Development skills

Browse reusable Agent Skills, each with a clear purpose and practical guidance.

ptq

Use when the user asks to "quantize a model", "run PTQ", "post-training quantization", "NVFP4 quantization", "FP8 quantization", "INT8 quantization", "INT4 AWQ", "quantize LLM", "quantize MoE", "quantize VLM", or needs to produce a quantized HuggingFace checkpoint from a pretrained model using ModelOpt. Do NOT use for multi-candidate recipe exploration or optimization (use quant-recipe-search).

3.24k repo starsObserved in 1 repos
Development

release-cherry-pick

Cherry-pick merged PRs labeled for a release branch into that branch, then open a PR and apply the cherry-pick-done label. Use when asked to "cherry-pick PRs for release/X.Y.Z", "pick PRs to release branch", or "cherry-pick labeled PRs".

3.24k repo starsObserved in 1 repos
Development

structural-pre-flight

Authoritative pre-implementation discipline gate that fires when a new `.mjs` file is about to be authored. Stage 0 mechanical trigger; Stage 1 fast-path (sibling-file-lift pattern match) for matched patterns OR full Pre-Flight (ArchitectureOverview.md + ADR consultation + chief-architect framing) for novel directory choices. Closes the 0th-level discipline gap empirically demonstrated by `ai/daemons/wake/daemon.mjs` (originally misplaced in `ai/scripts/` as `bridge-daemon.mjs`) and `orchestrator-daemon.mjs` (PR #11008 same-class miss). Triggers: Use this skill before authoring or relocating any new `.mjs` file. Fires from `ticket-create` Stage 3 (Substrate), `ticket-intake` validation, `epic-review` Stage 3, and any direct authoring path. Sibling pattern match → 30-second fast-path; novel directory choice → full structural pre-flight before the file is written.

3.23k repo starsObserved in 1 repos
Development

serverpod-auth

Serverpod Authentication — Signing in users, verify if they are authenticated, assinging scopes (e.g., admin). Use when adding features that require the user to be signed in.

3.22k repo starsObserved in 1 repos
Development

serverpod-endpoints

Define Serverpod endpoints, use Session, pass parameters, and call from client. Use when creating RPC endpoints, working with Session, or client code generation.

3.22k repo starsObserved in 1 repos
Development

serverpod-file-uploads

File uploads in Serverpod — upload descriptions, verification, storage backends (database, S3, GCP). Use when implementing file uploads or cloud storage.

3.22k repo starsObserved in 1 repos
Development

serverpod-flutter-frontend

Build highly distinctive, production-ready Flutter interfaces with exceptional design fidelity. Include this skill whenever a user requests Flutter widgets, screens, or full apps.

3.22k repo starsObserved in 1 repos
Development

serverpod-overview

Serverpod overview — what it is, project structure, how to work with. Always use at least once when working with projects that use Serverpod.

3.22k repo starsObserved in 1 repos
Development

remult

Remult patterns - entities, fields, repo() usage, lifecycle hooks, permissions (allowApi + apiPrefilter), upsert, customFilter, sqlExpression, ValueList enums, relations, BackendMethod, and keeping server-only / Node-only code (fs, sharp, ...) out of the client bundle with `import.meta.env.SSR`. Use whenever writing or modifying Remult entities, configuring API permissions, working with `repo()`, writing a BackendMethod, guarding server-only code, or building CRUD flows in any Remult-powered app (React, Angular, Vue, SvelteKit, Next.js, SolidStart, Nuxt).

3.21k repo starsObserved in 1 repos
Development

update-otel-genai-conventions

Analyze OpenTelemetry GenAI semantic-conventions changes (PRs, CHANGELOG snapshots, date ranges, or releases when they exist) and produce compensating change plans for dotnet/extensions. The conventions now live in their own repo at open-telemetry/semantic-conventions-genai and cover gen-ai, mcp, openai, anthropic, aws-bedrock, and azure-ai-inference areas; the previous home was open-telemetry/semantic-conventions under the area:gen-ai label. Use when asked to "update OTel conventions", "check semantic-conventions-genai", "plan gen-ai convention changes", "bump genai semconv version", review gen-ai/MCP/provider convention PRs, or when given a PR number/URL, CHANGELOG snapshot, date range, or release version from either repo. Also use for "update OpenTelemetry", "bump semconv version", or "what changed in semantic-conventions-genai".

3.19k repo starsObserved in 1 repos
Development