RRepoGEO

REPOGEO REPORT · LITE

agent-network-protocol/AgentNetworkProtocol

Default branch main · commit 15d41c99 · scanned 6/19/2026, 8:06:57 AM

GitHub: 1,331 stars · 92 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 agent-network-protocol/AgentNetworkProtocol, 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's opening statement to emphasize AI agent specificity

    Why:

    CURRENT
    Agent Network Protocol (ANP) is an open-source communication protocol for intelligent agents.
    COPY-PASTE FIX
    Agent Network Protocol (ANP) is the dedicated open-source communication protocol designed specifically for interoperable, secure, and efficient collaboration among autonomous AI agents, aiming to be the HTTP of the Agentic Web era.
  • mediumtopics#2
    Add specific AI agent and decentralized topics

    Why:

    CURRENT
    agent, communication, protocol
    COPY-PASTE FIX
    ai-agents, decentralized-ai, agent-protocol, multi-agent-systems, ai-communication, agentic-web, protocol
  • lowreadme#3
    Add a 'Why ANP vs. X' comparison section to the README

    Why:

    COPY-PASTE FIX
    Add a new section to the README, for example, under a heading like "## Why ANP for AI Agents? Differentiating from Generic Protocols", with an introductory sentence such as: "While traditional communication protocols like Kafka, gRPC, or blockchain platforms offer robust data transfer, ANP is uniquely engineered to address the specific challenges of autonomous AI agent collaboration, focusing on secure, interoperable, and context-aware communication rather than just data transport."

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 agent-network-protocol/AgentNetworkProtocol
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
apache/kafka
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. apache/kafka · recommended 1×
  2. rabbitmq/rabbitmq-server · recommended 1×
  3. grpc/grpc · recommended 1×
  4. zeromq/libzmq · recommended 1×
  5. AWS IoT Core · recommended 1×
  • CATEGORY QUERY
    How can I enable secure and efficient communication between multiple AI agents?
    you: not recommended
    AI recommended (in order):
    1. Apache Kafka (apache/kafka)
    2. RabbitMQ (rabbitmq/rabbitmq-server)
    3. gRPC (grpc/grpc)
    4. ZeroMQ (zeromq/libzmq)
    5. AWS IoT Core
    6. Azure IoT Hub
    7. Google Cloud IoT Core

    AI recommended 7 alternatives but never named agent-network-protocol/AgentNetworkProtocol. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open protocols exist for building a decentralized network of autonomous AI agents?
    you: not recommended
    AI recommended (in order):
    1. IPFS (InterPlanetary File System) (ipfs/go-ipfs)
    2. Filecoin (filecoin-project/go-filecoin)
    3. Ethereum
    4. Polygon
    5. Arbitrum
    6. Optimism
    7. Fetch.ai Agent Framework (fetchai/agents-aea)
    8. Ocean Protocol (oceanprotocol/ocean.js)
    9. OpenAI's Function Calling
    10. LangChain (langchain-ai/langchain)
    11. DID (Decentralized Identifiers)
    12. Verifiable Credentials (VCs)
    13. Libp2p (libp2p/go-libp2p)

    AI recommended 13 alternatives but never named agent-network-protocol/AgentNetworkProtocol. 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 agent-network-protocol/AgentNetworkProtocol?
    pass
    AI named agent-network-protocol/AgentNetworkProtocol explicitly

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

  • If a team adopts agent-network-protocol/AgentNetworkProtocol in production, what risks or prerequisites should they evaluate first?
    pass
    AI named agent-network-protocol/AgentNetworkProtocol 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 agent-network-protocol/AgentNetworkProtocol solve, and who is the primary audience?
    pass
    AI did not name agent-network-protocol/AgentNetworkProtocol — 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?

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MARKDOWN (README)
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HTML
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agent-network-protocol/AgentNetworkProtocol — 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