RRepoGEO

REPOGEO REPORT · LITE

nikmcfly/MiroFish-Offline

Default branch main · commit 313fe642 · scanned 5/21/2026, 10:03:17 AM

GitHub: 2,196 stars · 579 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 nikmcfly/MiroFish-Offline, 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 README H1 and opening statement to avoid Miro whiteboard confusion

    Why:

    CURRENT
    # MiroFish-Offline

**Fully local fork of MiroFish — no cloud APIs required. English UI.A multi-agent swarm intelligence engine that simulates public opinion, market sentiment, and social dynamics. Entirely on your hardware.*
    COPY-PASTE FIX
    # MiroFish-Offline: Local Multi-Agent Social Simulation Engine

**A fully local, multi-agent swarm intelligence engine for simulating public opinion, market sentiment, and social dynamics. (Note: This project is NOT related to the Miro online whiteboard tool.) Entirely on your hardware, with English UI and zero cloud dependencies.**
  • hightopics#2
    Add specific social simulation topics

    Why:

    CURRENT
    ai, multi-agent, neo4j, offline, ollama, open-source, prediction, simulation, swarm-intelligence, vue
    COPY-PASTE FIX
    ai, multi-agent, neo4j, offline, ollama, open-source, prediction, simulation, swarm-intelligence, vue, social-simulation, public-opinion, market-sentiment, social-dynamics
  • mediumabout#3
    Refine 'About' description to emphasize integrated solution

    Why:

    CURRENT
    Offline multi-agent simulation & prediction engine. English fork of MiroFish with Neo4j + Ollama local stack.
    COPY-PASTE FIX
    A fully integrated, offline multi-agent simulation & prediction engine. English fork of MiroFish, providing a complete local stack with Neo4j + Ollama.

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 nikmcfly/MiroFish-Offline
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
projectmesa/mesa
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. projectmesa/mesa · recommended 2×
  2. gama-platform/gama · recommended 2×
  3. ccl/NetLogo · recommended 1×
  4. Repast/RepastSimphony · recommended 1×
  5. AnyLogic · recommended 1×
  • CATEGORY QUERY
    How to simulate social dynamics and public opinion using a local multi-agent system?
    you: not recommended
    AI recommended (in order):
    1. NetLogo (ccl/NetLogo)
    2. Mesa (projectmesa/mesa)
    3. GAMA Platform (gama-platform/gama)
    4. Repast Simphony (Repast/RepastSimphony)
    5. AnyLogic
    6. MASON (mason/mason)

    AI recommended 6 alternatives but never named nikmcfly/MiroFish-Offline. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an offline multi-agent AI simulation engine with local LLM and graph database.
    you: not recommended
    AI recommended (in order):
    1. Mesa (projectmesa/mesa)
    2. Llama.cpp (ggerganov/llama.cpp)
    3. Neo4j Desktop (neo4j/neo4j)
    4. NetLogo (NetLogo/NetLogo)
    5. Ollama (ollama/ollama)
    6. ArangoDB (arangodb/arangodb)
    7. GAMA Platform (gama-platform/gama)
    8. LM Studio
    9. SQLite
    10. PsyNeuLink (PrincetonUniversity/PsyNeuLink)
    11. Hugging Face Transformers (huggingface/transformers)
    12. NetworkX (networkx/networkx)

    AI recommended 12 alternatives but never named nikmcfly/MiroFish-Offline. 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 nikmcfly/MiroFish-Offline?
    pass
    AI did not name nikmcfly/MiroFish-Offline — 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 nikmcfly/MiroFish-Offline in production, what risks or prerequisites should they evaluate first?
    pass
    AI named nikmcfly/MiroFish-Offline 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 nikmcfly/MiroFish-Offline solve, and who is the primary audience?
    pass
    AI named nikmcfly/MiroFish-Offline explicitly

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

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nikmcfly/MiroFish-Offline — 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