Evaluation report

• Repository is reachable

  https://github.com/Shy2593666979/AgentChat @ ec4085a — ★ 768 · Python · MIT · last push 2 months ago

• Manifest detected

  kind=mcp slug=agentchat · path=src/backend · source=pyproject.toml

• Slug is URL-safe

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

• Slug is unique within kind

  No collision found for mcp/agentchat

• Version is semver

  2.5.0

• Description quality

  8 words · 56 chars — OK but more detail helps

• README is present and substantial

  6,861 chars · 13 sections · 4 code blocks

• Tags / topics declared

  11 total — agent, agent-memory, agent-skills, human-in-the-loop, langchain, llm (+5)

• README has usage / example sections

  no labeled section but 4 code blocks document usage

• Homepage / docs URL declared

  http://agentchat.cloud

• 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

• 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 2 months ago

• Tests detected

  1 test directory · 19 test files

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.