discover
Skill2 starsChanged 3 months agoMITView on GitHub
Feature research & ideation — frame a request, find prior art and reuse candidates in the repo (and optionally the web), then write a short feature brief and route onward. Read-only on app code; no spec, no plan, no implementation. TRIGGER when the user wants to research a feature, find prior art, check "what already exists for X", scope a fuzzy idea, or hunt for reuse before committing to a design ("research this", "what's already there", "how do we usually do X", "is there anything we can reuse"). Do NOT trigger when there is already a clear spec or scope → go to /prepare; or the request is a bug/failure → use /diagnose.
57 other projects use a version of this.
Adopted by
Most recently taken up by
- anombyte93/prd-taskmastertheir own version, first seen Nov 8, 2026
- charles-adedotun/sre-plugintheir own version, first seen Nov 8, 2026
- rajanrx/skillstheir own version, first seen Nov 8, 2026
- joeldevz/skynex-pitheir own version, first seen Nov 8, 2026
- AsiaOstrich/EngramGraphtheir own version, first seen Nov 8, 2026
- islandhopper81/claude-skillstheir own version, first seen Nov 1, 2026
Used with
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.
LambenthanSkilldaily-arxiv
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Also in 5 projects that use this
skyllwtSkillexp-pilot-eval
Pilot result evaluation — read pilot results, apply success criteria, update idea page (pilot_result, failure_reason if failed), generate PILOT_VERDICT_REPORT. Called by /ideate Phase 5 after /exp-pilot-run.
Also in 4 projects that use this
skyllwtSkillexp-pilot-run
Pilot experiment execution — read Pilot Spec YAML, write pilot code, run experiment(Confirm with the user before operation and require the applicant to conduct manual inspection), return results. Called by /ideate Phase 5. Does NOT modify wiki pages or judge pass/fail.
Also in 4 projects that use this
phanghonghaoSkillposter
HTML/CSS A4 海报生成。从沙龙/活动 Markdown 文件生成科技风 A4 海报 PDF/PNG。Use when user mentions: poster, 海报, 海报生成, make poster, generate poster, 活动海报, 沙龙海报.
Also in 4 projects that use this
- +6 more from Lambenthan
- +1 more from skyllwt
Other versions57 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 57
- skyllwt/OmegaWiki★ 1.7ksame name
- DAIR-AutoResearch/AutoSci★ 1.7ksame name
- PKU-DAIR/AutoSci★ 1.7ksame name
- skyllwt/AutoSci★ 1.7ksame name
- suboss87/FDEOps★ 940same name
- anombyte93/prd-taskmaster★ 608same name
- zaxbysauce/opencode-swarm★ 519same name
- ZaxbyHub/opencode-swarm★ 518same name
- hsantanna88/clo-author★ 262same name
- hugosantanna/clo-author★ 262same name
47 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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- grillSkill
- grill-with-docsSkill
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- writing-skillsSkill
The file
Show its rules and text
We split this skill into the rules it gives an agent
13 rules. 0 are common, 3 are distinctive, and 10 are very specific to this project.
0
Common
Most of the 50 edited versions we read keep these.
3
Distinctive
This author's own choices. Worth a look.
10
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Very specific: line 36
Before anything else, load context (this mirrors skills/implement/SKILL.md):
- Very specific: line 38
Read .claude/PROJECT.md. If it is missing, or still contains TEMPLATE / placeholder markers, fall back to the root CLAUDE.md (always in …
- Very specific: line 44
If $ARGUMENTS is empty, ask the user what feature or question to research.
- Very specific: line 45
Read applicable .claude/rules/* (conventions, patterns) that bear on the area, and CONTEXT.md (the domain glossary) if present — frame the …
- Very specific: line 68
If the framing is ambiguous and it changes where you'd look, ask one focused question via AskUserQuestion.
- Distinctive: line 102
Negative results are findings: When an angle comes up empty, record it — *"searched <how/terms> — absent"*.
- Distinctive: line 116
Only when the question is genuinely open and repo evidence is insufficient:
- Distinctive: line 118
If the feature touches a service in PROJECT.md → Integrations, WebFetch that service's official doc URL (from the Integrations entry or the …
- Very specific: line 124
If the question is really *"which library/gem/service should we adopt (or build)"* — a selection among external candidates, not prior-art — …
- Very specific: line 145
Use Write to create a short brief at the Plans location from PROJECT.md, using its naming convention with a -brief suffix (e.g.
- Very specific: line 180
Keep it short and factual.
