Evaluation report

• Repository is reachable

  https://github.com/K-Dense-AI/karpathy @ cc41f18 — ★ 1,497 · Python · MIT · last push 6 weeks ago

• Manifest detected

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

• Slug is URL-safe

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

• Slug is unique within kind

  No collision found for mcp/karpathy

• Version is semver

  0.1.0

• Description qualitywarn

  Only 6 words · 46 chars — more detail helps discovery

  Tell consumers what this artifact does in a full sentence.

• README is present and substantial

  5,681 chars · 9 sections · 6 code blocks

• Tags / topics declared

  3 total — agentic-ai, automl, machine-learning

• README has usage / example sections

  found: Quick Start

• Homepage / docs URL declared

  https://k-dense.ai

• 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

• Tests detectedwarn

  no test/tests/__tests__/spec/t/ dirs, no JVM src/test/, and no JS/TS/Python/Go/Ruby/Elixir test files

  Add tests (even a smoke test). Consumers gauge maintenance quality by their presence.

• CI configuration detectedwarn

  no CI config found (looked for GitHub Actions, CircleCI, GitLab CI, etc.)

  Add a simple workflow (lint + test on PR) — it tells consumers the artifact is built reproducibly.

• Recent activity

  last push 6 weeks ago

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.