RRepoGEO

REPOGEO REPORT · LITE

freestylefly/wesight

Default branch main · commit 85629afc · scanned 6/14/2026, 9:41:58 AM

GitHub: 641 stars · 153 forks

AI VISIBILITY SCORE
33 /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
2 / 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 freestylefly/wesight, 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 the README's main heading and opening paragraph to emphasize "desktop AI agent workspace"

    Why:

    CURRENT
    # WeSight

<h3 align="center">
  Desktop AI Agent Workspace for Local Coding Agents
</h3>

WeSight is an open-source desktop control console for local AI agents. It helps you install or reuse Claude Code, Codex, Kimi Code, OpenClaw, Hermes Agent, OpenCode, Qwen Code, DeepSeek-TUI, and the built-in agent runtime, then gives them a visual workspace for chat, tools, files, IM channels, skills, model providers, runtime metrics, and desktop companion workflows.
    COPY-PASTE FIX
    # WeSight: Desktop AI Agent Workspace for Local Coding Agents

WeSight is the open-source desktop control console designed to unify and manage all your local AI coding agents, providing a visual workspace for chat, tools, files, and runtime metrics. It helps you install or reuse Claude Code, Codex, Kimi Code, OpenClaw, Hermes Agent, OpenCode, Qwen Code, DeepSeek-TUI, and the built-in agent runtime.
  • mediumtopics#2
    Add more specific topics to highlight the "unified desktop interface" and "agent orchestration" aspects

    Why:

    CURRENT
    agent-workspace, ai-agent, claude-code, codex, desktop-app, electron, hermes-agent, llm, local-first, macos, model-router, openclaw, react, typescript
    COPY-PASTE FIX
    agent-workspace, ai-agent, claude-code, codex, desktop-app, electron, hermes-agent, llm, local-first, macos, model-router, openclaw, react, typescript, agent-orchestration, visual-workspace, unified-interface, local-llm-management
  • lowreadme#3
    Add a "Comparison" or "Why WeSight vs. X" section to the README

    Why:

    COPY-PASTE FIX
    Add a new section titled `## WeSight vs. Other Agent Tools` or `## Why WeSight? (Comparison)` that explicitly compares WeSight to tools like Open Interpreter, Continue.dev, or LangChain, highlighting its unique focus as a *desktop workspace* for *local agents* rather than just a framework or CLI. For example: 'Unlike CLI-based tools like Open Interpreter or frameworks like LangChain, WeSight provides a dedicated desktop application with a visual interface for managing, routing, and interacting with multiple local AI coding agents.'

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 freestylefly/wesight
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Open Interpreter
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Open Interpreter · recommended 2×
  2. LangChain · recommended 2×
  3. LlamaIndex · recommended 2×
  4. AutoGPT · recommended 2×
  5. Ollama · recommended 2×
  • CATEGORY QUERY
    How can I manage multiple local AI coding agents from a unified desktop interface?
    you: not recommended
    AI recommended (in order):
    1. Open Interpreter
    2. Continue.dev
    3. GPT-Engineer
    4. LangChain
    5. LlamaIndex
    6. AgentGPT
    7. AutoGPT
    8. Ollama
    9. llama.cpp

    AI recommended 9 alternatives but never named freestylefly/wesight. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What's a good desktop tool for setting up and routing various local LLM coding agents?
    you: not recommended
    AI recommended (in order):
    1. Continue
    2. Open Interpreter
    3. Ollama
    4. LM Studio
    5. AutoGPT
    6. BabyAGI
    7. LangChain
    8. LlamaIndex

    AI recommended 8 alternatives but never named freestylefly/wesight. 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 freestylefly/wesight?
    pass
    AI did not name freestylefly/wesight — likely talking about a different project

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

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

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

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freestylefly/wesight — 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