vggt-mps — security grade SAFE, quality 71/100

Security audit verdict: SAFE · quality 71/100

No red flags found in any of the 11 categories — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against the SlowMist agent-security taxonomy, refreshed every 8 hours. Full audit →

by jmanhype · MCP Server · ★ 92

Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h

🔒 Is vggt-mps safe to install? View the security audit →

About vggt-mps

vggt-mps Port of Facebook Research's VGGT (Visual Geometry Grounded Transformer) to Apple Silicon via PyTorch's MPS backend. Takes single or multi-view images and produces depth maps, camera poses, and 3D point clouds. What it produces Given N input images, VGGT predicts: Architecture The upstream VGGT model is a 1B-parameter transformer trained on multi-view geometry tasks. This repo wraps it with: MPS device detection and dtype handling (float32 for Metal compatibility) A sparse attention module () that patches the model at runtime for O(n) memory scaling instead of O(n^2) A unified CLI ( command with subcommands) A Gradio web interface An MCP server for Claude Desktop integration vggt-mps/ src/ vggtcore.py # Core VGGT processing vggtsparseattention.py # Runtime sparse attention patch config.py # Centralized configuration visualization.py #

3d-reconstructionapple-siliconclaude-desktopcomputer-visiondepth-estimationm1m2m3macosmcp

Quick Facts

Stars92
Forks10
LanguagePython
CategoryMCP Server
LicenseMIT
Quality Score71.2040328080351/100
Open Issues8
Last Updated2026-03-25
Created2025-09-18
Platformsclaude-code, mcp, python
Est. Tokens~2539k

Compatible Skills

These tools work well together with vggt-mps for enhanced workflows:

  • unsloth-buddy — semantic(0.32)+complementary+rare_topics+same_lang+similar_pop+shared_platform (66%)
  • Toolio — semantic(0.28)+complementary+rare_topics+same_lang+similar_pop+shared_platform (59%)
  • ChatSim — semantic(0.23)+complementary+rare_topics+same_lang+similar_pop+shared_platform (57%)
  • PyVision — semantic(0.22)+complementary+rare_topics+same_lang+similar_pop+shared_platform (57%)
  • table-transformer — semantic(0.16)+complementary+rare_topics+same_lang+similar_pop+shared_platform (55%)

vggt-mps alternative? Top 6 similar tools

Looking for a vggt-mps alternative? If you're comparing vggt-mps with other mcp server tools, these 6 projects are the closest alternatives on Agent Skills Hub — ranked by topic overlap, star count, and community traction.

  • daymon by daymonio · ⭐ 368

    Daymon puts your favorite AI to work 24/7. It schedules, remembers, and orchestrates your own virtual team. Fr

  • safari-mcp by achiya-automation · ⭐ 204

    Native Safari browser automation for AI agents. 98 tools via AppleScript — zero overhead, keeps logins, runs s

  • CoWork-OS by CoWork-OS · ⭐ 457

    Local-first personal agentic OS and everything app for coding, knowledge work, web design, automations, and ar

  • Construction-Hazard-Detection by yihong1120 · ⭐ 347

    Enhances construction site safety using YOLO for object detection, identifying hazards like workers without he

  • MCPControl by claude-did-this · ⭐ 330

    MCP server for Windows OS automation

  • imagesorcery-mcp by sunriseapps · ⭐ 327

    An MCP server providing tools for image processing operations

More MCP Server Tools

Explore other popular mcp server tools:

View all MCP Server tools →

Popular Python Agent Tools

Frequently Asked Questions

What is vggt-mps?

vggt-mps is VGGT 3D Vision Agent optimized for Apple Silicon with Metal Performance Shaders. It is categorized as a MCP Server with 92 GitHub stars.

What programming language is vggt-mps written in?

vggt-mps is primarily written in Python. It covers topics such as 3d-reconstruction, apple-silicon, claude-desktop.

How do I install or use vggt-mps?

You can find installation instructions and usage details in the vggt-mps GitHub repository at github.com/jmanhype/vggt-mps. The project has 92 stars and 10 forks, indicating an active community.

What license does vggt-mps use?

vggt-mps is released under the MIT license, making it free to use and modify according to the license terms.

What are the best alternatives to vggt-mps?

The top alternatives to vggt-mps on Agent Skills Hub include daymon, safari-mcp, CoWork-OS. Each offers a different approach to the same problem space — compare them side-by-side by stars, quality score, and community activity.

How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy, covering 11 red-flag categories including credential harvesting, data exfiltration, and curl | sh installers. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

View on GitHub → Browse MCP Server tools