RRepoGEO

REPOGEO REPORT · LITE

signerlabs/Klee

Default branch main · commit 64bce8db · scanned 5/23/2026, 11:57:02 AM

GitHub: 1,737 stars · 136 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
35 /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
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 signerlabs/Klee, 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 disambiguation note to the README's opening

    Why:

    CURRENT
    # Klee

A native macOS AI agent that runs entirely on your Mac. No cloud, no account, no subscription.
    COPY-PASTE FIX
    # Klee

**Note: This project is a native macOS AI chat app, distinct from the symbolic execution engine also named Klee.**

A native macOS AI agent that runs entirely on your Mac. No cloud, no account, no subscription.
  • mediumreadme#2
    Add a 'Why Klee?' or 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    ## Why Klee?

While tools like LM Studio, Jan, and Ollama offer local LLM inference, Klee stands out as a truly native macOS AI agent built with SwiftUI. It focuses on a seamless, integrated experience with features like native tool calling (read/write files, web search, shell commands), vision support, and a lightweight footprint (~75MB) without relying on Electron or Docker. Klee is designed for users who prioritize a pure macOS experience and deep local integration for their AI interactions.
  • lowlicense#3
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root, choosing an appropriate open-source license (e.g., MIT, Apache-2.0, GPL-3.0) and adding its text.

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 signerlabs/Klee
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Jan
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Jan · recommended 2×
  2. Ollama · recommended 2×
  3. LM Studio · recommended 1×
  4. LocalAI · recommended 1×
  5. GPT4All · recommended 1×
  • CATEGORY QUERY
    What are good native macOS AI chat apps that run large language models entirely locally?
    you: not recommended
    AI recommended (in order):
    1. LM Studio
    2. Jan
    3. Ollama
    4. LocalAI
    5. GPT4All

    AI recommended 5 alternatives but never named signerlabs/Klee. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a lightweight, self-contained macOS AI agent capable of local file and web interactions.
    you: not recommended
    AI recommended (in order):
    1. LocalGPT
    2. LangChain
    3. LlamaIndex
    4. Mistral 7B
    5. Llama 3 8B
    6. Continue
    7. Ollama
    8. PrivateGPT
    9. Jan
    10. AnythingLLM

    AI recommended 10 alternatives but never named signerlabs/Klee. 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 signerlabs/Klee?
    pass
    AI named signerlabs/Klee explicitly

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

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

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

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signerlabs/Klee — 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