RRepoGEO

REPOGEO REPORT · LITE

qhkm/zeptoclaw

Default branch main · commit 97a4f2dc · scanned 6/15/2026, 9:31:29 AM

GitHub: 641 stars · 97 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 qhkm/zeptoclaw, 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
  • highabout#1
    Clarify the 'About' description to prevent miscategorization

    Why:

    CURRENT
    Fast, small, secure, local-first personal AI assistant infrastructure: one Rust binary for tools, memory, channels, providers, and sandboxed autonomy.
    COPY-PASTE FIX
    Fast, secure, local-first *AI agent framework* in Rust. ZeptoClaw provides the infrastructure for personal AI assistants, including tools, memory, and sandboxed autonomy, *distinct from web scrapers or note-taking apps*.
  • highreadme#2
    Reposition 'Why ZeptoClaw' to compare against known AI frameworks

    Why:

    CURRENT
    The current 'Why ZeptoClaw' section starts with "We studied what works — and what doesn't. **OpenClaw** proved a personal AI assistant..."
    COPY-PASTE FIX
    Start the 'Why ZeptoClaw' section with a clear positioning statement like: 'Unlike general-purpose LLM frameworks (LangChain) or single-model runners (Ollama, Llama.cpp), ZeptoClaw is a dedicated, local-first infrastructure for secure, sandboxed personal AI agents, built entirely in Rust.'
  • mediumtopics#3
    Add more specific topics for AI agent frameworks

    Why:

    CURRENT
    ai, ai-assistant, open-source, rust
    COPY-PASTE FIX
    ai, ai-assistant, open-source, rust, ai-agents, local-llm, llm-orchestration, agent-framework, sandboxed-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 qhkm/zeptoclaw
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Ollama
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Ollama · recommended 1×
  2. LangChain · recommended 1×
  3. Llama.cpp · recommended 1×
  4. Tokio · recommended 1×
  5. WASM (WebAssembly) · recommended 1×
  • CATEGORY QUERY
    Looking for a fast, local-first AI assistant framework for secure personal agent deployment.
    you: not recommended
    AI recommended (in order):
    1. Ollama
    2. LangChain
    3. Llama.cpp

    AI recommended 3 alternatives but never named qhkm/zeptoclaw. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to build sandboxed AI agents with integrated tools and memory using a single Rust binary?
    you: not recommended
    AI recommended (in order):
    1. Tokio
    2. WASM (WebAssembly)
    3. WASI (WebAssembly System Interface)
    4. wasmtime
    5. wasmer
    6. rhai
    7. mlua
    8. boa
    9. sandbox
    10. std::process::Command
    11. minijinja
    12. tera

    AI recommended 12 alternatives but never named qhkm/zeptoclaw. 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 qhkm/zeptoclaw?
    pass
    AI named qhkm/zeptoclaw explicitly

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

  • If a team adopts qhkm/zeptoclaw in production, what risks or prerequisites should they evaluate first?
    pass
    AI named qhkm/zeptoclaw 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 qhkm/zeptoclaw solve, and who is the primary audience?
    pass
    AI named qhkm/zeptoclaw explicitly

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

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qhkm/zeptoclaw — 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