RRepoGEO

REPOGEO REPORT · LITE

voicetreelab/voicetree

Default branch main · commit 3c598d24 · scanned 6/14/2026, 3:11:44 PM

GitHub: 876 stars · 56 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 voicetreelab/voicetree, 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 README opening to explicitly state its domain and avoid 'voice' confusion

    Why:

    CURRENT
    ## Voicetree: a graph-based mindmap for building HITL coding-agent systems
    COPY-PASTE FIX
    ## Voicetree: A Spatial IDE for Recursive Multi-Agent Orchestration (Not Voice-Related)

Voicetree is like an Obsidian graph-view that you work directly inside of, designed for building Human-in-the-Loop (HITL) coding-agent systems.
  • mediumtopics#2
    Expand topics to include broader agent orchestration and IDE terms

    Why:

    CURRENT
    agents, claude-code, codex
    COPY-PASTE FIX
    agents, multi-agent-systems, agent-orchestration, ide, graph-view, human-in-the-loop, ai-agents, recursive-agents, spatial-computing
  • lowreadme#3
    Add a clear statement about the project's license in the README

    Why:

    COPY-PASTE FIX
    ## License
This project is released under the terms specified in the `LICENSE` file. Please refer to that file for full details on the applicable license(s).

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 voicetreelab/voicetree
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. Microsoft Semantic Kernel · recommended 2×
  3. LlamaIndex · recommended 2×
  4. LangServe · recommended 1×
  5. LangSmith · recommended 1×
  • CATEGORY QUERY
    How to visually orchestrate complex multi-agent systems with human-in-the-loop capabilities?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LangServe
    3. LangSmith
    4. Microsoft Semantic Kernel
    5. Azure AI Studio
    6. Haystack
    7. Deepset Cloud
    8. Microsoft AutoGen
    9. Autogen Studio
    10. FlowiseAI
    11. LlamaIndex
    12. LlamaCloud

    AI recommended 12 alternatives but never named voicetreelab/voicetree. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool for building self-modifying agentic systems that can restructure themselves at runtime?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. AutoGPT
    4. BabyAGI
    5. OpenAI Function Calling
    6. Assistants API
    7. Microsoft Semantic Kernel
    8. AgentVerse
    9. PyTorch
    10. TensorFlow

    AI recommended 10 alternatives but never named voicetreelab/voicetree. 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 voicetreelab/voicetree?
    pass
    AI named voicetreelab/voicetree explicitly

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

  • If a team adopts voicetreelab/voicetree in production, what risks or prerequisites should they evaluate first?
    pass
    AI named voicetreelab/voicetree 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 voicetreelab/voicetree solve, and who is the primary audience?
    pass
    AI named voicetreelab/voicetree 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 voicetreelab/voicetree. 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)
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HTML
<a href="https://repogeo.com/en/r/voicetreelab/voicetree"><img src="https://repogeo.com/badge/voicetreelab/voicetree.svg" alt="RepoGEO" /></a>
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voicetreelab/voicetree — 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