RRepoGEO

REPOGEO REPORT · LITE

isekOS/ISEK

Default branch main · commit e2959f3c · scanned 6/15/2026, 6:22:04 PM

GitHub: 563 stars · 42 forks

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 isekOS/ISEK, 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 sentence to explicitly counter miscategorization

    Why:

    CURRENT
    ISEK** is a decentralized framework designed for building **AI Agent Network**.
    COPY-PASTE FIX
    ISEK is a decentralized framework for building **AI Agent Networks** – *not* an operating system or a low-level system programming project. It provides the missing layer of collaboration and coordination for LLM-powered agents.
  • mediumabout#2
    Enhance the 'about' description with key functionality keywords

    Why:

    CURRENT
    A decentralized agent network for building collaborative, LLM-powered agent-to-agent (A2A) systems.
    COPY-PASTE FIX
    A decentralized agent network for building collaborative, LLM-powered agent-to-agent (A2A) systems, enabling peer-to-peer communication and service sharing among AI agents.
  • lowcomparison#3
    Add a 'Comparison to Alternatives' section to the README

    Why:

    COPY-PASTE FIX
    ## Comparison to Alternatives

ISEK differentiates itself from general decentralized storage solutions (e.g., IPFS, Filecoin) and standalone AI agent frameworks (e.g., LangChain, AutoGPT) by providing a dedicated decentralized network layer for AI agents. We focus on peer-to-peer communication, identity, and reputation building via A2A protocols and smart contracts, enabling true multi-agent collaboration rather than just orchestration.

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 isekOS/ISEK
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. IPFS · recommended 1×
  3. Filecoin · recommended 1×
  4. Ocean Protocol · recommended 1×
  5. SingularityNET · recommended 1×
  • CATEGORY QUERY
    How can I build a decentralized network for AI agents to collaborate and share services?
    you: not recommended
    AI recommended (in order):
    1. IPFS
    2. Filecoin
    3. Ocean Protocol
    4. SingularityNET
    5. Fetch.ai
    6. Ethereum
    7. Polygon
    8. Solana
    9. Libp2p
    10. OpenAI's Function Calling
    11. LangChain

    AI recommended 11 alternatives but never named isekOS/ISEK. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a framework to enable peer-to-peer communication among LLM-powered AI agents.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. AutoGPT
    3. OpenAI Assistants API
    4. Haystack
    5. PyTorch Distributed
    6. gRPC
    7. RabbitMQ

    AI recommended 7 alternatives but never named isekOS/ISEK. 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 isekOS/ISEK?
    pass
    AI did not name isekOS/ISEK — 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 isekOS/ISEK in production, what risks or prerequisites should they evaluate first?
    pass
    AI named isekOS/ISEK 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 isekOS/ISEK solve, and who is the primary audience?
    pass
    AI named isekOS/ISEK explicitly

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

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isekOS/ISEK — 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