RRepoGEO

REPOGEO REPORT · LITE

shiwenwen/hope-agent

Default branch main · commit 4adace85 · scanned 6/15/2026, 2:51:28 AM

GitHub: 991 stars · 87 forks

AI VISIBILITY SCORE
28 /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
2 / 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 shiwenwen/hope-agent, 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 the README's opening to clearly state the project's core identity

    Why:

    COPY-PASTE FIX
    Add this sentence immediately after the main H1 title in your README:

Hope Agent is a cross-device, self-improving **desktop AI assistant** built with Rust and Tauri, designed for personal use and self-hosting.
  • highhomepage#2
    Add the repository URL as the project's homepage

    Why:

    COPY-PASTE FIX
    https://github.com/shiwenwen/hope-agent
  • mediumtopics#3
    Refine repository topics for better categorization

    Why:

    CURRENT
    agent, ai, ai-assistant, anthropic, chatbot, claude, claw, codex, cross-device, desktop-app, gemini, handoff, harness, hermes-agent, llm, local-ai, mcp, openai, openclaw, personal
    COPY-PASTE FIX
    ai-assistant, desktop-app, personal-assistant, self-hosted, cross-platform, rust, tauri, llm, chatbot, ai, agent, cross-device, handoff, context-aware, openai, anthropic, claude, gemini, local-ai

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 shiwenwen/hope-agent
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Mem
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Mem · recommended 1×
  2. Obsidian · recommended 1×
  3. Notion AI · recommended 1×
  4. Evernote · recommended 1×
  5. Microsoft Copilot · recommended 1×
  • CATEGORY QUERY
    Looking for a desktop AI assistant that remembers context and syncs across devices.
    you: not recommended
    AI recommended (in order):
    1. Mem
    2. Obsidian
    3. Notion AI
    4. Evernote
    5. Microsoft Copilot

    AI recommended 5 alternatives but never named shiwenwen/hope-agent. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I self-host a personal AI assistant that runs headless on a server or cloud?
    you: not recommended
    AI recommended (in order):
    1. Home Assistant
    2. ESPHome
    3. Rhasspy
    4. OpenWakeWord
    5. Mycroft AI
    6. Open Assistant
    7. Jarvis
    8. Mozilla DeepSpeech
    9. Coqui STT
    10. Mimic 3
    11. Rasa

    AI recommended 11 alternatives but never named shiwenwen/hope-agent. 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 shiwenwen/hope-agent?
    pass
    AI did not name shiwenwen/hope-agent — 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 shiwenwen/hope-agent in production, what risks or prerequisites should they evaluate first?
    pass
    AI named shiwenwen/hope-agent 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 shiwenwen/hope-agent solve, and who is the primary audience?
    pass
    AI named shiwenwen/hope-agent explicitly

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

Embed your GEO score

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shiwenwen/hope-agent — 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