RRepoGEO

REPOGEO REPORT · LITE

moltis-org/moltis

Default branch main · commit 48c9a419 · scanned 6/22/2026, 5:02:11 AM

GitHub: 2,748 stars · 323 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
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 moltis-org/moltis, 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
    Reinforce core identity in the README's opening sentence

    Why:

    CURRENT
    One binary — sandboxed, secure, yours.
    COPY-PASTE FIX
    Moltis is a self-hosted, secure personal AI agent server built in Rust, designed for sandboxed execution of multi-provider LLMs and integrations with messaging apps like Telegram, WhatsApp, and Discord.
  • mediumtopics#2
    Expand topics to include more specific use cases and technologies

    Why:

    CURRENT
    ai-agent, ai-assistant, clawdbot, llm, mcp, openclaw, rust, sandbox, self-hosted, single-binary, telegram-bot, voice-assistant
    COPY-PASTE FIX
    ai-agent, ai-assistant, clawdbot, llm, mcp, openclaw, rust, sandbox, self-hosted, single-binary, telegram-bot, voice-assistant, personal-ai, local-llm, secure-agent, multi-llm, discord-bot, whatsapp-bot, teams-bot
  • lowcomparison#3
    Add a summary sentence to the comparison section

    Why:

    COPY-PASTE FIX
    Unlike general-purpose LLM runners like Ollama or LM Studio, or broader home automation platforms like Home Assistant, Moltis focuses on secure, sandboxed execution of personal AI agents with deep integrations into messaging platforms and local hardware, ensuring privacy and control.

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 moltis-org/moltis
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
home-assistant/core
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. home-assistant/core · recommended 1×
  2. esphome/esphome · recommended 1×
  3. OpenAI · recommended 1×
  4. ollama/ollama · recommended 1×
  5. LM Studio · recommended 1×
  • CATEGORY QUERY
    How to build a secure, self-hosted personal AI assistant with sandboxed execution?
    you: not recommended
    AI recommended (in order):
    1. Home Assistant (home-assistant/core)
    2. ESPHome (esphome/esphome)
    3. OpenAI
    4. Ollama (ollama/ollama)
    5. LM Studio
    6. Mycroft AI (MycroftAI/mycroft-core)
    7. transformers (huggingface/transformers)
    8. Rhasspy (rhasspy/rhasspy)
    9. Node-RED (node-red/node-red)
    10. Python
    11. Go
    12. sounddevice (spatialaudio/python-sounddevice)
    13. speech_recognition (Uberi/speech_recognition)
    14. Docker (moby/moby)
    15. Podman (containers/podman)
    16. gVisor (google/gvisor)
    17. Kata Containers (kata-containers/kata-containers)
    18. Open Assistant (LAION-AI/Open-Assistant)

    AI recommended 18 alternatives but never named moltis-org/moltis. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a Rust-based personal AI agent with voice and messaging app integrations.
    you: not recommended
    AI recommended (in order):
    1. Ollama
    2. vosk-rs
    3. whisper-rs
    4. tts-rs
    5. Google Cloud Text-to-Speech
    6. gcloud-sdk
    7. telegram-bot-api
    8. discord-rs
    9. llm
    10. candle
    11. actix-web
    12. warp

    AI recommended 12 alternatives but never named moltis-org/moltis. 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 moltis-org/moltis?
    pass
    AI named moltis-org/moltis explicitly

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

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

Subscribe to Pro for deep diagnoses

moltis-org/moltis — 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