research
Skill453 starsChanged 4 months agoApache-2.0View on GitHub
Answer one cited question on code, history, claims or patterns. Use when: asked how it works, why it changed, if a claim or done/shipped report holds, or a pattern warrants a rule.
189 other projects use a version of this.
Adopted by
Most recently taken up by
- dialog-db/dialog-dbtheir own version, first seen Nov 9, 2026
- howells/skillstheir own version, first seen Nov 8, 2026
- xiaoxiaosrm/dsh-mattpocock-skillstheir own version, first seen Nov 8, 2026
- Suge8/friedbuntheir own version, first seen Nov 8, 2026
- wowyuarm/dsh-agent-teamtheir own version, first seen Nov 8, 2026
- Contexera/dsh-agent-teamtheir own version, first seen Nov 8, 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
每日从 arXiv 拉取新论文,过滤相关性,auto-ingest 高优先级论文,检测 SOTA 更新
Also in 5 projects that use this
LambenthanSkillexp-eval
实验判决门:Review LLM 独立评判实验结果 → 4 种判决路径 → 自动更新 claims confidence、ideas status、graph edges
Also in 5 projects that use this
truongtv22SkillProblem-Solving Techniques
Apply systematic problem-solving techniques for complexity spirals (simplification cascades), innovation blocks (collision-zone thinking), recurring patterns (meta-pattern recognition), assumption constraints (inversion exercise), scale uncertainty (scale game), and dispatch when stuck. Techniques derived from Microsoft Amplifier project patterns adapted for immediate application.
Also in 5 projects that use this
liufeng1976Skillsetup-ts-deep-modules
Wire dependency-cruiser into a TypeScript repo so each package is a deep module — implementation hidden in subfolders, reachable only through its entry-point files. User-invoked.
Also in 43 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
- +5 more from Lambenthan
- +1 more from skyllwt
Other versions189 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 189
- mattpocock/skills★ 309ksame name
- Yeachan-Heo/oh-my-claude-sisyphus★ 41ksame name
- Yeachan-Heo/oh-my-claudecode★ 41ksame name
- QuivrHQ/quivr★ 40ksame name
- The-Vibe-Company/quivr★ 40ksame name
- udecode/plate★ 17ksame name
- openai/plugins★ 7.8ksame name
- ArcReel/ArcReel★ 6.3ksame name
- vinvcn/mattpocock-skills-zh-CN★ 5.5ksame name
- withcoral/coral★ 4.9ksame name
179 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.
In this repository32 other files it gives its agents.
- AGENTS.mdAGENTS.md
- cli/AGENTS.mdAGENTS.md
- agent-nativeSkill
- agy-nativeSkill
- architectureSkill
- claude-execSkill
- codex-execSkill
- councilSkill
- craft-goalSkill
- docSkill
- domainSkill
- ergonomicsSkill
- idea-genieSkill
- implementSkill
- interviewSkill
- memorySkill
- navigateSkill
- orchestrateSkill
- planSkill
- postmortemSkill
- premortemSkill
- refactorSkill
- reverse-engineerSkill
- reviewSkill
- rpiSkill
- securitySkill
- skill-builderSkill
- skill-evalSkill
- testSkill
- triageSkill
- using-gcSkill
- validateSkill
The file
We split this skill into the rules it gives an agent
7 rules. 0 are common, 7 are distinctive, and 0 are very specific to this project.
0
Common
Most of the 169 edited versions we read keep these.
7
Distinctive
This author's own choices. Worth a look.
0
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 60
Keep observation, inference, contradiction and unknown separate.
- Distinctive: line 72
Before saying something does not exist or is unused, check the search's exit status and error output, whether results were truncated, …
- Distinctive: line 87
Use the subject, range and sources the caller named.
- Distinctive: line 107
Before settling a consequential answer, look once for the strongest contrary evidence.
- Distinctive: line 161
Read the exact claim and its source, and split it into its separate items, including work that was never started.
- Distinctive: line 258
Follow a relevant flow through entry, domain logic, integration and tests.
- Distinctive: line 328
Use only authorized sources and destinations.
“Common” is measured: kept by at least 6 in 10 of the 169 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
Research
Answer the caller's bounded question with cited evidence. Choose ordinary investigation, claim checking, a claimed-state audit, decision lineage, repository tracing or pattern evidence according to the question; these are optional modes, not a sequence. A quick answer needs no report file. Plan owns unified discovery and resumption when the question is part of shaping a change; return this cited answer to that existing intent without restarting its interview or taking over caller choices.
