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
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.
No install instructions found in the README (−45 pts).
→ Add a section showing how to install dependencies.
README is present.
Licensed under BSD-2-Clause.
Engineering
70
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 is configured (.github/workflows/test-demos.yaml).
Test files detected (deployment/aws-sagemaker-nvidia/client/test).
Lockfile present (aws-agentcore/agents/requirements.txt). Installs are reproducible.
Linter or formatter configured (gemini-live-starters/web-bot/client/eslint.config.mjs).
Project health
93
Dependency manifest found (pyproject.toml).
Repository has a description.
Actively maintained (pushed within the last month).
.gitignore present.
Repository health signals
Activity, community, and responsiveness at scan time
Activity
- —Commits (30d / 90d)
- 117Forks
- 0Releases
Community
- —Community health
- —authors own >50% of commits
- 308Watchers
Responsiveness
- 38d 8hMedian issue response
- 1d 4hMedian PR merge time
- 11Open issues
Repository files40 root entries
- .claude
- .githubGood: CI is configured (.github/workflows/test-demos.yaml).
- audio-recording-s3-multipart-uploadGood: Environment pinned via audio-recording-s3-multipart-upload/Dockerfile.
- aws-agentcoreGood: Lockfile present (aws-agentcore/agents/requirements.txt). Installs are reproducible.
- aws-strands
- bot-ready-signalling
- code-helper
- daily-custom-tracks
- daily-multi-translation
- deploymentGood: Test files detected (deployment/aws-sagemaker-nvidia/client/test).
- exotel-chatbot
- freeze-test
- gemini-live-startersGood: 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
- .gitignoreGood: .gitignore present.
- .pre-commit-config.yaml
- LICENSEGood: Licensed under BSD-2-Clause.
- pipecat-examples.png
- pyproject.tomlGood: Dependency manifest found (pyproject.toml).
- README.mdGood: 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.