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Added placeholder for video links in the README.
Removed repeated placeholders for video links and retained relevant links.
Updated links to user attachments in the README for clarity.
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Caution Review failedThe pull request is closed. 📝 WalkthroughWalkthroughAdds a new standalone football commentator example (code, docs, env, pyproject) and refactors the Roboflow example to a simpler object-detection demo with updated docs and configuration files. No public API signatures were changed. Changes
Sequence Diagram(s)sequenceDiagram
autonumber
participant Video as Video Stream
participant Detector as RF-DETR (Local)
participant Agent as Vision Agent
participant Debouncer as Debouncer
participant LLM as OpenAI Realtime
participant Stream as GetStream
Note over Video,Detector: Continuous frame processing
Video->>Detector: send frame
Detector->>Agent: on_detection event (objects)
Agent->>Debouncer: is_event_allowed(detection)
alt allowed: ball detected & not debounced
Debouncer->>Agent: allow
Agent->>LLM: send selected prompt (simple_response)
LLM->>Stream: emit commentary
Stream->>Agent: call/update events
else blocked: debounced or no ball
Debouncer->>Agent: block (skip LLM)
end
Note over Agent,Detector: continue streaming detections
Estimated code review effort🎯 3 (Moderate) | ⏱️ ~25 minutes Possibly related PRs
Suggested reviewers
Poem
Pre-merge checks and finishing touches❌ Failed checks (1 warning, 1 inconclusive)
✅ Passed checks (1 passed)
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Actionable comments posted: 11
🧹 Nitpick comments (3)
examples/03_football_commentator_example/README.md (1)
98-98: Consider Markdown link formatting for video embeds.Four GitHub asset URLs are bare (lines 98, 144, 178, 200). While functional, proper Markdown link syntax improves rendering across different viewers.
Example for line 98:
-https://github.com/user-attachments/assets/600275c4-3ed7-4149-a791-79d24828c0b8 +[Demo Video](https://github.com/user-attachments/assets/600275c4-3ed7-4149-a791-79d24828c0b8)Also applies to: 144-144, 178-178, 200-200
examples/03_football_commentator_example/football_commentator_example.py (1)
52-54: Useany()for more efficient ball detection check.The current implementation creates an unnecessary list just to check boolean truthiness. Using
any()is more idiomatic and efficient.🔎 Proposed fix
- ball_detected = bool( - [obj for obj in event.objects if obj["label"] == "sports ball"] - ) + ball_detected = any( + obj["label"] == "sports ball" for obj in event.objects + )plugins/roboflow/example/README.md (1)
34-39: Clarify interaction method and fallbacks in testing instructions.The phrase "Speak to the agent" is ambiguous—it's unclear whether this requires voice input via the demo UI or if text input is accepted. Additionally, the testing flow assumes camera availability without guidance on testing without a camera or handling camera access denials.
🔎 Suggested clarifications
1. Open the demo UI link that appears in the console 2. Enable your camera -3. **Speak to the agent** and ask "What do you see?" or "Describe what's in the video" +3. **Interact with the agent** (via voice or text chat) and ask "What do you see?" or "Describe what's in the video" 4. The agent will describe what it sees in the annotated video feed + +> **Note:** If camera access is unavailable, the agent will still process the video stream but may have limited context.Consider adding a troubleshooting section that addresses common setup and runtime issues:
- Camera access denied
- Missing API credentials
- Network connectivity with GetStream
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⛔ Files ignored due to path filters (1)
examples/03_football_commentator_example/images/sam3_example_highlighting.pngis excluded by!**/*.png
📒 Files selected for processing (12)
examples/03_football_commentator_example/README.mdexamples/03_football_commentator_example/RUNNING_THE_EXAMPLE.mdexamples/03_football_commentator_example/__init__.pyexamples/03_football_commentator_example/env.exampleexamples/03_football_commentator_example/football_commentator_example.pyexamples/03_football_commentator_example/instructions.mdexamples/03_football_commentator_example/utils.pyplugins/roboflow/example/README.mdplugins/roboflow/example/env.exampleplugins/roboflow/example/instructions.mdplugins/roboflow/example/pyproject.tomlplugins/roboflow/example/roboflow_example.py
💤 Files with no reviewable changes (1)
- plugins/roboflow/example/instructions.md
🧰 Additional context used
📓 Path-based instructions (1)
**/*.py
📄 CodeRabbit inference engine (.cursor/rules/python.mdc)
**/*.py: Never adjust sys.path in Python code
Never writeexcept Exception as e- use specific exception handling
Avoid using getattr, hasattr, delattr and setattr; prefer normal attribute access in Python
Docstrings should follow the Google style guide for docstrings
Files:
plugins/roboflow/example/roboflow_example.pyexamples/03_football_commentator_example/football_commentator_example.py
🧬 Code graph analysis (2)
plugins/roboflow/example/roboflow_example.py (2)
plugins/roboflow/vision_agents/plugins/roboflow/roboflow_local_processor.py (2)
RoboflowLocalDetectionProcessor(53-345)events(207-210)plugins/roboflow/vision_agents/plugins/roboflow/events.py (1)
DetectionCompletedEvent(16-31)
examples/03_football_commentator_example/football_commentator_example.py (2)
examples/03_football_commentator_example/utils.py (1)
Debouncer(4-19)plugins/roboflow/vision_agents/plugins/roboflow/events.py (1)
DetectionCompletedEvent(16-31)
🪛 LanguageTool
examples/03_football_commentator_example/instructions.md
[style] ~6-~6: This phrase can be considered informal. To elevate your writing, consider using a more professional alternative.
