DevOps & Cloud

Deployment, cloud, containers, CI/CD, monitoring, and infrastructure

skills in category: 19,595
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Showing 14,473–14,496 of 19,595 skills

Python Native Extension InteropAUse this skill to statically review Python native extensions and interop (CPython C API, Cython, PyO3/Rust): reference-ownership correctness, stable-ABI use, buffer-protocol safety, exception translation, and thread/GIL and free-threaded readiness. Reads extension source and build config only; it never compiles or runs the extension.devopspythonrustVotes: 0GitHub stars: 23
Python Ml Ai ProductionAUse this skill to statically review Python ML/AI production correctness: training-serving skew, feature/data leakage, model-artifact serialization safety, reproducibility, evaluation-deployment match, batch-vs-online consistency, and model/prompt provenance. Reads training/serving source, configuration, and evaluation artifacts only; it never trains, loads, or serves a model.devopspythonrustVotes: 0GitHub stars: 23
Python MaestroAUse this skill to classify a Python application, runtime, packaging, framework, data, or code-level task and route it to the narrowest static-review specialist on the Python board, or to gate a production-mutation request to a named human owner. Routing and classification only — it never reviews Python work itself, never answers a Python question directly, and never contacts a live system.devopsjavascripttypescriptVotes: 0GitHub stars: 23
Python Live System InventoryAUse this skill to perform read-only discovery of Python runtimes, services, scheduled jobs, notebooks, packages, owners, environments, deployment revisions, service identities, and criticality, producing an asset and ownership register. Read-only-runtime: it never mutates a discovered asset and never retrieves raw credentials.devopspythongoVotes: 0GitHub stars: 23
Python Live Runtime ControlAUse this skill to read live Python interpreter, process, worker, task, thread, memory, and health state through allowlisted read-only diagnostics, and to flag health signals as findings. Read-only-runtime: it never restarts, kills, scales, or reconfigures a process.devopspythongoVotes: 0GitHub stars: 23
Python Live Rollback And RecoveryAUse this skill to execute only a previously approved, tested rollback procedure against the exact affected target. It confirms rollback authority and a captured before-state/snapshot reference exist before acting, then captures and reconciles the post-rollback state through an independent check. It never improvises a rollback during an active failure.devopspythongoVotes: 0GitHub stars: 23
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Python Live Release ControlAUse this skill to execute exactly one bounded release, canary increment, rollback, or single-instance restart under mutating-runtime controlled execution: confirm an independent approval bound to the plan digest and target, target-scoped JIT credentials, a captured before-state, and a pre-approved rollback exist before acting, then capture the after-state and route verification to an independent check. It never executes a fleet-wide or unbounded change and never self-attests success.devopspythongoVotes: 0GitHub stars: 23
Python Live Model Promotion ControlAUse this skill to promote exactly one immutable model artifact: confirm the artifact's provenance and integrity (hash/signature), an AI-risk classification, evaluation evidence matched to the deployment, live monitoring, and a rollback to the prior artifact before promoting, and record the AI-system role without declaring regulatory conformity.devopspythonrustVotes: 0GitHub stars: 23
Python Live Job ControlAUse this skill to operate a distributed job or business-automation process (retry, requeue, run): confirm both technical and business idempotency before acting, bound every retry instead of blindly retrying all failed jobs, and reconcile the actual business outcome rather than accepting the job's own success status.devopspythongoVotes: 0GitHub stars: 23
Python Live Governance MaestroAUse this skill to classify a Python live-control-plane task by runtime, business process, data class, environment, and control profile, and route it to the narrowest live specialist (read-only-runtime or mutating-runtime), or to gate a mutating request to a named human owner under live-guard-gate. Routing only — never mutates, approves, or declares compliance.devopspythongoVotes: 0GitHub stars: 23
Python Live Data Change ControlAUse this skill to govern a migration, backfill, pipeline reprocessing, or bounded data correction against a live system: confirm data ownership sign-off, data classification, a bounded record/partition scope, a reconciliation plan, and a rollback before acting, then require reconciliation evidence and apply data-minimization/residency controls to captured evidence. It never allows an unbounded or ad-hoc production data mutation.devopspythongoVotes: 0GitHub stars: 23
Python Live Continuous Control TestingAUse this skill to periodically test whether previously operating controls continue to operate, read-only by default. It runs the continuous-control checklist, opens a finding with a named owner and due date for each failure, and distinguishes a single passing observation from continuing operating effectiveness.devopspythongoVotes: 0GitHub stars: 23
