roboflow

@roboflow source repo

33 skills
0 followers
17 hours ago last updated

▌
Roboflow Universe · roboflow
Use when searching for or using public datasets/models on Roboflow Universe (universe.roboflow.com), the open repository of 1M+ computer vision datasets and 50K+ pre-trained models.

0
installs
▌
Roboflow Inference · roboflow bundle
Deployment option comparison (serverless, dedicated, self-hosted, batch) and Workflow execution patterns. For raw API URL patterns, auth, and request/response formats, see roboflow-api-reference.

0
installs
▌
Roboflow API Reference · roboflow bundle
Protocol-level facts for Roboflow REST and Inference APIs — URL patterns, auth, parameters, error codes, and SDK quick-start. For deployment strategy and Workflow execution patterns, see roboflow-inference.

0
installs
▌
Roboflow Cloud Storage · roboflow
Use when connecting cloud storage (AWS S3 / S3-compatible or Google Cloud Storage) to Roboflow to mirror images into a workspace — creating storage credentials, defining datasources (bucket-mirror configs), selecting objects with glob rules, validating access, and running/scheduling mirror jobs.

0
installs
▌
Roboflow Data Management · roboflow bundle
Use when uploading images, labeling, organizing datasets, creating Roboflow projects (detection/segmentation/keypoint/classification), tags, splits, versions, or RoboQL search.

0
installs
▌
Roboflow Batch Processing · roboflow
Use when running a Roboflow Workflow over many images or videos with batch processing — Asset Library jobs (the platform stages workspace images for you) or staged jobs (you stage external local/cloud files with the inference-cli), plus monitoring jobs, downloading results, and routing imports to datasources (bucket mirror) instead.

0
installs
▌
Roboflow Plans And Pricing · roboflow
Use when answering questions about Roboflow plans, credit usage, or cost estimation; directs users to roboflow.com/pricing for current dollar amounts.

0
installs
▌
Roboflow Product Navigation · roboflow bundle
Use when explaining where Roboflow features live in the app.roboflow.com web app, mapping intents like upload, annotate, train, deploy to specific page URLs.

0
installs
▌
Roboflow Custom Weights Upload · roboflow
Use when uploading locally trained model weights (YOLO, RF-DETR, YOLO-NAS, PaliGemma, Florence-2) to Roboflow — the client-side Python SDK upload flow, safe API key handling, per-family packaging requirements, and verifying the upload.

0
installs
▌
Roboflow Training And Evaluation · roboflow bundle
Use when training Roboflow models, improving accuracy, or setting up a production feedback loop — covers architecture selection, model IDs, checkpoints, evaluation metrics, the iterative improvement playbook, and Active Learning through the Project Model Workflow block.

0
installs
▌
Review Sdk · roboflow
Load for PRs touching inference_sdk/** (http/client.py InferenceHTTPClient, http/entities.py, http/errors.py, http/utils/**, config.py, webrtc/**), tests/inference_sdk/**, docs/inference_helpers/inference_sdk*, .release/pypi/inference.sdk.setup.py, or requirements/requirements.sdk.*.txt. Diff signals: a new client method, a new/renamed HTTPClientError subclass, a new InferenceConfiguration field, response.raise_for_status, api_key redaction, @wrap_errors_async, or __ensure_v1_client_mode.

0
installs
▌
Review Core Infra · roboflow
Reviewing core-infra changes

0
installs
▌
Add Inference Model · roboflow
Trigger when the user asks to "add a model", "add a core / pre-trained model", "port a model from HuggingFace", "wrap a transformers model", or "expose X as a workflow block / model". Also when a diff adds a subfolder under inference_models/inference_models/models/<family>/, a new (architecture, task, BackendType) key in auto_loaders/models_registry.py, an adapter in inference/core/models/inference_models_adapters.py, or a block under core_steps/models/foundation/<family>/.

0
installs
▌
Review Packaging CI · roboflow
Reviewing packaging-ci changes

0
installs
▌
Create Workflow Block · roboflow bundle
Author a new Roboflow Workflows block under `inference/core/workflows/core_steps/**`. Trigger on a new/changed `vN.py` or `vN_tensor.py` defining a `WorkflowBlockManifest` + `WorkflowBlock` pair; new `load_blocks()`/`KINDS_SERIALIZERS` entries in `core_steps/loader.py` (either flag branch); new `Kind(...)` in `execution_engine/entities/types.py`; or a request to "create/add a workflow block" or "expose X as a workflow step" (model / transform / sink / visualization / flow control).