Evidence rules
- One lineage counts once. Copies, ports and repeated quotations of one upstream source are a single exemplar, however many files or reports carry them. Check provenance before counting instances as independent, and stop searching once new queries return only sources already read.
- Separate the invariant from the incidental. Align instances by their role in the behavior; name what must hold, what legitimately varies and what is incidental syntax. An instance missing the invariant is not an instance.
- Recurrence does not earn a gate. A blocking check needs a demonstrated cost of violation: an incident, defect or measured harm traced to the pattern's absence. Recommend the least committed useful shape: no action, a reference or checklist line, a template, a helper, and only then a gate.
- Thin evidence stays a hypothesis. Fewer than three independent exemplars, or no passing holdout, leaves a pattern a hypothesis; say what evidence would confirm or refute it.
- Keep observation, inference, contradiction and unknown separate. Every material claim cites evidence; a claim taken from a document or report cites a passage that asserts it, not one that only discusses the topic, else mark it unsupported. Say when a decisive claim rests on one source; agreement does not erase shared provenance.
- A call is not the callee's behavior. Seeing code call
retry,validateor a service shows only that the call happens. Before a claim relies on what the callee guarantees (retried, atomic, idempotent, ordered, durable), read its implementation or tests, or an external service's published contract; otherwise mark the guarantee unknown in the claim itself, not in a later caveat. - A search that found nothing proves absence only if it could have matched. Before saying something does not exist or is unused, check the search's exit status and error output, whether results were truncated, whether ignore rules or default filters skipped relevant paths (ignored, hidden, vendored or generated files), and that the intended ref or tree was searched rather than a stale index. Where cheap, confirm the same search finds a term known to be present. A failed or mis-scoped search is an unknown with its cause, not "none found". For "unused" or "nothing calls this", text search also misses re-exports, aliases, reflection, string-keyed dispatch, dependency injection, generated code and outside consumers; prefer the host's references-aware tool when it has one, and name which of these remain unchecked.
Investigation
- State the question and the decision it informs. Reuse the accepted scope and identify what evidence would answer it; do not expand the objective mid-search. Use the subject, range and sources the caller named. Report an empty range, a missing subject or an unreachable named source as such instead of answering about an adjacent one; name any substitute the caller allowed.
- Inspect the smallest relevant sources and verify search hits against the actual source. External facts that change (versions, vendor behavior, standards) need current primary sources, through the host's web tools when available and permitted; otherwise mark the claim unknown and name the source that would settle it. Before a query leaves the host, strip host names, IP addresses, file paths, query fragments, account or customer identifiers and internal names, and search on the generic error class with the library and version; if no safe form remains, skip the lookup and say so. For how a third-party library, tool or service behaves here, answer from the version this repository resolves (lockfile, installed binary's version or vendored copy) and that version's source, tests or release notes; latest docs, web answers and recall are leads, so say when they describe another version. Before recommending an external API, SDK, auth scope or service, check deprecation, sunset and breaking-change notices for that version and state any, or say that status is unchecked.
- Lead with the answer, then show evidence and remaining gaps. Each part of the question is answered or explicitly unknown with the searched scope disclosed. Before settling a consequential answer, look once for the strongest contrary evidence. When the caller asked for an explanation, write for their level in plain words and mark which reasons are documented, which are your inference and which are unknown.
Code claims cite the observed commit plus file:line. For uncommitted content,
state HEAD and the changed-file status; do not claim the working bytes can be
replayed from HEAD. Keep source identity and freshness visible. Search output,
CASS, MS and prior reports are leads, not authority or required phases. Use the
current agent by default; additional readers and runtimes require caller
selection or existing authorization.
For several supplied reports, retain each source's identifier, author/runtime when known and revision/date. Compare claims as agreement, contradiction or unknown while preserving their original evidence. Verify decisive claims at their source and return one synthesis; do not launch recursive synthesis passes.
Claim checking
To check whether a draft, report or answer is true, split it into atomic claims a source could confirm or refute. A claim that work is done, shipped or wired in is a claimed-state audit. Opinions and predictions are not checked; say so. Check first what would mislead most: numbers, quotations, attributions, superlatives and the claims the conclusion rests on. Recall from training is a lead, never the source.
- Re-derive, do not re-read. A claim produced from data (a query, a script, a repository count) is checked through a different path: another query, a different key or grouping, or the underlying files themselves. Re-running the producer repeats its mistake, and a report's own numbers are not evidence for that report.