Python Live Code RemediationAUse this skill to create a branch and pull request for a bounded code/dependency remediation and run approved isolated (non-production) validation against it. Mutating-runtime: it can never merge, deploy, or weaken a policy, gate, or test.devopspythonrustVotes: 0GitHub stars: 23
Python Language Contracts TypingAUse this skill to statically review Python type contracts and gradual typing: Any propagation across public boundaries, Protocol and structural typing, generics and variance soundness, overload consistency, TypedDict and dataclass contracts, and the separation of static typing from runtime validation. Reads source and type-checker config only; it never runs the checker or the code.devopspythonrustVotes: 0GitHub stars: 23
Python Free Threading ParallelismAUse this skill to statically review Python free-threaded (no-GIL) adoption: invalidated GIL thread-safety assumptions, shared-state races, C-extension compatibility, and synchronization needs. Reads source, build config, and extension manifests only; it never builds or runs the free-threaded interpreter.devopspythongoVotes: 0GitHub stars: 23
Python Estate Modernization GovernorAUse this skill to statically review Python runtime-estate support posture and upgrade sequencing: end-of-life/unsupported interpreters, deprecation exposure, dependency/framework compatibility for an upgrade, and ownership/business-criticality gaps. Reads inventory, manifests, and config only; it never runs an upgrade or installs an interpreter.devopspythonrustVotes: 0GitHub stars: 23
Python Distributed Task ReliabilityAUse this skill to statically review Python distributed task systems (Celery, RQ, Dramatiq): idempotency under at-least-once delivery, retry policy and backoff, dead-letter and poison-message handling, duplicate execution, acknowledgement timing, scheduling, and transactional-outbox boundaries. Reads task and config source only; it never enqueues, runs, or acknowledges a task.devopspythongoVotes: 0GitHub stars: 23
Python Developer Tooling BuildAUse this skill to statically review Python developer tooling and build configuration: whether linters, type-checkers, and tests are wired to catch meaningful defects (not stylistic noise), CI gate coverage, tox/nox environment isolation, build-backend and project layout, and the pre-commit developer feedback loop. Reads tool, CI, and build configuration only; it never runs ruff, mypy, tox, pre-commit, or the CI pipeline.devopspythongoVotes: 0GitHub stars: 23
Python Data Pipeline ReliabilityAUse this skill to statically review Python data-pipeline reliability (Airflow, Dagster, Prefect, PySpark): task idempotency and safe backfills, partitioning and late-data handling, schema evolution and data contracts, checkpointing, retry policy, and data-quality gates. Reads DAG/pipeline source and configuration only; it never runs a pipeline, triggers a backfill, or connects to a warehouse.devopspythongoVotes: 0GitHub stars: 23
Python Data Access TransactionAUse this skill to statically review Python database access and transactions (SQLAlchemy, Django ORM, DB-API): session and transaction scope, commit/rollback boundaries, N+1 and lazy-loading, connection-pool sizing, migration safety, and multi-tenancy scoping. Reads source, models, and migrations only; it never connects to a database or runs a migration.devopspythongoVotes: 0GitHub stars: 23
Python Container Serverless RuntimeAUse this skill to statically review containerized/serverless Python runtime behavior: PID 1 and signal handling, worker/process model, graceful shutdown, read-only-filesystem and cold-start assumptions, and dependency footprint. Reads Dockerfiles, process/server config, and source only; it never builds or runs a container.devopspythongoVotes: 0GitHub stars: 23
Python Business Critical Automation GovernanceAUse this skill to statically review business-critical Python automation governance: unowned scripts, notebooks, bots, and schedulers whose failure creates financial, regulatory, or operational exposure. Reads automation source, configuration, and process description only; it never runs the automation and makes no accounting, legal, or regulatory conclusion — those route to the finance/accounting and legal boards.devopspythonrustVotes: 0GitHub stars: 23
Python Async Concurrency ReliabilityAUse this skill to statically review Python asyncio reliability: blocking calls that stall the event loop, cancellation correctness, missing timeouts on external awaits, task lifecycle and structured concurrency, backpressure on unbounded fan-out, and context propagation across executor and thread boundaries. Reads source only; it never runs the service or measures actual timing.devopspythonrustVotes: 0GitHub stars: 23
Python Application SecurityAUse this skill to statically review Python application code for high-severity security defects: unsafe deserialization (pickle, yaml.load), dynamic execution (eval/exec), subprocess and shell injection, SSRF, path traversal and unsafe archive extraction, secrets exposure, cryptography misuse, and fail-open exception handling. Reads source only; it never runs code, writes an exploit, or opens a live connection.devopspythonrustVotes: 0GitHub stars: 23