RRepoGEO

REPOGEO REPORT · LITE

agent-network-protocol/AgentNetworkProtocol

Default branch main · commit 5f01846d · scanned 5/9/2026, 12:52:12 PM

GitHub: 1,295 stars · 88 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 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 to explicitly state 'AI agent communication protocol'

    Why:

    CURRENT
    ## Agent Network Protocol (ANP)

> TL;DR: ANP aims to become the HTTP of the Agentic Web era.
    COPY-PASTE FIX
    ## Agent Network Protocol (ANP): The Open Standard for AI Agent Communication

> TL;DR: ANP aims to become the HTTP of the Agentic Web era, specifically designed for secure, efficient, and interoperable communication between intelligent AI agents.
  • mediumtopics#2
    Add more specific topics to clarify domain

    Why:

    CURRENT
    agent, communication, protocol
    COPY-PASTE FIX
    agent, ai-agent, multi-agent-system, agent-protocol, communication-protocol, decentralized, interoperability
  • mediumreadme#3
    Expand 'Why We Need ANP' to differentiate from generic protocols

    Why:

    COPY-PASTE FIX
    Expand the 'Why We Need ANP' section with a paragraph like: 'Unlike generic messaging protocols (e.g., gRPC, Apache Kafka, MQTT) designed for human-centric applications or traditional agent protocols (e.g., FIPA-ACL) with centralized architectures, ANP is purpose-built for the unique demands of decentralized, secure, and interoperable communication between autonomous AI agents, leveraging Web3 principles for trust and scalability.'

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
MQTT
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. MQTT · recommended 2×
  2. AMQP · recommended 2×
  3. gRPC · recommended 1×
  4. Apache Kafka · recommended 1×
  5. OpenAPI Specification · recommended 1×
  • CATEGORY QUERY
    What open standards exist for secure and efficient communication between AI agents?
    you: not recommended
    AI recommended (in order):
    1. gRPC
    2. Apache Kafka
    3. MQTT
    4. AMQP
    5. OpenAPI Specification
    6. WebSockets

    AI recommended 6 alternatives but never named agent-network-protocol/AgentNetworkProtocol. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a protocol to enable scalable and interoperable communication in multi-agent systems.
    you: not recommended
    AI recommended (in order):
    1. gRPC (grpc/grpc)
    2. Apache Kafka (apache/kafka)
    3. MQTT
    4. AMQP
    5. ZeroMQ (zeromq/libzmq)
    6. DDS

    AI recommended 6 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 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?

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MARKDOWN (README)
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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