RRepoGEO

REPOGEO REPORT · LITE

webmachinelearning/webmcp

Default branch main · commit a816d2e9 · scanned 5/22/2026, 7:38:39 AM

GitHub: 2,455 stars · 149 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
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 webmachinelearning/webmcp, 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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai-agents, web-applications, javascript, tools, assistive-technology, human-in-the-loop, workflows, machine-learning, webml, mcp, model-context-protocol
  • highabout#2
    Update the repository's 'About' description

    Why:

    CURRENT
    🤖 WebMCP
    COPY-PASTE FIX
    Enabling web apps to provide JavaScript-based tools that can be accessed by AI agents and assistive technologies to create collaborative, human-in-the-loop workflows.
  • mediumreadme#3
    Clarify the project's license in the README

    Why:

    COPY-PASTE FIX
    Add a section or line to the README, e.g., '## License
This project is released under the terms specified in the LICENSE file. Please refer to the LICENSE file for full details.'

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 webmachinelearning/webmcp
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAPI (Swagger) Specification
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAPI (Swagger) Specification · recommended 1×
  2. Express.js · recommended 1×
  3. express-openapi-validator · recommended 1×
  4. swagger-jsdoc · recommended 1×
  5. OpenAPI Generator · recommended 1×
  • CATEGORY QUERY
    How can I make my web application's JavaScript functions callable by AI agents?
    you: not recommended
    AI recommended (in order):
    1. OpenAPI (Swagger) Specification
    2. Express.js
    3. express-openapi-validator
    4. swagger-jsdoc
    5. OpenAPI Generator
    6. Postman
    7. GraphQL API
    8. Apollo Server
    9. GraphQL.js
    10. Hasura
    11. gRPC
    12. @grpc/grpc-js
    13. Protocol Buffers (Protobuf)
    14. WebSockets
    15. Socket.IO
    16. ws
    17. AWS Lambda
    18. Google Cloud Functions
    19. Azure Functions
    20. Serverless Framework

    AI recommended 20 alternatives but never named webmachinelearning/webmcp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What framework helps integrate AI agents into browser-based human-in-the-loop workflows?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. React
    3. FastAPI
    4. Node.js
    5. Express
    6. Gradio
    7. Streamlit
    8. LlamaIndex

    AI recommended 8 alternatives but never named webmachinelearning/webmcp. 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 webmachinelearning/webmcp?
    pass
    AI named webmachinelearning/webmcp explicitly

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

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

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

Embed your GEO score

Drop this badge into the README of webmachinelearning/webmcp. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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HTML
<a href="https://repogeo.com/en/r/webmachinelearning/webmcp"><img src="https://repogeo.com/badge/webmachinelearning/webmcp.svg" alt="RepoGEO" /></a>
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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite