COMMUNITY OBSERVEDMetric claims: UNVERIFIEDSOURCE AUDITED⚡ Jev Skills

Skillbox Tool Matcher

A self-hosted skills library with optional task-aware Jev recommendations.

Skillbox Tool Matcher preview from the original source

Overview & result

Skillbox is a self-hosted, versioned library for agent skills. Its optional Jev feature ranks authorized active skills for a task using a user-supplied provider key; when unavailable, it explicitly falls back to deterministic search.

From the original post

Self-hosted, versioned skills library for AI agents. MCP, scoped clients, and optional Jev recommendations.

— Kitze

How Jev fits in the loop

  1. Maintain a versioned library of authorized skills with scoped client access.
  2. Send task text and active skill descriptions to a configured Jev provider on request.
  3. Return bounded recommendations, or deterministic search with an explicit fallback reason.
  4. Load chosen skills by checked revision before applying them.

How to reproduce

  1. Follow the repository's self-hosted setup and create an authorized skills catalog.
  2. Enable optional Jev recommendations with your own TypeSafe, Vercel AI Gateway, or OpenRouter key.
  3. Call recommend_skills with a task and compare the returned ranking with deterministic fallback search.

Why this build matters

Bridges the gap between MCP tool authoring and real-world agent discovery, accelerating multi-agent system development.

Limitations

  • Skills must maintain up-to-date metadata and capability tags in the registry.
  • Self-hosted deployment requires Docker and environment configuration.
  • Tool execution remains the responsibility of the calling client.

Patterns