Evaluation report

• Repository is reachable

  https://github.com/benseverndev-oss/goldenmatch @ ab4f8c6 — ★ 121 · Python · MIT · last push today

• Manifest detected

  kind=mcp slug=goldenmatch · path=packages/python/goldenmatch · source=server.json

• Slug is URL-safe

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

• Slug is unique within kind

  No collision found for mcp/goldenmatch

• Version is semver

  3.0.0

• Description quality

  15 words · 93 chars — "Find duplicate records in 30 seconds. Zero-config entity resolution, 97.2% F1 ou…"

• README is present and substantial

  27,232 chars · 11 sections · 12 code blocks

• Tags / topics declared

  20 total — data-cleaning, data-engineering, data-matching, data-quality, deduplication, entity-resolution (+14)

• README has usage / example sections

  no labeled section but 12 code blocks document usage

• Homepage / docs URL declared

  https://github.com/benseverndev-oss/goldenmatch

• 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 server.json

• MCP: @modelcontextprotocol/sdk in dependencies

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

• MCP: ESM package

  non-Node server (server.json) — n/a

• MCP: server surface

  0 tools

• Recent activity

  last push today

• Tests detected

  43 test directories · 1448 test files

• CI configuration detected

  GitHub Actions (98 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.