- Association is not authorship. "X wrote, decided or caused Y" needs a statement or record of exactly that relation. Appearing in the same commit, meeting or document is weaker evidence; report it as such.
- Return each claim as supported, contradicted, unsupported or not checkable, with its citation and the path used. Corrections are proposals; editing the checked document belongs to Doc.
Claimed-state audit
For a claim that work is done, shipped, fixed, working or wired in (an agent's done report, a ticket summary, a changelog line, a status post), compare an expected state with observable evidence, item by item. The named failure mode is auditing only what the diff touched: a claimed item with no trace in the evidence is a gap, not something to leave out of the report.
A request to check a stated claim, measure declared goals or report native status selects this audit without another question. A bare "is it ready?" with no claim and no settled purpose is ambiguous: ask once, by the shared advice or acceptance rule. This audit is not acceptance and cannot substitute for Validate's fresh, author-distinct judgment; if acceptance is wanted, hand off and report a missing fresh reviewer as a gap.
- Read the exact claim and its source, and split it into its separate items, including work that was never started.
- Give each item its own disposition: confirmed (cite the evidence), gap (cite what is missing or contradicts it) or unverifiable (name the evidence that would settle it). Credit only what the evidence shows: a reported run without its output, behavior left to a default or another component, and a test that exercises code without asserting the claimed outcome are unverifiable, not confirmed. Do not resolve an untestable claim by assertion.
- Reachable from a live entry point. Code that no live entry point (a route, command, job, handler or exported API that production invokes) reaches is not wired in, whatever its own tests show. For a claim that behavior is implemented, also search the code behind it for pretend implementations: constant or hard-coded results, TODO or not-implemented branches, sample data, or test doubles outside test code. Trace each hit to its callers before classifying it. A placeholder that a production path reaches makes the item a gap; a double used only by tests, or code nothing calls, does not.
- Delivery is reachability in current remote state. A claim that work was pushed, merged, shipped or fixed in a named commit or pull request is settled by reachability, not by a local ref, push output or saved status; whether the content is still present at the target head and does what is claimed is checked as above. Pushed means reachable from the named remote branch, or from the pull request's current head in its own head repository, forks included. Merged means reachable from the target branch the claim names, otherwise the default branch head, or a pull request merged with that branch as its base; a merge into another base does not confirm it. Shipped means present in what the repository's release policy names (a tag, published release or deployment), read from that source. Where squash or rebase broke ancestry, compare the content with the target rather than assume an equivalent commit. Check a supplied SHA or pull request number's form before it reaches a command.
- For a plan, compare proposed scope with the original goal; additions that lack authority are scope escalation the report cannot approve. Repeated measurements reuse the same question and criteria; a changed question starts a different comparison.
- Return the ledger with checked and not-checked scope. Keep native tracker, Git, runtime, deterministic-check and semantic-judgment facts distinct.
Claim: <the claim as stated, and where it came from>
| # | Stated item | Disposition | Evidence, or what would settle it |
|---|---|---|---|
| 1 | <item> | confirmed / gap / unverifiable | <file:line, command output, artifact> |
Checked: <what was inspected>. Not checked: <what was not>.The ledger reports evidence; it carries no overall PASS, FAIL, verdict or readiness call, even when every item is confirmed. Its durable form is under Output and boundaries.
Health, goals and status
For "is this repository healthy" or "do the checks pass", run the project's
own read-only checks (declared in its instructions or CI configuration, or
found in its build files), preferring a --check, dry-run or verify variant,
and record where each came from. List any step that writes tracked files,
publishes, deploys or needs credentials as not run, with the reason. Run each
separately and keep going after a failure. Report each as passed, failed, not
run (tool unavailable) or not determined (output not captured), from its exit
status rather than parsed output, and name declared checks you did not run.
Fix nothing, and fold no results into one score that hides a failure.
Running ao goals against the declared goals source is in
goals; reading the evidence store with ao status, and
what a snapshot cannot show, is in status. A recent
artifact timestamp proves evidence recency, not an active worker. Do not add,
remove, prioritize, migrate or repair goals, or turn a measurement gap into
assigned work.
