decisions
Skill7.6k starsChanged 5 months agoMITView on GitHub
How to use `@agent-native/core/decisions` for capability-aware classification and scoring. Use when implementing or reviewing decision evaluation, provider ordering, per-provider thresholds, or decision-result caches.
We split this skill into the rules it gives an agent
1 rule. 0 are common, 0 are distinctive, and 1 is very specific to this project.
0
Common
Most of the 10 edited versions we read keep these.
0
Distinctive
This author's own choices. Worth a look.
1
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Very specific: line 16
Use decide() to classify or score supplied inputs.
“Common” is measured: kept by at least 6 in 10 of the 10 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Decisions
Rule
Use decide() to classify or score supplied inputs. It returns a result and
never performs, authorizes, or replaces the action selected from that result.
How
Pass an explicit ownerEmail, an input string or array of parts, and named
questions to decide() from @agent-native/core/decisions:
import { decide } from "@agent-native/core/decisions";
const result = await decide({
ownerEmail: "owner@example.com",
input: [{ type: "text", text: "Please cancel Friday's lunch reservation." }],
questions: [
{
type: "predicate",
name: "isCancellationRequest",
instructions: "Does the message ask to cancel a reservation?",
},
],
});input can be a plain string or contain text, structured JSON, or an image URL.
Questions are named and use one of these shapes:
| Type | Fields | Use |
predicate | name, instructions | Evaluate one stated predicate |
choice | name, instructions, choices: { value: string, description: string }[] | Choose among the supplied string values |
score | name, instructions, levels: { label: string, description: string }[] | Score against 2–10 ordered levels |
Provider and model capabilities can differ. Treat question support as
capability-aware. Only claim a provider/model supports a question type after
that combination has been verified. An ok result includes provider, model, and answers keyed by question name;
cached and usage are optional. A not_configured result includes the
missing_credentials reason and configured provider list. A failed result has
a typed reason and may include provider and questionNames. Handle these
statuses as distinct outcomes; never turn a failure into an answer.
Provider routing and caches
Provider order is configurable per workspace. New customer workspaces try
Builder Jev first, then a personal Jev key, then OpenAI. Within Jev, the
Builder gateway is tried before falling back to a direct key. If no provider
is configured, decide() returns not_configured.
getDecisionsStatus() reports credential readiness separately from provider
capabilities. The Builder Jev proxy is verified for predicate and choice.
Jev score remains unverified and disabled by its capability flag, so
decide() skips Jev for score questions and continues to the next configured
provider. A Jev-only score request returns failed with
unverified_capability. The OpenAI Decisions API supports scores with 2–10
ordered levels; its request and response mapping is covered by documented
fixtures.
Key any per-provider threshold or cache by both provider and model. cacheKey
enables caching only when supplied. Cache identity includes the owner,
organization, provider, model, cache key, input, and questions. The in-memory
cache has a 60-second TTL and a 256-entry cap.
Related skills
- actions — keep action behavior focused and deterministic.
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On Bluesky · 11
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Other versions11 projects use a version of this.
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Wrote their own version · 11
- davidondrej/skills★ 4.2ksame name
- davidondrej/cloudroom-core★ 1.2ksame name
- davidondrej/cloudroom★ 1.2ksame name
- maragudk/skills★ 49same name
- dtiger1889-ops/claude-harness-toolbox★ 31same name
- apinizer/agentnizer-cookbook★ 2same name
- arbelh/perdure★ 0same name
- kamenkurtev/ui-consistency★ 0same name
- kwana117/claude-skills★ 0same name
- mikhin/claude-skills★ 0same name
1 more not listed
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
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