RRepoGEO

REPOGEO REPORT · LITE

modelcontextprotocol/mcpb

Default branch main · commit 70fe3b34 · scanned 5/8/2026, 3:32:32 PM

GitHub: 1,905 stars · 187 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 modelcontextprotocol/mcpb, 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
    desktop-extensions, app-packaging, local-servers, ai-extensions, plugin-management, bundle-format, one-click-install
  • highreadme#2
    Reposition the README's opening to clearly state the project's purpose

    Why:

    CURRENT
    MCP Bundles (`.mcpb`) are zip archives containing a local MCP server and a `manifest.json` that describes the server and its capabilities. The format is spiritually similar to Chrome extensions (`.crx`) or VS Code extensions (`.vsix`), enabling end users to install local MCP servers with a single click.
    COPY-PASTE FIX
    MCP Bundles (`.mcpb`) provide a standardized, one-click solution for packaging and distributing local Model Context Protocol (MCP) servers as desktop application extensions. These bundles are zip archives containing a local MCP server and a `manifest.json` that describes the server and its capabilities. The format is spiritually similar to Chrome extensions (`.crx`) or VS Code extensions (`.vsix`), enabling end users to install local MCP servers with a single click.
  • mediumhomepage#3
    Add a project homepage URL

    Why:

    COPY-PASTE FIX
    https://modelcontextprotocol.org/mcpb (or your project's dedicated homepage URL)

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 modelcontextprotocol/mcpb
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Electron
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Electron · recommended 2×
  2. Docker · recommended 2×
  3. electron-builder · recommended 1×
  4. electron-packager · recommended 1×
  5. NW.js · recommended 1×
  • CATEGORY QUERY
    How can I package and distribute local backend services for one-click desktop application installation?
    you: not recommended
    AI recommended (in order):
    1. Electron
    2. electron-builder
    3. electron-packager
    4. NW.js
    5. nw-builder
    6. PyInstaller
    7. PyQt
    8. Kivy
    9. Tkinter
    10. GoReleaser
    11. Fyne
    12. Wails
    13. Tauri
    14. Inno Setup
    15. WiX Toolset
    16. PackageMaker
    17. Advanced Installer
    18. Docker Desktop
    19. Docker
    20. docker-compose

    AI recommended 20 alternatives but never named modelcontextprotocol/mcpb. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help desktop applications manage and load user-installed local server extensions securely?
    you: not recommended
    AI recommended (in order):
    1. Electron
    2. gRPC
    3. Docker
    4. WebAssembly
    5. Named Pipes / Unix Domain Sockets

    AI recommended 5 alternatives but never named modelcontextprotocol/mcpb. 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 modelcontextprotocol/mcpb?
    pass
    AI named modelcontextprotocol/mcpb explicitly

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

  • If a team adopts modelcontextprotocol/mcpb in production, what risks or prerequisites should they evaluate first?
    pass
    AI named modelcontextprotocol/mcpb 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 modelcontextprotocol/mcpb solve, and who is the primary audience?
    pass
    AI named modelcontextprotocol/mcpb 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 modelcontextprotocol/mcpb. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/modelcontextprotocol/mcpb.svg)](https://repogeo.com/en/r/modelcontextprotocol/mcpb)
HTML
<a href="https://repogeo.com/en/r/modelcontextprotocol/mcpb"><img src="https://repogeo.com/badge/modelcontextprotocol/mcpb.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

modelcontextprotocol/mcpb — 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