RRepoGEO

REPOGEO REPORT · LITE

mark3labs/mcp-filesystem-server

Default branch main · commit ba3f07f2 · scanned 6/2/2026, 7:37:13 PM

GitHub: 646 stars · 105 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 mark3labs/mcp-filesystem-server, 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 to clarify 'Model Context Protocol' and its purpose

    Why:

    CURRENT
    # MCP Filesystem Server

This MCP server provides secure access to the local filesystem via the Model Context Protocol (MCP).
    COPY-PASTE FIX
    # MCP Filesystem Server

This server implements the **Model Context Protocol (MCP)**, providing secure access to the local filesystem for programmatic operations. It enables applications to manage files and directories via a defined API, distinct from protocols like FTP or SFTP.
  • mediumabout#2
    Expand the repository description to clarify the purpose of the Model Context Protocol

    Why:

    CURRENT
    Go server implementing Model Context Protocol (MCP) for filesystem operations.
    COPY-PASTE FIX
    A Go server implementing the Model Context Protocol (MCP) to provide secure, programmatic access for filesystem operations. It enables applications to manage files and directories remotely via a defined API.

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 mark3labs/mcp-filesystem-server
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenSSH
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenSSH · recommended 1×
  2. WinSCP · recommended 1×
  3. paramiko · recommended 1×
  4. ssh2-sftp-client · recommended 1×
  5. JSch · recommended 1×
  • CATEGORY QUERY
    How to securely expose local filesystem operations over a network API?
    you: not recommended
    AI recommended (in order):
    1. OpenSSH
    2. WinSCP
    3. paramiko
    4. ssh2-sftp-client
    5. JSch
    6. Apache HTTP Server
    7. Nginx
    8. ownCloud
    9. Nextcloud
    10. Django REST Framework
    11. Spring Boot
    12. Express.js
    13. ASP.NET Core
    14. Keycloak
    15. Auth0
    16. Samba
    17. OpenVPN
    18. WireGuard
    19. Rsync
    20. python-rsync

    AI recommended 20 alternatives but never named mark3labs/mcp-filesystem-server. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What Go tools enable secure remote file system management via an API?
    you: not recommended
    AI recommended (in order):
    1. MinIO (minio/minio)
    2. AWS SDK for Go (aws/aws-sdk-go)
    3. SFTPGo (drakkan/sftpgo)
    4. net/http
    5. os
    6. Caddy (caddyserver/caddy)
    7. Gin (gin-gonic/gin)
    8. Echo (labstack/echo)

    AI recommended 8 alternatives but never named mark3labs/mcp-filesystem-server. 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 mark3labs/mcp-filesystem-server?
    pass
    AI named mark3labs/mcp-filesystem-server explicitly

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

  • If a team adopts mark3labs/mcp-filesystem-server in production, what risks or prerequisites should they evaluate first?
    pass
    AI named mark3labs/mcp-filesystem-server 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 mark3labs/mcp-filesystem-server solve, and who is the primary audience?
    pass
    AI named mark3labs/mcp-filesystem-server explicitly

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

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mark3labs/mcp-filesystem-server — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite