RRepoGEO

REPOGEO REPORT · LITE

sgaofen/murmur

Default branch main · commit 1e20e7c4 · scanned 6/20/2026, 1:31:59 AM

GitHub: 531 stars · 68 forks

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 sgaofen/murmur, 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
  • hightopics#1
    Add specific topics for chat analysis and visualization

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    chat-analysis, data-visualization, 3d-graph, social-network, wechat, qq, local-ai, privacy, relationship-insights
  • highreadme#2
    Add a clear category statement to the README's opening

    Why:

    CURRENT
    把多年微信和 QQ 聊天 + 朋友圈，在你电脑上做成一张可以**旋转、缩放、聚焦**的 3D 关系网，再让本地的 Claude / Codex 给每个朋友写一份关系档案。
    COPY-PASTE FIX
    Murmur 微语是一款将微信和QQ聊天数据转化为3D关系网并进行本地AI分析的工具。它能把多年微信和 QQ 聊天 + 朋友圈，在你电脑上做成一张可以**旋转、缩放、聚焦**的 3D 关系网，再让本地的 Claude / Codex 给每个朋友写一份关系档案。
  • mediumreadme#3
    Clarify the project's license in the README

    Why:

    COPY-PASTE FIX
    ## 许可

本项目包含一个 `LICENSE` 文件，其中详细说明了本项目的许可条款。请查阅该文件以了解具体的使用和分发条件。

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 sgaofen/murmur
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Gephi
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Gephi · recommended 1×
  2. Cytoscape · recommended 1×
  3. Neo4j Desktop with Bloom · recommended 1×
  4. Graphviz · recommended 1×
  5. NetworkX · recommended 1×
  • CATEGORY QUERY
    How can I visualize my personal chat history and social connections in an interactive offline graph?
    you: not recommended
    AI recommended (in order):
    1. Gephi
    2. Cytoscape
    3. Neo4j Desktop with Bloom
    4. Graphviz
    5. NetworkX
    6. Matplotlib
    7. Plotly
    8. yEd Graph Editor

    AI recommended 8 alternatives but never named sgaofen/murmur. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools offer local AI-powered analysis of messaging data to generate relationship insights privately?
    you: not recommended
    AI recommended (in order):
    1. Mem
    2. Obsidian
    3. Text Generator
    4. Smart Connections
    5. Ollama
    6. LM Studio
    7. Logseq
    8. Jan
    9. LocalAI
    10. TiddlyWiki

    AI recommended 10 alternatives but never named sgaofen/murmur. 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 sgaofen/murmur?
    pass
    AI named sgaofen/murmur explicitly

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

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

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

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sgaofen/murmur — 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