0
installs
▌
Review HTTP API Server · roboflow
Review guidance for PRs touching inference/core/interfaces/http/** (http_api.py, error_handlers.py, orjson_utils.py, dependencies.py, request_metrics.py, middlewares/, builder/, handlers/) or inference_cli/server.py. Also loads on diffs adding a route/middleware, an except arm in with_route_exceptions / with_route_exceptions_async, a new exception in inference/core/exceptions.py needing HTTP mapping, a header constant in constants.py, or a route-gating env flag in inference/core/env.py.

0
installs
▌
Review Workflows Blocks · roboflow
Review PRs touching inference/core/workflows/core_steps/** (Workflow blocks — {category}/{block}/vN.py, common/, common/query_language/**, loader.py) or inference/core/workflows/execution_engine/entities/types.py (new kind). Diff signals — new block package, new/changed vN.py, new type Literal or legacy alias, describe_outputs()/run() changes, load_blocks()/load_kinds()/KINDS_SERIALIZERS edits, new *_KIND, sv.Detections.data writes, serializers/deserializers changes.

0
installs
▌
Review CLI Cloud Tooling · roboflow
PRs changing inference_cli/ except server.py, container_adapter.py, tunnel_adapter.py, infer_adapter.py. Diff signals — typer.Option/typer.Argument, cloud_app/rf_cloud_app/benchmark_app/enterprise_app, get_workspace/handle_response_errors, @backoff.on_exception(..., RetryError), serialization_alias/alias= on pydantic Fields, REQUEST_TIMEOUT config constants, cloud_adapter.py (SkyPilot deploy), inference_cli/lib/enterprise/**, tests/inference_cli/**, docs/inference_helpers/cli_commands/**.

0
installs
▌
Review Topic Test Hygiene · roboflow
Review topic: Test hygiene & coverage of changed behavior

0
installs
▌
Review Inference Models Pkg · roboflow
Reviewing inference-models-pkg changes

0
installs
▌
Trace Analysis · roboflow
Nsight trace analysis

0
installs
▌
Review Legacy Models Registries · roboflow
Reviewing legacy-models-registries changes

0
installs
▌
Snippet Extraction · roboflow
Profiling Snippet Extraction

0
installs
▌
Review Topic Prediction Integrity · roboflow
Load when a diff touches `sv_detections_to_root_coordinates`, `scale_sv_detections`, `move_boxes`/`move_masks`, `POLYGON_KEY_IN_SV_DETECTIONS`, `add_inference_keypoints_to_sv_detections`, `serialise_sv_detections`, `mask_to_polygon`, `enforce_dense_masks_in_inference_models`, `binarization_threshold`, `run_nms_for_*`; or `xyxy +=`/`* scale` arithmetic; crop/stitch/perspective/dynamic_zones blocks; `inference_models/` pre/post-processing (resize/BGR-RGB/NMS/slice); a `supervision` bump; a `vN_tensor.py` sibling or `bboxes_metadata`/`image_metadata`/host-mirror handling; golden expected-response fixtures for GPU regression tests.

0
installs
▌
Review Workflows Execution Engine · roboflow
Reviewing workflows-execution-engine changes

0
installs
▌
Review Topic Input Boundary Security · roboflow
Load when a PR touches SSRF/URL-fetch guards (`_ensure_url_input_allowed`, `_ensure_resource_fqdn_allowed`, `WHITELISTED_DESTINATIONS_FOR_URL_INPUT`/`BLACKLISTED_DESTINATIONS_FOR_URL_INPUT`), local-file image loads (`ALLOW_LOADING_IMAGES_FROM_LOCAL_FILESYSTEM`), model-cache paths from a `model_id` (`cache_path_is_within_root`, `MODEL_CACHE_DIR`), unsafe deserialization (`pickle.loads`, `torch.load`, `weights_only`, `allow_untrusted_packages`), or archive extraction (`tarfile.extractall`, `ZipFile`).

