RRepoGEO

REPOGEO REPORT · LITE

rayenfeng/riko_project

Default branch main · commit d44f7b6a · scanned 6/10/2026, 7:13:18 AM

GitHub: 941 stars · 187 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)

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

AI VISIBILITY SCORE
35 /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
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 rayenfeng/riko_project, 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
    Update the repository's "About" description

    Why:

    CURRENT
    The public version of the Riko Project
    COPY-PASTE FIX
    A configurable conversational AI project focused on anime characters, combining LLM, voice synthesis, and speech recognition.
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the repository root with the text of the MIT License.
  • mediumtopics#3
    Expand repository topics and add a homepage URL

    Why:

    CURRENT
    Topics: ai, anime, Homepage: (none)
    COPY-PASTE FIX
    Topics: ai, anime, llm, gpt, voice-synthesis, speech-recognition, conversational-ai, character-ai; Homepage: https://github.com/rayenfeng/riko_project

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 rayenfeng/riko_project
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI API
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI API · recommended 1×
  2. GPT-4 · recommended 1×
  3. GPT-3.5 Turbo · recommended 1×
  4. ElevenLabs · recommended 1×
  5. Pinecone · recommended 1×
  • CATEGORY QUERY
    How to build a custom AI assistant with voice output and persistent memory?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. GPT-4
    3. GPT-3.5 Turbo
    4. ElevenLabs
    5. Pinecone
    6. Redis
    7. LangChain
    8. Chroma
    9. Weaviate
    10. Rasa
    11. Google Cloud Text-to-Speech
    12. Amazon Polly
    13. PostgreSQL
    14. MongoDB
    15. Deepgram
    16. SQLite
    17. Google Cloud Speech-to-Text
    18. AssemblyAI

    AI recommended 18 alternatives but never named rayenfeng/riko_project. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a Python project to create an interactive anime character with voice and dialogue.
    you: not recommended
    AI recommended (in order):
    1. Pygame
    2. gTTS
    3. SpeechRecognition
    4. NLTK
    5. spaCy
    6. Kivy
    7. Pyglet
    8. OpenCV
    9. ChatterBot
    10. Panda3D

    AI recommended 10 alternatives but never named rayenfeng/riko_project. 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 rayenfeng/riko_project?
    pass
    AI named rayenfeng/riko_project explicitly

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

  • If a team adopts rayenfeng/riko_project in production, what risks or prerequisites should they evaluate first?
    pass
    AI named rayenfeng/riko_project 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 rayenfeng/riko_project solve, and who is the primary audience?
    pass
    AI named rayenfeng/riko_project 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 rayenfeng/riko_project. 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/rayenfeng/riko_project.svg)](https://repogeo.com/en/r/rayenfeng/riko_project)
HTML
<a href="https://repogeo.com/en/r/rayenfeng/riko_project"><img src="https://repogeo.com/badge/rayenfeng/riko_project.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

rayenfeng/riko_project — 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