Evaluation report

• Repository is reachable

  https://github.com/jjang-ai/vmlx @ ddd2052 — ★ 709 · Python · Apache-2.0 · last push today

• Manifest detected

  kind=mcp slug=vmlx · source=pyproject.toml

• Slug is URL-safe

  "vmlx" matches /^[a-z0-9][a-z0-9-]{0,62}$/

• Slug is unique within kind

  No collision found for mcp/vmlx

• Version is semver

  1.5.67

• Description quality

  13 words · 78 chars — OK but more detail helps

• README is present and substantial

  30,908 chars · 13 sections · 40 code blocks

• Tags / topics declared

  19 total — anthropic-api, kvcache-compression, kvcache-optimization, kvcache-reuse, llm, lmstudio (+13)

• README has usage / example sections

  found: Quickstart

• Homepage / docs URL declared

  https://vmlx.net

• LICENSE file at repo root

  LICENSE

• No sensitive files in the repo

  scanned for .env, credentials.json, *.pem, .ssh/, AWS / GCP configs — none found

• MCP: launch path

  launch declared in pyproject.toml

• MCP: @modelcontextprotocol/sdk in dependencies

  non-Node server (pyproject.toml) — uses its language's MCP SDK

• MCP: ESM package

  non-Node server (pyproject.toml) — n/a

• MCP: server surface

  0 tools

• Recent activity

  last push today

• Tests detected

  3 test directories · 285 test files

• CI configuration detected

  GitHub Actions (1 workflows)

This artifact hasn't produced behavioral results yet: the evaluation sandbox couldn't run it (it may need credentials we don't provide, or a build our environment doesn't support). That's a limitation of our environment, not a verdict on the artifact.