Adoption questions
For "should we adopt, replace or keep X" or "does advisory Y reach us", the answer needs both sides. Ours: the current tool and a cited place it is used, or a searched absence plus where X would plug in, and any earlier decision on the same question. Theirs: a current primary source for each external fact the answer rests on. A strong side never covers a missing one; then answer "not yet answerable" and list what to inspect. Keeping the current tool or doing nothing is a real option. Sourcing, ranking and the fit, license, cost-of-staying and maintenance facts are in adoption evidence.
Decision lineage
For "why is it like this" or "how did this idea change", trace one decision or idea through commits, ADRs, issues, reviews and prior reports into dated, cited buckets: first appearance, clearest statement, current form, reversals, contradictions (two claims that cannot both hold) and abandoned variants. An empty bucket says what was searched; a supersession is not a contradiction; do not smooth messy history into a tidy story. Before presenting a past reason as binding, check that its cause still holds in the current tree or record; if not, report that as evidence for reopening, leaving the call to its owner or the caller.
Repository tracing
For a repository model or audit, start from its declared entry points in docs, build manifests or command help and verify them against executable paths. Follow a relevant flow through entry, domain logic, integration and tests; prefer a completed trace to a shallow directory inventory. Report an interrupted trace at its exact file/line and explain what is missing. Choose a useful lens such as persistence, authorization, CLI, build or test without requiring a sweep of every lens. In any trace, a how-it-works answer included, say what each step reads or changes and keep the error and edge branches the question depends on, not only the success path. Source and tests establish behavior; a file name or a claim in the conversation does not.
An inline investigation may use dirty working-tree evidence with explicit
limits; a selected durable codebase-recon.v1 pack is commit-bound.
Pattern evidence
For a recurring implementation shape, test whether the similarity represents a reusable rule under the evidence rules above. Record replayable searches, examined hits and exclusions, then report:
exemplars: <file:line> per independent lineage; copies listed under their source
invariant: <what every exemplar shares and the behavior needs>
variation: <legitimate differences>; incidental: <syntax, names>
cost: <demonstrated cost of violation, or "none found">
shape: <no-action | reference-line | template | helper | gate> and why
outcome: hypothesis | promote (three independent exemplars, passing holdout and back-application)Research returns evidence; adoption remains an explicit caller decision.
Output and boundaries
<skill-dir> is the directory that contains this SKILL.md. Claude Code shows
it as "Base directory for this skill"; Codex lists this skill's SKILL.md path;
in an AgentOps source checkout it is skills/research. Replace <skill-dir>
with that absolute path before running a command. The working directory stays
the user's repository. If the host did not show where this skill is installed,
use the directory of the SKILL.md you read. If you cannot determine it, do not
guess a path or run a same-named script from the current repository; say the
bundled script is unavailable and check the artifact's fields by hand against
its format.
Return a cited answer directly unless a durable output was requested or the selected mode requires one. To save a report, use the location the caller named, else the repository's existing research or decision-notes location and naming; with neither, return the answer and ask where to save it. Read the file back and report its exact path. Each durable mode keeps its own format:
- Ordinary report: findings.json allows only
topic,summary,findings(eacharea,observation,evidenceand optionalimplications),checked,not_checkedandschema_version: 1. Multi-report synthesis addssource_ledgerandcomparison(agreements,contradictions,unknowns). - Claimed-state audit:
reality-check-report.jsonin the reality-check-report.v1 format, a name kept from the retired Reality Check skill. It holdsschema_version: "reality-check-report.v1";claim;coverage, one row per stated item withgoal(the item),dispositionandevidence(required for confirmed and gap); and at least onefindingsentry with acategory(confirmed, gap, incomplete-evidence or changed-assumption), astatementand citedevidence. When every item is unverifiable, record one incomplete-evidence finding that cites the searches. It has no verdict, readiness or PASS field. Check it withbash "<skill-dir>/scripts/claim-audit/validate-output.sh" <report.json>. - Repository tracing:
codebase-recon.v1by the recon pack contract, checked bybash "<skill-dir>/scripts/codebase-recon/validate-output.sh" --repo-root <target> <recon.json>. - Pattern evidence:
pattern-mining.v1by the pattern pack contract, checked bybash "<skill-dir>/scripts/pattern-mining/validate-output.sh" <pattern.json>.
Use only authorized sources and destinations. For restricted or mined episode material, follow Memory's access and storage boundary. Research selects no work, owns no merged context store, mutates no lifecycle state and issues no semantic verdict. Beyond requested reports and packs, its only output side effects are the documented goal snapshots and requested report/spec writes of a claimed-state audit. The native caller owns implementation, judgment and completion of the authorized outcome.
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Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

