latitude-dev

Adding or changing API operations in `@repo/operations`. One source of truth (`defineOperation` + a Zod schema) becomes an HTTP endpoint, an OpenAPI operation, an MCP tool, TS + Python SDK methods, a `latitude` CLI command, and an in-process agent tool —…

Multi-channel notifications. Adding a new notification kind, group, or channel; in-app + email delivery; per-user prefs; project-level gates; idempotency.

Drizzle schema, repositories, RLS, SqlClient wiring, Postgres migrations, psql / reset, or platform mappers (toDomain* / toInsertRow).

Biome formatting, import style, strict TypeScript, naming (including React file names), or generated files.

apps/web UI — routes, @repo/ui, TanStack Start server functions and collections, navigation (Link vs useNavigate), forms (useForm + createFormSubmitHandler + fieldErrorsAsStrings for Zod field errors), Tailwind layout rules, design-system updates, and…

Review the current conversation context and git changes, then persist durable repository knowledge into `dev-docs/*.md` by domain and into `AGENTS.md` for cross-cutting repo rules. Use after features, fixes, refactors, architecture changes, schema changes, or…

Installing dependencies, running dev/build/test/lint, filtering packages, single-test runs, git hooks, preparing a clone (.env.development / .env.test), or Docker-backed local services and dev servers.

Triages a PR with GitHub CLI: loads issue-level and inline review feedback (gh pr view, gh api REST, gh api graphql as appropriate), walks items in order, replies in the correct thread, optional resolve. Groups duplicate comments into one fix. Use when…

Use this skill when a developer wants to annotate their LLM outputs, set up an annotation process, or improve existing annotations. Triggers on: "help me annotate my LLM outputs", "review my annotations", "set up an annotation rubric", "my annotations feel…

Use this skill when a developer wants to decide what type of evaluation to build for their AI system. Triggers on: "should I use a rule or a judge", "what type of eval should I build", "decide eval type", "judge vs programmatic rule", "LLM-as-judge vs…

Use this skill when a developer wants to check whether their existing evaluations are trustworthy and well-targeted. Triggers on: "audit my evals", "are my evals any good", "review my evaluation setup", "check my LLM judges", "are my evaluations reliable",…

Use this skill when a developer wants to check if they're ready to build evaluations for their AI system. Triggers on: "am I ready to build evals", "can I start building evaluations", "eval readiness check", "pre-eval checklist", "what do I need before…

Use this skill when a developer wants to build or expand a golden dataset for regression testing. Triggers on: "build a golden dataset", "create a test dataset", "curate eval examples", "promote logs to dataset", "build regression test cases", "I need a…

Use this skill when a developer wants to find out what's going wrong with their LLM or AI system in production. Triggers on: "analyze my LLM logs", "find issues in my AI outputs", "my LLM is giving bad responses", "find patterns in my AI failures", "review my…

Use this skill when a developer wants to validate how well their LLM judge aligns with human judgment. Triggers on: "validate my LLM judge", "check if my judge is accurate", "my judge scores don't match human ratings", "calibrate my evaluator", "how reliable…

Use this skill when a developer wants to create LLM-as-a-judge evaluators for their AI system. Triggers on: "create an LLM judge", "build an eval for my AI", "automate my evaluations", "create a judge prompt", "build LLM-as-a-judge", "turn my annotations into…

Zero-account onboarding orchestrator for Latitude. Bootstrap a temporary Latitude account from the terminal (no signup), instrument the app or agent harness (Claude Code, Hermes, OpenClaw, Pi, Prime Intellect) for tracing, verify real traces with the Latitude…

Add or review Latitude Telemetry for LLM apps and agent harnesses. Use for Latitude tracing, LLM observability, missing traces, OpenTelemetry/OTLP integration in TypeScript, Python, and other runtimes, any documented provider or framework (OpenAI, Anthropic,…

Build Latitude Artifacts, self-contained HTML reports and KPI dashboards rendered by the agent from Latitude observability data (traces, sessions, tools, users, memory, signals, cost) pulled through the Latitude MCP, CLI, API or SDKs. Use when someone asks…

Move an application from Latitude V1 (prompt manager, PromptL, the gateway's `prompts.run` / `prompts.chat`, `latitude-sdk` or `@latitude-data/sdk` below 6) to Latitude V2 (prompts in code, direct provider calls, telemetry, signals, datasets). Use when the…

Integrate Latitude telemetry into any backend project for LLM observability. Use when the user wants to add Latitude tracing, logging, or observability to their LLM calls. Covers three approaches based on language and needs -- SDK telemetry wrapper (Python,…

PromptL syntax guide for writing prompts in the Latitude platform. This skill should be used when writing, reviewing, or editing PromptL prompts. Triggers on tasks involving creating prompts, configuring LLM parameters, using variables, conditionals, loops,…