RRepoGEO

REPOGEO REPORT · LITE

ErlichLiu/Proma

Default branch main · commit 41a76c3d · scanned 5/28/2026, 5:47:43 AM

GitHub: 1,129 stars · 155 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 ErlichLiu/Proma, 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
    Reposition the README's opening to emphasize 'desktop application' and 'workflow workbench'

    Why:

    CURRENT
    Proma 是一个本地优先的 AI 桌面应用，把多模型 Chat、通用 Agent、工作区、Skills、MCP、远程机器人和记忆能力放在同一个开源客户端里。
    COPY-PASTE FIX
    Proma 是一个**面向专业用户的本地优先 AI 桌面应用**，它将多模型聊天、通用 Agent、工作区、技能、远程机器人和记忆功能整合到一个开源客户端中，**旨在成为你的个人 AI Agent 工作台和团队协作中心**。
  • mediumtopics#2
    Add more specific topics to improve categorization

    Why:

    CURRENT
    agent, agent-sdk, agents, chatbot, chatgpt, claude, gemini, llm
    COPY-PASTE FIX
    agent, agent-sdk, agents, chatbot, chatgpt, claude, gemini, llm, desktop-app, ai-workflow, productivity, team-collaboration, feishu-integration, lark-integration, local-first
  • lowabout#3
    Refine the repository description to explicitly state 'desktop application' upfront

    Why:

    CURRENT
    把最丝滑的通用 Agent 体验带进你的工作流，为 100x 专业用户而生的未来产品，正在实现 proactive Agent 阶段。基于 Claude Agent SDK 的完整开源实践，原生支持飞书群聊调用、灵活接入任意大模型供应商 —— 让顶级 Agent 能力真正跑在你每天用的地方。
    COPY-PASTE FIX
    Proma 是一款**本地优先的 AI 桌面应用**，旨在将最流畅的通用 Agent 体验融入你的工作流。它是一个为专业用户打造的未来产品，正在实现主动式 Agent 阶段。基于 Claude Agent SDK 的完整开源实践，原生支持飞书群聊调用，并灵活接入任意大模型供应商，让顶级 Agent 能力真正运行在你日常使用的环境中。

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 ErlichLiu/Proma
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. SuperAGI · recommended 1×
  3. AutoGPT · recommended 1×
  4. BabyAGI · recommended 1×
  5. CrewAI · recommended 1×
  • CATEGORY QUERY
    How can I set up a local AI agent desktop application for managing complex tasks?
    you: not recommended
    AI recommended (in order):
    1. SuperAGI
    2. AutoGPT
    3. BabyAGI
    4. LangChain
    5. CrewAI
    6. Open Interpreter

    AI recommended 6 alternatives but never named ErlichLiu/Proma. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What solutions allow integrating multi-model AI agents into existing team chat applications?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Microsoft Bot Framework
    4. Google Cloud Dialogflow
    5. Slack Bolt
    6. Discord.js
    7. Zapier
    8. Make

    AI recommended 8 alternatives but never named ErlichLiu/Proma. 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 ErlichLiu/Proma?
    pass
    AI named ErlichLiu/Proma explicitly

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

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

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

Embed your GEO score

Drop this badge into the README of ErlichLiu/Proma. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/ErlichLiu/Proma.svg)](https://repogeo.com/en/r/ErlichLiu/Proma)
HTML
<a href="https://repogeo.com/en/r/ErlichLiu/Proma"><img src="https://repogeo.com/badge/ErlichLiu/Proma.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

ErlichLiu/Proma — 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