Complete AI TrainingYourJobSkills for your job

Skills / uncategorized

langfuse

Expert in Langfuse - the open-source LLM observability platform. Covers tracing, prompt management, evaluation, datasets, and integration with LangChain, LlamaIndex, and OpenAI. Essential for debugging, monitoring, and improving LLM applications in production.

Product ManagementAI & AutomationSecurity

Langfuse

Instrument an existing LLM application with traceable, minimized observations and versioned evaluation inputs. Modified by AAS maintainers on 2026-09-05 to replace mixed legacy SDK examples with a current, bounded setup procedure; existing source attribution is preserved.

When to Use

Use when an application already needs Langfuse tracing, prompt management or evaluation, or when debugging missing/duplicated spans. Do not add an observability service merely because an LLM is present; start from the incident or product decision the data must support.

Inputs and prerequisites

  • Installed Python or JS SDK version, framework and runtime lifecycle.
  • The explicitly authorized Langfuse project/endpoint, credentials supplied through the project’s secret mechanism, and data retention/access policy.
  • An allowlist of observable fields and a synthetic request that contains no private content.
  • A defined verifier: expected parent/child spans, status, timing, model/prompt version and flush behavior.

Procedure

  1. Inspect the dependency lock and existing instrumentation. Do not mix old langfuse.trace(), langfuse.decorators or langfuse.callback examples with the current SDK without checking its migration guide.
  2. Choose one integration layer: direct SDK spans, a framework callback or OpenTelemetry instrumentation. Avoid tracing the same call twice through ov

Subscribers only

The full skill, its 1 bundled files and every download is included with every paid Complete AI plan.

Details

Sourcevibeship-spawner-skills (Apache 2.0)
License
Risk labelcritical ("critical" means the skill may run commands or touch files — read before use)
FilesSKILL.md
Added2026-02-27

Related skills

accesslint-diff

Diff a live page's accessibility violations against a baseline — by default compares uncommitted changes (stash-based), or pass --branch [<name>] to diff against a branch. Reports only new violations introduced, violations fixed, and pre-existing count. Use `scan` for a full audit with no diffing.

accesslint-scan

Audit a live page for accessibility issues, locate each WCAG violation precisely, and return a selector-grounded fix worklist without editing.

accint-commitments

Triage acc's open promises and close them with honest real-world verdicts via acc_act(runtime="outcome").

accint-frames

Drain acc's deliberation queue — open/waiting brain_frames checkpointed by headless runs — via acc_act(runtime="continue").

accint-solve

Route a goal through acc's scored-memory loop via acc_act(runtime="solve"); deliberate any returned brain_frame and submit via continue.

ad-creative

Create, iterate, and scale paid ad creative for Google Ads, Meta, LinkedIn, TikTok, and similar platforms. Use when generating headlines, descriptions, primary text, or large sets of ad variations for testing and performance optimization.