RRepoGEO

REPOGEO REPORT · LITE

ProfSynapse/Professor-Synapse

Default branch main · commit b610d95b · scanned 5/12/2026, 1:27:01 AM

GitHub: 3,325 stars · 454 forks

AI VISIBILITY SCORE
10 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 fail
Objective metadata checks
AI knows your name
0 / 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 ProfSynapse/Professor-Synapse, 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
  • highabout#1
    Add a concise description to the repository's About section

    Why:

    COPY-PASTE FIX
    Professor Synapse is an AI agent orchestration framework that helps users achieve goals by summoning, creating, and managing specialized expert agents for targeted guidance and complex problem-solving.
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root, choosing an appropriate open-source license (e.g., MIT, Apache-2.0) that aligns with the project's goals and community expectations.

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 ProfSynapse/Professor-Synapse
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. LlamaIndex · recommended 2×
  3. CrewAI · recommended 2×
  4. Haystack · recommended 2×
  5. AutoGen · recommended 1×
  • CATEGORY QUERY
    How to create custom AI expert agents for specific task guidance?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. CrewAI
    4. AutoGen
    5. Haystack
    6. OpenAI Assistants API

    AI recommended 6 alternatives but never named ProfSynapse/Professor-Synapse. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an AI framework to orchestrate multiple specialized agents for complex problem-solving.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. AutoGPT
    4. Microsoft Semantic Kernel
    5. Haystack
    6. CrewAI

    AI recommended 6 alternatives but never named ProfSynapse/Professor-Synapse. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 ProfSynapse/Professor-Synapse?
    pass
    AI did not name ProfSynapse/Professor-Synapse — 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 ProfSynapse/Professor-Synapse in production, what risks or prerequisites should they evaluate first?
    pass
    AI did not name ProfSynapse/Professor-Synapse — 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?

  • In one sentence, what problem does the repo ProfSynapse/Professor-Synapse solve, and who is the primary audience?
    pass
    AI did not name ProfSynapse/Professor-Synapse — 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?

Embed your GEO score

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

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MARKDOWN (README)
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HTML
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  • Brand-free category queries5 vs 2 in Lite
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