0
installs
▌
Review Topic Auth And Tenant Security · roboflow
Load when a PR touches `http_api.py` auth middleware (`check_authorization_serverless` / `check_authorization`), `get_serverless_usage_check_async`, api-key→workspace resolution (`get_roboflow_workspace`), assume-identity (`_add_assume_identity_headers`, `x-assume-identity-*`), the unauthenticated-route allowlist, api-key redaction (`api_key_safe_raise_for_status`, `deduct_api_key`), usage api-key hashing, or new `*_SECRET`/`*_TOKEN`/`API_KEY` env vars in `env.py`.

0
installs
▌
Review Topic Local Vs Remote Execution · roboflow
Load when a PR touches how a step/model runs in-process vs. over the network: Workflow-block execution-mode dispatch (self._step_execution_mode, StepExecutionMode.LOCAL/REMOTE, run_locally/run_remotely), a block get_restrictions()/get_air_gapped_availability(), backend/runtime routing env (USE_INFERENCE_MODELS, DISABLED_INFERENCE_MODELS_BACKENDS, WORKFLOWS_REMOTE_API_TARGET, inference_models_adapters.py), CUDA/Jetson/ONNX gating, or a new block with network/LAN/same-process assumptions.

0
installs
▌
Review Topic Workflow State Management · roboflow
Load when a diff in inference/core/workflows/core_steps/** or prototypes/block.py seeds cross-run() state in a WorkflowBlock __init__ (self._trackers, self._sessions, self._previous_positions, self.cache, dicts/deques/sets), keys state by video_metadata.video_identifier / session / api_key, edits trackers/_base.py InstanceCache, touches analytics/time_in_zone|velocity or flow_control/delta_filter, or adds/edits get_restrictions() / STATEFUL_VIDEO_HTTP_SOFT_RESTRICTION / a remote guard.

0
installs
▌
Review Topic Secure Gateway Url Wrapping · roboflow
Load when a PR adds or modifies an outbound HTTP call (requests.*, aiohttp, httpx, urllib), constructs a URL from API_BASE_URL / METRICS_COLLECTOR_BASE_URL / HOSTED_*_URL / any *.roboflow.com host, adds an env var or setting that holds an endpoint URL, builds an InferenceHTTPClient, or touches wrap_url / roboflow_secure_gateway_proxy_url_builder / SECURE_GATEWAY handling.

0
installs
▌
Review Topic Backward Compat And Versioning · roboflow
Load when a PR changes a user/dev-visible contract or is release-bound. Triggers on diffs to `inference/core/version.py`, `EXECUTION_ENGINE_V1_VERSION`, `inference/core/interfaces/http/http_api.py` or `inference/core/entities/**`, a Workflow block manifest under `inference/core/workflows/core_steps/**` (`type` Literal, `kinds`, `get_execution_engine_compatibility`), a public `inference_models` API, `inference_models/pyproject.toml`, a persisted/cache format, or `requirements/*.txt` / `uv.lock`.

0
installs
▌
Review Topic Concurrency And Resource Safety · roboflow
Load when a diff adds threads/async/background work (ThreadPoolExecutor, threading.Thread, asyncio.Lock, concurrent.futures.Future) or touches torch.jit.load/script, torchscript_state_global_lock, acquire_with_timeout, inference/core/managers/** (add_model/remove_model), on-disk caches/artifacts (inference/core/cache/**, model_artifacts.py, MODEL_CACHE_DIR, FileLock, AtomicPath), or stream resources (inference_pipeline.py terminate, webrtc/modal worker, VideoSource).

0
installs
▌
Review Topic External Contract And Silent Fallback · roboflow
Load when a PR touches inference/core/roboflow_api.py, inference/core/registries/roboflow.py, or the inference_models auto_negotiation resolver; changes an inference_sdk<->server response shape (response_model, model_dump, parent_id); reads a NEW nested platform key (api_data.get("taskType"), modelVariant); adds fallback / backend-downgrade / .get(key, default) on external data; or adds an env flag/secret changing which service/backend is contacted (USE_INFERENCE_MODELS, DISABLED_INFERENCE_MODELS_BACKENDS).

0
installs

33 published skills