Good shape overall. A few tweaks would push it into the top tier.

Pipecat example applications. Use and learn from these patterns to build your own voice AI applications.

Documentation

66

Contributing guide5pt0

No CONTRIBUTING.md found (−47 pts base + up to −53 pts more for content).

Add a CONTRIBUTING.md telling newcomers how to get involved. Include setup, code style, test, and PR instructions.

Install and run instructions9pt55

No install instructions found in the README (−45 pts).

Add a section showing how to install dependencies.

README12pt85

README is present.

License6pt100

Licensed under BSD-2-Clause.

Engineering

70

Issue and PR templates6pt0

No issue or PR templates found (−100 pts).

Add .github/ISSUE_TEMPLATE/ with bug_report.md and feature_request.md to guide contributors. It dramatically improves issue quality.

CI/CD14pt72

CI is configured (.github/workflows/test-demos.yaml).

Tests18pt80

Test files detected (deployment/aws-sagemaker-nvidia/client/test).

Reproducibility6pt80

Lockfile present (aws-agentcore/agents/requirements.txt). Installs are reproducible.

Linting and formatting5pt100

Linter or formatter configured (gemini-live-starters/web-bot/client/eslint.config.mjs).

Project health

93

Dependency manifest6pt79

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)
  • 117
    Forks
  • 0
    Releases

Community

  • Community health
  • authors own >50% of commits
  • 308
    Watchers

Responsiveness

  • 38d 8h
    Median issue response
  • 1d 4h
    Median PR merge time
  • 11
    Open issues
Repository files40 root entries
  • .claude
  • .github
    Good: CI is configured (.github/workflows/test-demos.yaml).
  • audio-recording-s3-multipart-upload
    Good: Environment pinned via audio-recording-s3-multipart-upload/Dockerfile.
  • aws-agentcore
    Good: Lockfile present (aws-agentcore/agents/requirements.txt). Installs are reproducible.
  • aws-strands
  • bot-ready-signalling
  • code-helper
  • daily-custom-tracks
  • daily-multi-translation
  • deployment
    Good: Test files detected (deployment/aws-sagemaker-nvidia/client/test).
  • exotel-chatbot
  • freeze-test
  • gemini-live-starters
    Good: Linter or formatter configured (gemini-live-starters/web-bot/client/eslint.config.mjs).
  • instant-voice
  • ivr-navigation
  • local-input-select-stt
  • open-telemetry
  • p2p-webrtc
  • phone-chatbot
  • plivo-chatbot
  • push-to-talk
  • runner-examples
  • scripts
  • simple-chatbot
  • speculative-user-aggregator
  • storytelling-chatbot
  • studypal
  • telnyx-chatbot
  • travel-companion
  • twilio-chatbot
  • vonage-audio-bot
  • websocket
  • whatsapp
  • word-wrangler-gemini-live
  • .gitignore
    Good: .gitignore present.
  • .pre-commit-config.yaml
  • LICENSE
    Good: Licensed under BSD-2-Clause.
  • pipecat-examples.png
  • 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.
    Issue: README has no code examples (−15 pts).Fix: Show a quick-start snippet so contributors can see what using your project looks like.
    Good: README links to a live demo or deployed app.
    Good: README includes status badges.
    Issue: No install instructions found in the README (−45 pts).Fix: Add a section showing how to install dependencies.
    Good: README documents how to run the project.