ibm/assetopsbench

0

/ 100

Documentation97
Engineering75
Health96
Python1,877Apache-2.01d ago
Grade a repo

A well-known project done right. Strong docs and solid engineering throughout.

AssetOpsBench - Industry 4.0: A unified benchmark and framework for building, orchestrating, and evaluating domain-specific AI agents for Industry 4.0 asset operations and maintenance, with 460+ scenarios, 5 specialist agents (IoT, FMSR, TSFM, Work Order,...), and multi-agent orchestration blueprints (MetaAgent, AgentHive) over MCP.

Documentation

97

Install and run instructions9pt90

README documents how to install the project.

README12pt100

README is present.

License6pt100

Licensed under Apache-2.0.

Contributing guide5pt100

Contributing guide is detailed and thorough.

Engineering

75

Linting and formatting5pt0

No linter or formatter configured.

→ Add [tool.ruff] to pyproject.toml. Ruff handles linting and formatting in one tool and replaces flake8, isort, and black.

CI/CD14pt57

CI is configured (.github/workflows/guard-couchdb-data.yml).

Reproducibility6pt80

Lockfile present (uv.lock). Installs are reproducible.

Tests18pt100

Test files detected (src/agent/claude_agent/tests).

Issue and PR templates6pt100

Issue or PR templates present.

Project health

96

Dependency manifest6pt86

Dependency manifest found (pyproject.toml).

Repository metadata5pt100

Repository has a description.

Activity5pt100

Actively maintained (pushed within the last month).

Housekeeping3pt100

.gitignore present.

Repository health signals

Activity, community, and responsiveness at scan time

Activity

  • —
    Commits (30d / 90d)
  • 279
    Forks
  • 0
    Releases

Community

  • —
    Community health
  • —
    authors own >50% of commits
  • 1,877
    Watchers

Responsiveness

  • 24h
    Median issue response
  • 1h
    Median PR merge time
  • 42
    Open issues
Repository files22 root entries
  • .github
    Good: CI is configured (.github/workflows/guard-couchdb-data.yml).
    Good: Issue or PR templates present.
  • benchmarks
  • docs
  • scripts
  • src
    Good: Test files detected (src/agent/claude_agent/tests).
    Good: Environment pinned via src/couchdb/docker-compose.yaml.
  • .all-contributorsrc
  • .env.public
  • .gitignore
    Good: .gitignore present.
  • .gitleaks.toml
  • .gitleaksignore
  • .pre-commit-config.yaml
  • .python-version
  • .secrets.baseline
  • .whitesource
  • CONTRIBUTING.md
    Good: Contributing guide is detailed and thorough.
    Good: Contributing guide includes setup/install instructions.
    Good: Contributing guide describes code style expectations.
    Good: Contributing guide explains how to run tests.
    Good: Contributing guide describes the PR/review workflow.
    Good: Contributing guide includes code examples.
  • INSTRUCTIONS.md
  • LICENSE
    Good: Licensed under Apache-2.0.
  • pyproject.toml
    Good: Dependency manifest found (pyproject.toml).
  • README.md
    Good: README is present.
    Good: README is well structured with multiple sections.
    Good: README includes screenshots or visuals. Great for first impressions.
    Good: README has code examples.
    Good: README links to a live demo or deployed app.
    Good: README includes status badges.
    Good: README documents how to install the project.
    Good: README documents how to run the project.
  • renovate.json
  • SECRET_SCANNING_SETUP.md
  • uv.lock
    Good: Lockfile present (uv.lock). Installs are reproducible.