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discover

Skill40 starsChanged 4 months agoMITView on GitHub

Primary router for discovery, debugging, investigation, quality, and exploration workflows. Analyzes user intent and dispatches to debug, bughunt, quick-review, deep-review, coverage, testing-strategy, learn, tour, impact, assist-review. The recommended entry point for any 'find out', 'check', 'review', or 'investigate' request.

57 other projects use a version of this.

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Projects with it also use daily-arxiv, exp-eval and 10 more.

Other files people use alongside this one.

Files found in the same public projects as a version of this one, more often than they turn up anywhere else. Each project counts once, large collections count for less, and this file's own repository is left out.
  • LambenthanSkill

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  • LambenthanSkill

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  • skyllwtSkill

    exp-pilot-eval

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  • skyllwtSkill

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  • phanghonghaoSkill

    poster

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  • +6 more from Lambenthan
  • +1 more from skyllwt

The file

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 50 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
  1. Very specific:

    After major changes, /draft:discover learn is recommended to keep guardrails current.

    line 62

“Common” is measured: kept by at least 6 in 10 of the 50 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.

Keep what fits and drop the rest. Your version, ready for your agents.
Files
SKILL.md

Discover - Investigation & Quality Router

/draft:discover is the single front door for all investigation, auditing, pattern learning, and quality exploration activities.

When to Use

  • Any debugging or root-cause work
  • Code quality reviews (lightweight to exhaustive to architectural)
  • Coverage analysis and test strategy design
  • Discovering and codifying project conventions
  • Project tours, impact analysis, or reviewer assistance

Routing Logic

Strong keyword and phrase matching with fallback to a menu when intent is broad or compound. Several quality commands auto-chain (e.g. review may call bughunt).

User Intent KeywordsDispatches ToPurpose
debug, investigate bug, reproduce, isolate, diagnose/draft:debugStructured 4-phase debugging
hunt bugs, find bugs, exhaustive sweep, regression hunt/draft:bughunt14-dimension bug hunt + regression tests
quick review, fast review, sanity check, lightweight review/draft:quick-review4-dimension review (~2 min)
deep review, production audit, module audit, ACID compliance/draft:deep-reviewFull module lifecycle + architecture audit
coverage, code coverage, test coverage report/draft:coverageCoverage measurement and gap report
test strategy, testing plan, coverage targets, pyramid/draft:testing-strategyTest approach design
learn patterns, discover conventions, update guardrails, anti-patterns/draft:learnPattern mining + guardrail evolution
tour, walkthrough, onboard me, getting started tour/draft:tourGuided interactive project tour
blast radius, code impact, affected modules, downstream callers/draft:review or scripts/tools/graph-impact.shGraph-derived blast-radius before merge
impact, delivery telemetry, track analytics, CDD effectiveness/draft:impactProject-wide track delivery telemetry
assist review, help reviewer, PR architectural audit/draft:assist-reviewRisk audit to support human reviewers

Dispatch Examples

User: "debug the flaky test in CI"

→ dispatches to /draft:debug "flaky test in CI"

User: "quick review the PR diff"

→ dispatches to /draft:quick-review [pr context]

User: "run a deep production audit on the auth service"

→ dispatches to /draft:deep-review auth

User: "learn the coding patterns in this repo and tighten guardrails"

→ dispatches to /draft:learn

User: "index the monorepo so agents see all services"

→ Monorepo context is a foundation task, not a discover route: run /draft:init at the repo root (it builds the whole-repo code graph + a sparse root map linking each module). Running /draft:init inside a sub-module links that module up to the same root graph.

Auto-Chains & Recommendations

  • /draft:implement and /draft:review (primary) frequently call into discover skills at phase boundaries.
  • /draft:discover "full quality" may suggest or chain review + bughunt + coverage.
  • After major changes, /draft:discover learn is recommended to keep guardrails current.

Direct specialist commands are preserved as shims for existing workflows and scripts.

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