mcpbeat

Backend Dev Guidelines

langfuse/backend-dev-guidelines

Build or review Langfuse backend code. Use for tRPC routers, public REST APIs, BullMQ processors, services, middleware, Prisma or ClickHouse access, OpenTelemetry, Zod, environment configuration, or backend tests.

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on the repository, not the skill itself

Install

one command, takes just this skill from the repository
npx skills add https://github.com/langfuse/langfuse --skill backend-dev-guidelines

What comes with it

139 428 bytes besides the instruction
references/architecture-overview.md
references/configuration.md
references/database-patterns.md
references/middleware-guide.md
references/routing-and-controllers.md
references/services-and-repositories.md
references/testing-guide.md

The instruction itself

13 sections, as written by the author

Backend Development Guidelines

Use this skill for backend and API work across web/, worker/, and

packages/shared/.

When to Apply

  • Creating or modifying tRPC routers and procedures
  • Creating or modifying public API endpoints
  • Creating or modifying queue processors, producers, or queue-backed workflows
  • Building or refactoring backend services and repositories
  • Working on backend auth, middleware, validation, or observability
  • Updating Prisma or ClickHouse access patterns
  • Adding or fixing backend tests

How to Read This Skill

  • Use this SKILL.md when the task spans multiple backend areas or you need the

end-to-end reference map.

  • Read only the specific reference file that matches the work when the scope is

narrower.

  • If the task introduces a user-supplied URL, an outbound HTTP request, a new

integration, or touches secrets, RBAC, or redirect handling, also load the

shared security-review skill before

designing or implementing the change.

Quick Start Checklists

UI: New tRPC Feature

  • Define the router in features/[feature]/server/*Router.ts.
  • Use the appropriate protected or public procedure.
  • Authenticate with JWT-aware middleware.
  • Check project/resource access and entitlements.
  • Validate input with Zod v4.
  • Put business logic in a service file.
  • Use traceException for error handling where relevant.
  • Add unit or integration tests in __tests__/.
  • Access config via env.mjs.

Existing Endpoint: Additive Field or Filter

Before coding, classify the change as a new endpoint, an additive field/filter

on an existing endpoint, or a semantic replacement/breaking change.

For an additive field/filter:

  • Reuse the canonical predicate. For endpoints that already support field-group

selection, reuse their existing field-group/projection path.

  • Preserve the endpoint's existing response contract: use the normal optional

partial-row schema and converter path for field-group endpoints; retain the

strict response schema and converter path for ordinary endpoints.

  • Do not create API-version-specific field sets, casts, or "must be selected"

runtime assertions unless compatibility requires them.

  • Extend examples and contracts; do not replace an existing filter example.
  • Write one test per unique boundary, not one test per file touched.

SDKs: New Public API Endpoint

  • Create the route in pages/api/public/.
  • Wrap it with withMiddlewares and createAuthedProjectAPIRoute.
  • Define types in features/public-api/types/.
  • Authenticate with basic auth.
  • Validate query, body, and response with Zod schemas.
  • Include API versioning in paths and schemas.
  • Update Fern API definitions to match TypeScript types.
  • Add end-to-end tests in __tests__/async/.

Worker: New Queue Processor

  • Create the processor in worker/src/queues/.
  • Define queue types in packages/shared/src/server/queues.
  • Place business logic in features/ or worker/src/features/.
  • Distinguish failed jobs from jobs that should succeed with a recorded error.
  • Register the queue in WorkerManager in app.ts.
  • Add worker vitest coverage.

Core Principles

  • tRPC procedures, public API routes, and queue processors delegate business

logic to services.

  • Access configuration through env.mjs; do not read process.env directly

outside env setup.

  • Validate all external input with Zod v4.
  • Use Prisma directly for simple CRUD and repositories for complex query access.
  • Use OpenTelemetry and DataDog for backend observability.
  • Always filter project-scoped database queries by projectId.
  • Keep Fern API definitions in sync with public TypeScript API contracts.
  • Keep backend tests independent and parallel-safe.

Live Examples

  • tRPC router with project auth and Zod input:

web/src/features/events/server/eventsRouter.ts.

  • Public API route with middleware and typed request/response schemas:

web/src/pages/api/public/datasets/index.ts.

  • Worker queue processor with typed jobs, logging, and retry behavior:

worker/src/queues/evalQueue.ts.

  • Tenant filters for Prisma and ClickHouse:

references/database-patterns.md.

Naming Conventions

  • tRPC routers: camelCaseRouter.ts, for example datasetRouter.ts.
  • Services: service.ts in the feature server directory.
  • Queue processors: camelCaseQueue.ts, for example evalQueue.ts.
  • Public API routes: kebab-case filenames, for example dataset-items.ts.

Anti-Patterns to Avoid

  • Business logic in routes or procedures.
  • Direct process.env usage instead of env.mjs / env.ts.
  • Missing error handling.
  • Missing input validation.
  • Missing projectId filters on tenant-scoped queries.
  • console.log instead of logger / traceException.

Reference Map

| Topic | Read this when | File |

| ----------------------------------- | ------------------------------------------------------------------------ | ---------------------------------------------------------------------------------- |

| Architecture and package boundaries | You need the web/worker/shared split, request flow, or queue lifecycle | references/architecture-overview.md |

| Routing and controllers | You are writing tRPC procedures, public API routes, or queue entrypoints | references/routing-and-controllers.md |

| Middleware and auth | You are changing request auth, permissions, or middleware composition | references/middleware-guide.md |

| Services and repositories | You are placing business logic, repository code, or DI patterns | references/services-and-repositories.md |

| Database access | You are touching Prisma, ClickHouse, tenant filters, or query patterns | references/database-patterns.md |

| Configuration | You are adding env vars, startup config, or runtime toggles | references/configuration.md |

| Testing | You are adding or updating backend tests | references/testing-guide.md |

How to use it

Copy the folder

Take langfuse/backend-dev-guidelines from the repository into ~/.claude/skills for personal use, or into .claude/skills inside a project.

Check the name does not clash

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