- Very specific: line 187
When the brief will be filed into the backlog rather than implemented next — a speculative idea, a bet on future demand, anything carrying …
- Very specific: line 220
Read-only on app code: No source edits, no spec, no plan, no implementation — the only file you create is the brief (Write, no Edit), at …
“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.
Files
Feature Discovery: $ARGUMENTS
The research step at the very front of the pipeline. You frame a request and surface what already exists before anyone writes a spec or a plan — so reuse opportunities and house patterns are found early, not after the fact.
This skill carries ONLY invariant workflow logic. Every project-specific fact
(plans location, architecture/module map, integrations) is read at runtime from
.claude/PROJECT.md. You are strictly read-only on app code — you research
and write a brief; you do not edit source, write a spec, or build a plan.
Pipeline position: /discover (research) → /analyst (spec) → /prepare
(plan) → /implement (code).
Phase 0 — Load profile
Before anything else, load context (this mirrors skills/implement/SKILL.md):
- Read
.claude/PROJECT.md. If it is missing, or still contains TEMPLATE / placeholder markers, fall back to the rootCLAUDE.md(always in context) when it carries the stack/architecture/integrations below — proceed on it, noting you're running without a kit profile. Only if neither has those facts, STOP and tell the user: "Profile not configured — run/bootstrapto generate.claude/PROJECT.md, then re-run/discover." - If
$ARGUMENTSis empty, ask the user what feature or question to research. - Read applicable
.claude/rules/*(conventions, patterns) that bear on the area, andCONTEXT.md(the domain glossary) if present — frame the request in its vocabulary.
From PROJECT.md, resolve and keep handy these keys (names are profile-defined):
- Plans/backlog location — where the feature brief is written.
- Architecture — layers, module map, where code lives.
- Integrations — external APIs and where their docs are.
- Domain — vocabulary and roles, to frame the request in the project's terms.
Then, before searching, skim the Plans/backlog location for an existing brief or spec on this topic. If it has already been researched, say so and build on the prior brief rather than re-researching a settled question without new evidence.
Phase 1 — Frame the request
Turn $ARGUMENTS into a crisp framing — do not start searching until this is clear:
- Problem statement — the concrete pain or gap, in the project's domain vocabulary.
- Who / why — who benefits (user / operator / developer / system) and why now.
- What "found" looks like — what a good discovery answers (reuse? prior art? feasibility?).
If the framing is ambiguous and it changes where you'd look, ask one focused
question via AskUserQuestion. Otherwise restate your framing in 2–3 sentences and proceed.
Phase 2 — Prior-art in the repo (the core pass)
Find what already exists, guided by PROJECT.md → Architecture (its layer/module map):
- Glob/Grep for existing implementations of the same or a similar capability — feature keywords, domain nouns, entity names, route/command names.
- Reuse candidates — for each shared/utility/helper layer and common component named in PROJECT.md → Architecture, check whether the needed thing already exists.
- Closest existing pattern — the nearest feature to replicate, so a later design matches house style.
- For a large or unfamiliar repo, delegate the sweep to a read-only Explore agent ("very thorough"); summarize what it reports — do not dump file lists.
- Prior/removed attempts —
git log --grep=<keyword>andgit log -- <path>(Bash) to surface earlier or reverted work on this capability, so you don't re-tread abandoned ground.
Search multi-modal — one angle always misses
Each search angle is blind to what the others surface. For anything beyond a trivial lookup, run several of these deliberately (not just keyword grep):
| Angle | How | Finds what keyword grep misses |
| By name | Glob/Grep symbols, file names | conventionally-named implementations |
| By content | domain nouns/verbs, error/log strings, UI copy | code named differently than the concept |
| By caller | who imports/registers/routes it; DI wiring, route tables | capabilities reachable only via wiring |
| By test | test names & fixtures | behavior the impl's naming hides — tests name capabilities |
| By config | feature flags, env keys, settings schemas | half-shipped or toggled-off prior art |
| By history | git log --grep, git log -- <path> | removed/reverted attempts and their reasons |
Negative results are findings. When an angle comes up empty, record it — "searched <how/terms> — absent". Evidence of absence (you looked, it's not there) is what justifies building new; absence of evidence (you didn't look) is how duplicates get written. These lines go into the brief so the next session doesn't re-run the same dead-end searches.
Cite a repo path (path:line) for every reuse candidate and prior-art claim.
A claim with no path is a guess — drop it or verify it. Mark the tier of every claim:
observed (opened the file, cite path:line) vs inferred (concluded from naming/structure
— say so, and from what).
