RRepoGEO

REPOGEO REPORT · LITE

agentclientprotocol/agent-client-protocol

Default branch main · commit f57450ee · scanned 5/27/2026, 9:17:21 AM

GitHub: 3,227 stars · 261 forks

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 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 agentclientprotocol/agent-client-protocol, 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
  • highreadme#1
    Reposition the README's opening sentence to highlight its unique purpose for AI agents

    Why:

    CURRENT
    The Agent Client Protocol (ACP) standardizes communication between _code editors_ (interactive programs for viewing and editing source code) and _coding agents_ (programs that use generative AI to autonomously modify code).
    COPY-PASTE FIX
    The Agent Client Protocol (ACP) is the open standard for connecting _any code editor_ to _any generative AI coding agent_. It provides the missing communication layer for AI-powered code assistants to seamlessly interact with developer tools, distinct from protocols like LSP which focus on human-driven language services.
  • mediumreadme#2
    Add a comparison section to the README explaining the difference from LSP

    Why:

    COPY-PASTE FIX
    ## ACP vs. Language Server Protocol (LSP)

While both ACP and LSP define communication protocols for developer tools, they serve distinct purposes. LSP standardizes communication between editors and language-specific servers to provide features like autocompletion, diagnostics, and refactoring for human developers. ACP, in contrast, is specifically designed for the bidirectional communication between editors and _generative AI coding agents_, enabling autonomous code modification, agent-driven workflows, and AI-native interactions that go beyond traditional language services.

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 agentclientprotocol/agent-client-protocol
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI API
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI API · recommended 2×
  2. Language Server Protocol (LSP) · recommended 1×
  3. VS Code · recommended 1×
  4. Neovim · recommended 1×
  5. Sublime Text · recommended 1×
  • CATEGORY QUERY
    Standardized way to connect generative AI coding agents with different IDEs and text editors?
    you: not recommended
    AI recommended (in order):
    1. Language Server Protocol (LSP)
    2. VS Code
    3. Neovim
    4. Sublime Text
    5. JetBrains IDEs
    6. IntelliJ IDEA
    7. PyCharm
    8. OpenAI API
    9. GitHub Copilot
    10. CodeGPT
    11. Anthropic
    12. Cursor
    13. Continue
    14. VS Code Extension API
    15. JetBrains Plugin API
    16. Neovim Lua API
    17. Tree-sitter
    18. Vim

    AI recommended 18 alternatives but never named agentclientprotocol/agent-client-protocol. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What communication protocol exists for AI-powered code assistants to interact with developer tools?
    you: not recommended
    AI recommended (in order):
    1. Language Server Protocol
    2. Debug Adapter Protocol
    3. GitHub API
    4. GitLab API
    5. Bitbucket API
    6. Jira
    7. Asana
    8. Jenkins
    9. GitHub Actions
    10. GitLab CI/CD
    11. Artifactory
    12. Nexus
    13. AWS
    14. Azure
    15. Google Cloud
    16. OpenAI API
    17. GPT-4
    18. Anthropic's Claude API
    19. Google's Gemini API

    AI recommended 19 alternatives but never named agentclientprotocol/agent-client-protocol. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    warn

    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 agentclientprotocol/agent-client-protocol?
    pass
    AI named agentclientprotocol/agent-client-protocol explicitly

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

  • If a team adopts agentclientprotocol/agent-client-protocol in production, what risks or prerequisites should they evaluate first?
    pass
    AI named agentclientprotocol/agent-client-protocol 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 agentclientprotocol/agent-client-protocol solve, and who is the primary audience?
    pass
    AI named agentclientprotocol/agent-client-protocol explicitly

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

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  • Brand-free category queries5 vs 2 in Lite
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