlamaIndex (run-llama/llama_index)
    6. Microsoft Semantic Kernel (microsoft/semantic-kernel)
    7. OpenAI GPT-4 / GPT-3.5 Turbo
    8. Anthropic Claude 3 (Opus/Sonnet/Haiku)
    9. Google Gemini (Pro/Ultra)
    10. Google Cloud Text-to-Speech
    11. Amazon Polly
    12. ElevenLabs
    13. Zapier
    14. Make (formerly Integromat)
    15. SerpAPI
    16. Google Search API
    17. Wolfram Alpha API

    AI recommended 17 alternatives but never named SAGAR-TAMANG/friday-tony-stark-demo. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good open-source frameworks for building conversational AI agents with tool use?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. OpenAI Assistants API
    5. AutoGen
    6. Rasa

    AI recommended 6 alternatives but never named SAGAR-TAMANG/friday-tony-stark-demo. 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 SAGAR-TAMANG/friday-tony-stark-demo?
    pass
    AI did not name SAGAR-TAMANG/friday-tony-stark-demo — 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 SAGAR-TAMANG/friday-tony-stark-demo in production, what risks or prerequisites should they evaluate first?
    pass
    AI named SAGAR-TAMANG/friday-tony-stark-demo 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 SAGAR-TAMANG/friday-tony-stark-demo solve, and who is the primary audience?
    pass
    AI did not name SAGAR-TAMANG/friday-tony-stark-demo — 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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SAGAR-TAMANG/friday-tony-stark-demo — 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