Context: ...s every time. It may make more sense to talk about ball possession, positioning, direction...
(TALK_ABOUT_DISCUSS)
examples/03_football_commentator_example/README.md
[grammar] ~3-~3: Use a hyphen to join words.
Context: ...s](https://visionagents.ai/) is our open source framework for quickly building lo...
(QB_NEW_EN_HYPHEN)
[style] ~80-~80: ‘exactly the same’ might be wordy. Consider a shorter alternative.
Context: ... ``` The rest of the agent logic works exactly the same for both, so we could run identical tes...
(EN_WORDINESS_PREMIUM_EXACTLY_THE_SAME)
[style] ~84-~84: As an alternative to the over-used intensifier ‘very’, consider replacing this phrase.
Context: ...The Vision Agents SDK can be configured very quickly, which allowed us to iterate and find t...
(EN_WEAK_ADJECTIVE)
[style] ~106-~106: As an alternative to the over-used intensifier ‘very’, consider replacing this phrase.
Context: ...peared to be making a judgment based on a very small number of frames rather than looking at...
(EN_WEAK_ADJECTIVE)
[style] ~108-~108: As an alternative to the over-used intensifier ‘very’, consider replacing this phrase.
Context: ...tructure makes switching between models very quick, so we also ran the demo with Gemini Li...
(EN_WEAK_ADJECTIVE)
[style] ~115-~115: Consider a more concise word here.
Context: ...Responsive ### Initial Timed Approach In order to make the model responsive (i.e. not req...
(IN_ORDER_TO_PREMIUM)
[uncategorized] ~188-~188: Do not mix variants of the same word (‘pre-train’ and ‘pretrain’) within a single text.
Context: ...on natural language prompts rather than pre-trained classes. Luckily for us, it was also ma...
(EN_WORD_COHERENCY)
[style] ~246-~246: Consider replacing this word to strengthen your wording.
Context: ...p This demo was a useful reality check and reflects the current state of the techn...
(AND_THAT)
🪛 markdownlint-cli2 (0.18.1)
examples/03_football_commentator_example/README.md
98-98: Bare URL used
(MD034, no-bare-urls)
144-144: Bare URL used
(MD034, no-bare-urls)
178-178: Bare URL used
(MD034, no-bare-urls)
200-200: Bare URL used
(MD034, no-bare-urls)
⏰ Context from checks skipped due to timeout of 90000ms. You can increase the timeout in your CodeRabbit configuration to a maximum of 15 minutes (900000ms). (6)
- GitHub Check: unit / Validate extra dependencies in "agents-core/pyproject.toml"
- GitHub Check: unit / Ruff
- GitHub Check: unit / Test "not integration"
- GitHub Check: unit / Mypy
- GitHub Check: unit / Mypy
- GitHub Check: unit / Test "not integration"
🔇 Additional comments (7)
plugins/roboflow/example/env.example (1)
1-6: LGTM!The simplified comments improve clarity without changing functionality.
examples/03_football_commentator_example/instructions.md (1)
1-10: LGTM!The instructions provide clear guidance for the AI commentator persona. The conversational tone is appropriate for LLM system prompts, and the reference to colored bounding boxes aligns with the detection processor's visual output.
plugins/roboflow/example/pyproject.toml (1)
1-19: LGTM!The project configuration is well-structured with appropriate dependencies and correct relative paths for local editable sources. The Python version requirement (>=3.10) aligns with modern development practices.
examples/03_football_commentator_example/README.md (1)
1-251: LGTM!Comprehensive documentation covering architecture, implementation, performance benchmarks, and lessons learned. The two-model approach (RF-DETR + realtime LLM) is well-explained, and the honest assessment of current limitations provides valuable context for users.
plugins/roboflow/example/roboflow_example.py (1)
1-14: LGTM!The module docstring clearly describes the example's purpose and requirements.
examples/03_football_commentator_example/football_commentator_example.py (1)
1-14: LGTM!Imports and setup are clean and well-organized.
plugins/roboflow/example/README.md (1)
14-19: Update environment setup guidance with correct variable names.The instructions reference
env.examplebut don't explain which credentials are required. However, the suggested variable names in the original review are incorrect. Theenv.examplefile actually contains:
STREAM_API_KEY(notGETSTREAM_API_KEY)STREAM_API_SECRET(notGETSTREAM_API_SECRET)OPENAI_API_KEY(required but not mentioned in original suggestion)There is no
ROBOFLOW_API_KEYvariable in the environment file.Consider expanding the guidance to list the actual required environment variables:
🔎 Suggested expanded setup guidance
2. Create a `.env` file with your API keys: ```bash cp env.example .env -# Edit .env with your actual credentials +# Edit .env with your credentials: +# - STREAM_API_KEY: Your GetStream API key +# - STREAM_API_SECRET: Your GetStream API secret +# - OPENAI_API_KEY: Your OpenAI API key</details> > Likely an incorrect or invalid review comment. </blockquote></details> </blockquote></details> </details> <!-- This is an auto-generated comment by CodeRabbit for review status -->
examples/03_football_commentator_example/football_commentator_example.py
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2 participants
adds football commentator example and article
makes minimal roboflow example in the plugins folder
Summary by CodeRabbit
Documentation
New Features
Chores
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