RRepoGEO

REPOGEO REPORT · LITE

agnaistic/agnai

Default branch dev · commit d7aff2f7 · scanned 6/1/2026, 12:56:51 PM

GitHub: 736 stars · 138 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 agnaistic/agnai, 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 and opening statement to clarify technology and core purpose

    Why:

    CURRENT
    # Agnaistic

> AI Roleplay Chat with Personalized Characters using your favorite AI services.
    COPY-PASTE FIX
    # Agnaistic: A Scalable Multi-User, Multi-Bot AI Roleplay Chat Platform (Node.js/TypeScript)

Agnai provides a robust, self-hostable Node.js and TypeScript platform for creating and managing interactive AI roleplay experiences. It enables multiple users to chat with personalized fictional characters across various AI services, designed with scale in mind.
  • hightopics#2
    Add more specific topics to improve categorization

    Why:

    CURRENT
    ai, chat, chatbot, nodejs, typescript
    COPY-PASTE FIX
    ai, chat, chatbot, nodejs, typescript, roleplay, character-ai, llm, multi-user, multi-bot, ai-characters
  • mediumreadme#3
    Add a clear problem statement or audience definition to the README

    Why:

    COPY-PASTE FIX
    ## What Agnaistic Solves

Agnaistic addresses the need for a flexible, self-hostable platform that allows multiple users to engage in dynamic, personalized roleplay conversations with AI-powered fictional characters. It integrates various AI services and persona formats, offering a comprehensive solution for building custom AI chat experiences.

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 agnaistic/agnai
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Stream Chat
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Stream Chat · recommended 1×
  2. PubNub · recommended 1×
  3. socketio/socket.io · recommended 1×
  4. nodejs/node · recommended 1×
  5. expressjs/express · recommended 1×
  • CATEGORY QUERY
    How to build a scalable multi-user chat application with AI-powered characters?
    you: not recommended
    AI recommended (in order):
    1. Stream Chat
    2. PubNub
    3. Socket.IO (socketio/socket.io)
    4. Node.js (nodejs/node)
    5. Express.js (expressjs/express)
    6. Python (python/cpython)
    7. FastAPI (tiangolo/fastapi)
    8. Go (golang/go)
    9. Gin (gin-gonic/gin)
    10. OpenAI GPT-4 / GPT-3.5 Turbo
    11. Anthropic Claude 3
    12. Hugging Face Transformers (huggingface/transformers)
    13. LangChain (langchain-ai/langchain)
    14. LlamaIndex (run-llama/llama_index)
    15. PostgreSQL (postgres/postgres)
    16. MongoDB (mongodb/mongo)
    17. Redis (redis/redis)
    18. React (facebook/react)
    19. Next.js (vercel/next.js)
    20. Vue.js (vuejs/core)
    21. Nuxt.js (nuxt/nuxt)
    22. React Native (facebook/react-native)
    23. Flutter (flutter/flutter)

    AI recommended 23 alternatives but never named agnaistic/agnai. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open-source solutions exist for integrating various AI models into a character roleplay platform?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Hugging Face Transformers
    4. DeepPavlov
    5. Rasa
    6. Haystack
    7. Open Assistant

    AI recommended 7 alternatives but never named agnaistic/agnai. 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 agnaistic/agnai?
    pass
    AI named agnaistic/agnai explicitly

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

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

Subscribe to Pro for deep diagnoses

agnaistic/agnai — 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