RRepoGEO

REPOGEO REPORT · LITE

psugihara/FreeChat

Default branch main · commit 110ec9c7 · scanned 6/10/2026, 5:23:19 PM

GitHub: 500 stars · 44 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 psugihara/FreeChat, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Clarify the README's opening statement to specify native macOS and Swift

    Why:

    CURRENT
    Chat with LLMs on your Mac without installing any other software. Every conversation is saved locally, all conversations happen offline.
    COPY-PASTE FIX
    FreeChat is a native macOS application for chatting with local LLMs, built with Swift. It runs completely offline, ensuring private conversations without installing any other software or complex setup.
  • mediumreadme#2
    Emphasize 'no setup' and 'privacy' more prominently in the README intro

    Why:

    COPY-PASTE FIX
    Add or rephrase a bullet point in the introductory section to explicitly state: '- **Zero Setup & Complete Privacy:** Download and start chatting immediately; all conversations are local, offline, and untracked.'

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 psugihara/FreeChat
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Ollama
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Ollama · recommended 2×
  2. LM Studio · recommended 2×
  3. Jan · recommended 2×
  4. LocalAI · recommended 2×
  5. GPT4All · recommended 2×
  • CATEGORY QUERY
    How can I run a large language model locally on my Mac for private conversations?
    you: not recommended
    AI recommended (in order):
    1. Ollama
    2. LM Studio
    3. Jan
    4. LocalAI
    5. GPT4All
    6. Llama.cpp
    7. llama-cpp-python
    8. text-generation-webui

    AI recommended 8 alternatives but never named psugihara/FreeChat. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an offline AI chatbot application for macOS that requires no setup.
    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 psugihara/FreeChat. 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 psugihara/FreeChat?
    pass
    AI named psugihara/FreeChat explicitly

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

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

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

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psugihara/FreeChat — 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