Latitude is an open-source platform for monitoring AI agents by collecting execution traces, grouping failures, dispatching coding agents to make fixes, and replaying failures to verify them. Teams use it to observe agent behavior, investigate errors, and monitor whether fixes prevent regressions. The catalogue entries include skills, instructions, and an MCP server for working with Latitude.
Borrowing it
Nothing to install: this file belongs to latitude-dev/latitude-llm. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/latitude-dev/latitude-llm/development/.agents/skills/effect-and-errors/SKILL.mdgit clone --depth 1 https://github.com/latitude-dev/latitude-llmWrote 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.
[](https://agentmods.dev/skills/latitude-dev/latitude-llm/effect-and-errors)<a href="https://agentmods.dev/skills/latitude-dev/latitude-llm/effect-and-errors"><img src="https://agentmods.dev/badge/skills/latitude-dev/latitude-llm/effect-and-errors/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/latitude-dev/latitude-llm/effect-and-errors"><img src="https://agentmods.dev/badge/skills/latitude-dev/latitude-llm/effect-and-errors.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00026 | $0.02046 |
| Opus 5.5 | $0.00010 | $0.00818 |
| Sonnet 5.5 | $0.00005 | $0.00409 |
| Haiku 4.5 | $0.00003 | $0.00205 |
Grade A, and why
effect-and-errors 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 1mo 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.
How it starts
The opening of the file, as written. The whole thing — 190 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Effect TS and HTTP-aware errors
When to use: Composing Effect programs, domain errors, HttpError, repository error types, or error propagation at HTTP boundaries.
Effect Best Practices
IMPORTANT: Always consult effect-solutions before writing Effect code.
- Run
effect-solutions listto see available guides - Run
effect-solutions show <topic>...for relevant patterns (supports multiple topics) - Search
~/.local/share/effect-solutions/effectfor real implementations
Topics: quick-start, project-setup, tsconfig, basics, services-and-layers, data-modeling, error-handling, config, testing, cli.
Never guess at Effect patterns - check the guide first.
Local Effect Source
The Effect v4 repository is cloned to ~/.local/share/effect-solutions/effect for reference.
Use this to explore APIs, find usage examples, and understand implementation
details when the documentation isn't enough.
Effect patterns
- Prefer
Effect.genfor sequential effect composition - Wrap promise-based APIs with
Effect.tryPromiseand typed errors - Use
Data.TaggedErrorfor domain-specific error types - Use
Effect.repeatwithSchedulefor polling/recurring tasks - Use
Fiberfor lifecycle management of long-running effects
Never capture scope-bound services at layer build
Inside Layer.effect(Tag, Effect.gen(...)), do not store a service read via yield* in a closure that methods use later. Resolve the service again inside each method.
Services bound to request/job scope (anything provided at a boundary per invocation — SqlClient, ChSqlClient, HttpServerRequest, session-scoped auth context) must be resolved per call. If the layer-build closure captures such a service, concurrent callers with different scopes share the first-built reference and silently operate on the wrong context.
// ❌ WRONG — captures the service at layer build; every method uses the stale closure
export const FooRepositoryLive = Layer.effect(
FooRepository,
Effect.gen(function* () {
const sqlClient = yield* SqlClient
return {
save: (x) => sqlClient.query(...),
}
}),
)
// ✅ RIGHT — layer build does not yield the service at all; each method resolves fresh
export const FooRepositoryLive = Layer.effect(
FooRepository,
Effect.gen(function* () {
return {
save: (x) =>
Effect.gen(function* () {
const sqlClient = yield* SqlClient
yield* sqlClient.query(...)
}),
}
}),
)
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.
- 1mo ago First seen · 190 lines · 26 tokens per session scan A 1bd450c76ea9
effect-and-errors is a skill published in the GitHub repository latitude-dev/latitude-llm (4,734 stars, last pushed yesterday), licensed MIT. It adds 26 tokens to every session and 2,046 once invoked, about $0.0001 per session on Opus 5.5. 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.
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