Evaluation report

• Repository is reachable

  https://github.com/HKUDS/DeepTutor @ df6922b — ★ 25,313 · Python · Apache-2.0 · last push 3 days ago

• Manifest detected

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

• Slug is URL-safe

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

• Slug is unique within kind

  No collision found for mcp/deeptutor

• Version is semver

  0.1.0

• Description quality

  10 words · 85 chars — OK but more detail helps

• README is present and substantial

  56,828 chars · 6 sections · 18 code blocks

• Tags / topics declared

  9 total — ai-agents, ai-tutor, clawdbot, cli-tool, deepresearch, interactive-learning (+3)

• README has usage / example sections

  no labeled section but 18 code blocks document usage

• Homepage / docs URL declared

  http://arxiv.org/abs/2604.26962

• 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 3 days ago

• Tests detected

  3 test directories · 292 test files

• CI configuration detected

  GitHub Actions (3 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.