effect-observability

effect-observability is a skill for Claude Code, Codex from mpsuesser/pi-effect-harness. It costs 44 tokens per session (4,849 once invoked), scanned A, original, MIT.

A guide for adding logs, request tracing, and measurements to TypeScript applications built with Effect. It also covers sending this information to systems such as OTLP or Prometheus.

In plain words
What is it for?
Use it when configuring loggers, tracking requests across services, collecting measurements, or exporting monitoring data.
Why use it?
It helps developers see what an application is doing and investigate failures or slow requests across connected services.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it when configuring loggers, tracking requests across services, collecting measurements, or…

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Install with agentmods
npx agentmods add skills/mpsuesser/pi-effect-harness/effect-observability
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add mpsuesser/pi-effect-harness --skill effect-observability
Clone the repo
git clone --depth 1 https://github.com/mpsuesser/pi-effect-harness

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for effect-observability

README.md
[![agentmods](https://agentmods.dev/badge/skills/mpsuesser/pi-effect-harness/effect-observability.svg)](https://agentmods.dev/skills/mpsuesser/pi-effect-harness/effect-observability)
Your own site
<a href="https://agentmods.dev/skills/mpsuesser/pi-effect-harness/effect-observability"><img src="https://agentmods.dev/badge/skills/mpsuesser/pi-effect-harness/effect-observability.svg" alt="Measured on agentmods" height="20"></a>
Per session 44 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 4,849 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00044 $0.04849
Opus 5 $0.00022 $0.02424
Sonnet 5 $0.00009 $0.00970
Haiku 4.5 $0.00004 $0.00485

Measured 7d ago against content hash 7c477aae93f3, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-07, from the pricing page.

Security

Grade A, and why

effect-observability scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 7d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

harnesses/effect/skills/effect-observability/SKILL.md · 703 lines

How it starts

The opening of the file, as written. The whole thing — 703 lines — stays where its author put it; the contents beside it link to each section on GitHub.

You are an Effect TypeScript expert specializing in observability — structured logging, distributed tracing, and metrics collection.

Effect Source Reference

The Effect v4 source is available at ~/.cache/effect-v4/. Browse and read files there directly to look up APIs, types, and implementations.

Reference this for:

  • Logger module: packages/effect/src/Logger.ts
  • Tracer module: packages/effect/src/Tracer.ts
  • Metric module: packages/effect/src/Metric.ts
  • OTLP export: packages/effect/src/unstable/observability/
  • Observability examples: ai-docs/src/08_observability/

1. Structured Logging

Log Functions

Effect provides log functions at every level. Each is variadic and accepts one or more message values:

import { Effect } from 'effect';

const program = Effect.gen(function* () {
	yield* Effect.log('general log message');
	yield* Effect.logDebug('debug-level detail');
	yield* Effect.logInfo('informational message');
	yield* Effect.logWarning('something concerning');
	yield* Effect.logError('something failed');
});

Pass additional message values after the first. These extra values become part of the log message/body — they are not automatically indexed as queryable annotations:

yield* Effect.log('User action', { userId: 123, action: 'login' });
yield* Effect.logInfo('Request processed', { duration: 150, statusCode: 200 });

For queryable dimensions (fields you want to filter or group on in your logging/tracing backend), prefer Effect.annotateLogs or span annotations (Effect.annotateCurrentSpan / Effect.annotateSpans) rather than passing objects as message values.

Log Annotations

Attach key-value metadata to all log lines within a scope:

const checkout = Effect.gen(function* () {
	yield* Effect.logInfo('validating cart');
	yield* Effect.logWarning('inventory low for one line item');
	yield* Effect.logError('payment provider timeout');
}).pipe(
	Effect.annotateLogs({
		service: 'checkout-api',
		route: 'POST /checkout'
	})
);

Read the full file on GitHub · 703 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 7d ago First seen · 703 lines · 44 tokens per session scan A 7c477aae93f3

Subscribe to this mod's changes

effect-observability is a skill published in the GitHub repository mpsuesser/pi-effect-harness (24 stars, last pushed 2mo ago), licensed MIT. It adds 44 tokens to every session and 4,849 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.