RRepoGEO

REPOGEO REPORT · LITE

stephengpope/thepopebot

Default branch main · commit 33f032dd · scanned 5/22/2026, 8:17:04 AM

GitHub: 1,808 stars · 656 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
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 stephengpope/thepopebot, 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
    Add a disclaimer about the project name in the README

    Why:

    COPY-PASTE FIX
    (Note: Despite the name 'thepopebot', this project is a general-purpose AI agent and is not related to religious figures or content.)
  • hightopics#2
    Add relevant topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    ai-agent, autonomous-agent, llm, code-generation, self-hosted, developer-tools, ai-platform, automation, telegram-bot
  • mediumreadme#3
    Strengthen the README's opening statement to be more specific

    Why:

    CURRENT
    Your personal agent, coding environment, and communication platform — all in one app.
    COPY-PASTE FIX
    thepopebot is a self-hosted, autonomous AI agent designed for continuous code development, deployment, and general task automation. It functions as your personal coding environment and communication platform, integrating with any LLM or coding agent.

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 stephengpope/thepopebot
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
go-skynet/LocalAI
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. go-skynet/LocalAI · recommended 1×
  2. ollama/ollama · recommended 1×
  3. continuedev/continue · recommended 1×
  4. langchain-ai/langchain · recommended 1×
  5. run-llama/llama_index · recommended 1×
  • CATEGORY QUERY
    How to set up a self-hosted AI agent for continuous code development and deployment?
    you: not recommended
    AI recommended (in order):
    1. LocalAI (go-skynet/LocalAI)
    2. Ollama (ollama/ollama)
    3. Continue.dev (continuedev/continue)
    4. LangChain (langchain-ai/langchain)
    5. LlamaIndex (run-llama/llama_index)
    6. Gitea (go-gitea/gitea)
    7. GitLab Community Edition
    8. Jenkins (jenkinsci/jenkins)
    9. Drone CI (drone/drone)
    10. Docker
    11. Kubernetes (kubernetes/kubernetes)
    12. Portainer (portainer/portainer)

    AI recommended 12 alternatives but never named stephengpope/thepopebot. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an AI platform to integrate various LLMs and automate software engineering tasks.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Hugging Face Transformers
    4. Hugging Face Agents
    5. Microsoft Semantic Kernel
    6. Google Vertex AI
    7. OpenAI API
    8. Guidance

    AI recommended 8 alternatives but never named stephengpope/thepopebot. 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 stephengpope/thepopebot?
    pass
    AI did not name stephengpope/thepopebot — 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 stephengpope/thepopebot in production, what risks or prerequisites should they evaluate first?
    pass
    AI named stephengpope/thepopebot 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 stephengpope/thepopebot solve, and who is the primary audience?
    pass
    AI did not name stephengpope/thepopebot — 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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stephengpope/thepopebot — 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