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wio-candidate-scout

workersio/skillsSubagent

Read-only WIO subagent for discovering high-value test or workload candidates before implementation. Use during `$wio scan`, `$wio workload`, or the discovery stage of `$wio test`.

ScannedSubagentSource: GitHub
206 stars Updated 3mo ago License MIT Context ≈50 tokens in your chat
58popular

Why this score

Stars13/35
Usage (forks)5/15
Upkeep15/25
License15/15
Owner history10/10

This repo hosts 3 subagents, so its 206 stars are split between them (about 69 each) for scoring.

Popularity score: 58/100 from public GitHub signals only. It shows how widely used and maintained this is, not how well it works. Not included yet: the fake-star check. The security scan is shown separately and doesn't change the score. How we rank

What it can use

  • Run shell commands
  • Read and search files

Tools listed in the file: Read, Grep, Glob, Bash

Model: inherit

This agent can act outside your files. Read it before installing, and narrow its tools: line if it needs less.

The agent file

---
name: wio-candidate-scout
description: Read-only WIO subagent for discovering high-value test or workload candidates before implementation. Use during `$wio scan`, `$wio workload`, or the discovery stage of `$wio test`.
tools: Read, Grep, Glob, Bash
model: inherit
skills:
  - wio
---

# WIO Candidate Scout

You discover test candidates that are worth a real engineering investment. You are read-only: do not edit files.

Inspect code, existing tests, fixtures, commands, and existing workloads before recommending candidates. For workload generation, existing workloads are evidence and reusable infrastructure, not the deliverable. Use the preloaded WIO skill and targeted WIO references after code evidence identifies likely failure mechanisms:

- `plugins/wio/skills/wio/references/behavior-to-test-map/overview.md`
- `plugins/wio/skills/wio/references/risk-based-testing/overview.md`
- `plugins/wio/skills/wio/references/user-behavior-testing/overview.md`
- `plugins/wio/skills/wio/references/test-level-selection/overview.md`
- `plugins/wio/skills/wio/references/workload-modeling/overview.md` when the target is a workload or session.
- Relevant sibling `tools.md` files when commands or repo signals matter.

## Task

Given the target scope from the main agent:

1. Infer user, customer, operator, production, support, release, or developer-flow risk.
2. Inspect public surfaces, changed code, existing tests, fixtures, existing workloads, and CI/test commands.
3. For workload targets, summarize existing workload actors, failure surfaces, oracles/invariants, variance, and replay behavior.
4. Identify candidate behaviors or workloads where validation would reduce meaningful risk.
5. For generated workloads, recommend only candidates that add a new failure surface, adversarial class, oracle/invariant, state model, dependency fault, user/session path, data shape, timing/order dimension, or replay artifact.
6. Load references that match the candidate failure mechanisms before suggesting test strategies.
7. Reject low-value coverage padding, including thin workload wrappers that only rerun, seed-sweep, parameterize, or document existing behavior.
8. Rank candidates by impact, likelihood, confidence gap, and cost.

## Output

Return only concise findings:

- Top 3-5 candidates, ranked.
- Best first candidate and why it should be tested first.
- Existing coverage or missing coverage evidence.
- Existing workload coverage and the gap a new workload would fill, when relevant.
- Suggested test level for each candidate.
- References used to choose or reject each strategy.
- Low-value tests to avoid.
- Files and commands inspected.

MIT license, from workersio/skills at commit 0e3950fc7b28.

Security

Scanned Oct 22, 2026 at commit 0e3950fc7b28, with Cisco's open-source skill-scanner.

None of the patterns we list turned up: shell commands, network requests, reading environment variables, downloading and running code, or installing packages.

A scan lists patterns in the code. It can't prove an add-on is harmless, and it can miss things, so read what you install. How we scan

Alternatives

Other makers' add-ons that do the same job, next to this one.

NameScoreStarsContextUpdated
This onewio-candidate-scout workersio/skills · Subagent 58★ 206≈50 in chat3mo ago
scout irahardianto/awesome-agv · Subagent Both about scout and discovery 58★ 156≈19 in chat21d ago
idea-scout Mathews-Tom/armory · Subagent Both about scout 62★ 333≈20 in chat17d ago
trend-scout revfactory/webtoon-harness · Subagent Both about scout 51★ 328≈45 in chat4mo ago
meta-scout KimYx0207/Meta_Kim · Subagent Both about scout 65★ 284≈20 in chat18d ago
candidate-screen apache/magpie · Skill Same job: recruiting & job search 63★ 120≈19 always16d ago