RRepoGEO

REPOGEO REPORT · LITE

moltis-org/moltis

Default branch main · commit 34a6d635 · scanned 5/11/2026, 11:11:47 PM

GitHub: 2,672 stars · 311 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 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
    Clarify Moltis's core identity as a Rust AI agent server in the README's opening paragraph

    Why:

    CURRENT
    Moltis recently hit the front page of Hacker News. Please open an issue for any friction at all. I'm focused on making Moltis excellent.
    COPY-PASTE FIX
    Moltis is a secure, self-hosted personal AI agent server built in Rust. It runs as a single binary, providing sandboxed execution for multi-provider LLMs, voice, memory, and integrations with platforms like Telegram, WhatsApp, Discord, and Teams. Designed for your hardware, Moltis ensures your data and keys remain secure on your machine.
  • mediumreadme#2
    Add or expand a 'Comparison' section in the README

    Why:

    COPY-PASTE FIX
    ## Comparison

Moltis stands apart from general-purpose container runtimes (like Kata Containers, gVisor, or Firecracker) and orchestration platforms (like Kubernetes or OpenShift) by focusing specifically on secure, self-hosted *personal AI agents*. Unlike generic LLM frameworks or libraries (e.g., Ollama, Candle), Moltis provides a complete, sandboxed server with built-in integrations for messaging, voice, and memory, all within a single Rust binary. It is not a headless CMS or a data-intensive application framework.
  • lowreadme#3
    Add a dedicated 'Examples' section to the README

    Why:

    COPY-PASTE FIX
    ## Examples

Here are a few ways Moltis can be used as your personal AI agent:

*   **Automated Messaging:** Configure Moltis to respond to Telegram or Discord messages, summarizing conversations or executing commands.
*   **Voice Assistant:** Use Moltis as a self-hosted voice assistant for home automation or information retrieval, keeping your data private.
*   **Remote Execution:** Securely execute commands on remote machines via SSH or MCP servers, managed and sandboxed by your Moltis agent.
*   **Browser Automation:** Automate web tasks and data collection, with the agent running securely on your hardware.

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
ollama/ollama
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. ollama/ollama · recommended 2×
  2. grafana/loki · recommended 2×
  3. kubernetes/kubernetes · recommended 1×
  4. kata-containers/kata-containers · recommended 1×
  5. OpenShift · recommended 1×
  • CATEGORY QUERY
    How to build a secure, self-hosted AI assistant with sandboxed execution?
    you: not recommended
    AI recommended (in order):
    1. Kubernetes (kubernetes/kubernetes)
    2. Kata Containers (kata-containers/kata-containers)
    3. OpenShift
    4. Firecracker (firecracker-microvm/firecracker)
    5. gVisor (google/gvisor)
    6. Rasa (RasaHQ/rasa)
    7. Haystack (deepset-ai/haystack)
    8. LangChain (langchain-ai/langchain)
    9. Llama.cpp (ggerganov/llama.cpp)
    10. Ollama (ollama/ollama)
    11. Falco (falcosecurity/falco)
    12. Prometheus (prometheus/prometheus)
    13. Grafana (grafana/grafana)
    14. Vault (hashicorp/vault)
    15. Ubuntu Server
    16. Alpine Linux
    17. Kubeadm
    18. Rancher (rancher/rancher)
    19. ELK stack
    20. Loki (grafana/loki)
    21. Promtail (grafana/loki)

    AI recommended 21 alternatives but never named moltis-org/moltis. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a Rust-based single-binary AI agent with voice and messaging integrations.
    you: not recommended
    AI recommended (in order):
    1. Ollama (ollama/ollama)
    2. telegram-bot (telegram-rs/telegram-bot)
    3. discord-rs (discord-rs/discord-rs)
    4. candle (huggingface/candle)
    5. vosk-rs (rust-vosk/vosk-rs)
    6. whisper-rs (whisper-rs/whisper-rs)
    7. tts-rs (tts-rs/tts-rs)
    8. coqui-tts-rs
    9. llm (rustformers/llm)
    10. OpenAI API
    11. async-openai (64bit/async-openai)

    AI recommended 11 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

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moltis-org/moltis — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
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