Phase 3 — External prior-art (optional)
Only when the question is genuinely open and repo evidence is insufficient:
- If the feature touches a service in PROJECT.md → Integrations, WebFetch that service's official doc URL (from the Integrations entry or the matching rule) to confirm capabilities, endpoints, and constraints — verify, don't trust memory.
- For a genuinely open research question (unknown approach, trade-offs not answerable
from the repo), chain the global
deep-researchskill viaSkilland fold its cited findings into the brief. - If the question is really "which library/gem/service should we adopt (or build)" —
a selection among external candidates, not prior-art — route to
/select-techinstead of answering it here: it owns the hard filters, the hard-case probe, and the adapter-seam contract. Note the handoff in the brief.
Skip this phase entirely when the repo already answers the question.
Phase 3.5 — Completeness check (before writing)
One deliberate pass before the brief: which search angle did I not run, and could it change the answer? If a cheap angle (tests, config/flags, history) is unrun and could overturn a "nothing exists" conclusion, run it now; otherwise name the gap honestly in the brief's Open questions. A brief that silently covered only one angle reads as "covered everything" — that's how duplicate implementations happen.
Phase 4 — Write the feature brief
Use Write to create a short brief at the Plans location from PROJECT.md, using
its naming convention with a -brief suffix (e.g. <plans>/<YYYY-MM-DD>-<slug>-brief.md).
Write only creates this new brief — this skill carries no Edit, so it never
modifies existing source or specs (read-only on app code stands). Structure:
# <Feature> — Discovery brief
- **Date:** <today> · **Status:** Discovery
## Problem
<the framing from Phase 1: pain/gap, who, why>
## What already exists (repo)
- `path:line` — <existing implementation / similar feature, what it does>
## Reuse candidates
- `path:line` — <reusable function/module/component> — <how it would be reused>
## Searched but absent
- <what was searched, which angles/terms> — not found (justifies building new; saves re-search)
## External prior-art
<integration docs / deep-research findings, with sources — or "n/a">
## Open questions
- <unresolved decision that affects scope or design>
## Risks
- <risk> — <why it matters>
## Suggested route
<`/analyst` to write a spec | `/prepare` if scope is already clear> — <one-line reason>Keep it short and factual. Every reuse/prior-art line carries a path:line (repo)
or a source URL (external).
Phase 4.5 — Skeptic gate (optional, before the brief is queued)
When the brief will be filed into the backlog rather than implemented next — a speculative
idea, a bet on future demand, anything carrying a value claim rather than a defect — offer to
run the idea-skeptic agent on it before it is queued. It attacks the idea on four lenses:
economics at this project's real scale, supply (is there enough data/traffic/users to reach the
bar at all), claim honesty against PROJECT.md, and measurability of the bar and its
kill-condition on data the project owns today. Verdict: SURVIVES / KILLED /
SURVIVES-WITH-AMENDMENTS, and amendments are binding — write each one into the brief before
filing, or don't file it.
Skip the gate when the brief only reports what already exists in the repo (a reuse survey has no
value claim to attack), or when the work goes straight to /prepare and the real gate is
plan-challenger one stage later. Re-litigating a decision the project already made is not this
agent's lens — that is finding-verifier against the decision log.
Phase 5 — Route onward
Recommend the next step and offer to chain it:
| Situation | Route |
| Requirements still fuzzy; needs WHAT/WHY worked out | /analyst <brief-path> (write the spec) |
| Scope is clear and reuse is identified; ready for HOW analysis | /prepare <brief-path> |
| Hypothesis still risky / unproven | /spike (time-boxed validation) first |
State the recommendation with a one-line reason. If the user agrees, chain the skill
via Skill; otherwise hand off the brief path and stop.
Hard rules
- Read-only on app code. No source edits, no spec, no plan, no implementation —
the only file you create is the brief (
Write, noEdit), at the Plans location. - Facts from PROJECT.md. Plans location, architecture/module map, integrations, and domain vocabulary all come from the profile — never hardcode them.
- Cite a repo path for every reuse candidate and every prior-art claim; an uncited claim is a guess.
- Stay short. A brief, not a spec — framing, what exists, reuse, open questions,
risks, and a route. The spec is
/analyst's job.
Cross-reference
- Next:
/analyst(spec) or/prepare(plan), per Phase 5. - Sidecar:
/spiketo validate a risky hypothesis before committing. - External research: the global
deep-researchskill (chained in Phase 3).
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