research
Answer one bounded question, cited. Not for dissecting a codebase; that is codebase-recon or reverse-engineer. Triggers: "research", "investigate this question", "find evidence".
Install
npx skills add https://github.com/boshu2/agentops/tree/main/images/gemini/skills/research
claude plugin marketplace add https://llmmart.ai/marketplace.json && claude plugin install boshu2-agentops@llmmart
git clone https://github.com/boshu2/agentops.git
The skills CLI installs just this skill, for any of its supported agents. Claude Code installs the whole boshu2/agentops collection as a plugin from our marketplace. Git is the plain clone.
Skill manifest
Research
Answer the caller's bounded question with cited evidence. Choose ordinary investigation, 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.
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.
- Inspect the smallest relevant sources. For changing external facts, use current primary sources. Verify search hits against the actual source.
- Distinguish observation, inference, contradiction and unknown. Every material claim cites evidence; source agreement does not erase shared provenance.
- 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.
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. Repeated quotations of one upstream source are not independent corroboration. Verify decisive claims at their source and return one synthesis; do not launch recursive synthesis passes.
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.
An inline investigation may use dirty working-tree evidence with explicit limits.
When a durable codebase-recon.v1 pack is selected, its stricter contract applies:
- Write
codebase-recon.jsonand a citedcodebase-recon.mdcompanion at the caller's chosen location, default.agents/scratch/codebase-recon/<run-id>/. Keep mental model, bounded audit, pattern evidence and synthesis distinct. - Bind the exact current full commit OID, at least one complete baseline flow, claims with kind, confidence and evidence, and inspected/uninspected scope. Fact and inference citations resolve to repository-relative regular files at that commit; the companion report includes line references. Unknowns remain explicit.
- The manifest
reportnames the companion and its lowercase SHA-256. The companion has one<!-- codebase-recon-report.v1 -->marker andmanifest_commit,manifest_mode,flows_sha256,claims_sha256, andcoverage_sha256markers; section digests hash thejq -cSoutput for each section, including its trailing newline. - Discover validated priors with
skills/research/scripts/codebase-recon/validate-output.sh --repo-root <target> --discover-priors. Prefer a verified delta when it answers the request. Delta evidence needs a valid ancestor chain,baseline_verified: trueand the exact changed paths between the prior and current commits; do not relabel a directory scan as delta. - Run
skills/research/scripts/codebase-recon/validate-output.sh --repo-root <target> <recon.json>before handoff. It checks both artifacts and rechecks their identities, HEAD and source state; dirty source outside.agents/cannot satisfy this commit-bound pack. Return a validation failure without disguising it as a completed recon pack.
Preserve earlier .agents/recon/<run-id>/ packs and their exact cited identities.
Prior discovery checks both legacy and current roots; never move or delete old
proof to match a new layout. See the recon scenarios.
Pattern evidence
For a recurring implementation shape, test whether the similarity represents a reusable rule. Record replayable searches, examined hits and exclusions. Align independent implementations by their role in the behavior, then separate required invariants, legitimate variation and incidental syntax. Copies of one lineage do not count as independent evidence.
A pattern-mining.v1 promotion needs at least three distinct anchored exemplars,
a candidate formed before inspecting a separate holdout, a passing holdout and
successful back-application of every refinement to the original exemplars.
Every invariant needs supporting alignment. Otherwise preserve the result as
outcome: hypothesis with route: no-action; do not package weak evidence as a rule.
For this selected durable mode, write pattern-mining.json to
.agents/scratch/pattern-mining/<run-id>/ or an authorized caller location and
run skills/research/scripts/pattern-mining/validate-output.sh <pattern.json>.
Preserve the schema's outcome, exemplars, invariants, variations,
incidental, holdout, back_application and route fields. The compatibility route
value operationalize on a valid promotion refers to
Skill Builder's distillation mode;
it is not a retired skill invocation or automatic dispatch.
Recommend the least committed useful shape: no action, a reference/checklist line, a template, helper or gate. A gate needs demonstrated cost of violation, not merely recurrence. Research returns evidence; adoption remains an explicit caller decision. See pattern scenarios.
Output and boundaries
Return a cited answer directly unless a durable output was requested or the
selected evidence contract requires one. Ordinary durable reports follow
findings.json: question, scope, answer, evidence,
contradictions, unknowns, checked and unchecked areas. Multi-report synthesis
also retains source_ledger and comparison. Selected recon and pattern modes
retain their own validated formats instead of forcing them into this schema.
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. The native caller owns implementation, judgment and completion of the authorized outcome.
Files (agentops)
-
references
-
codebase-recon
-
codebase-recon.feature 1.8 KB · in bundle
-
-
pattern-mining
-
pattern-mining.feature 824 B · in bundle
-
-
research.feature 1.1 KB · in bundle
-
-
SKILL.md 7.8 KB
--- name: research description: 'Trace code or test a recurring pattern to answer one cited question. Use when: uncertainty needs evidence. Not for external feature teardowns; use reverse-engineer.' practices: - pragmatic-programmer - ddd-bounded-context hexagonal_role: driving-adapter consumes: - research-question produces: - research-report - codebase-recon.v1 - pattern-mining.v1 context_rel: [] skill_api_version: 1 user-invocable: true allowed-tools: Read, Grep, Glob, Bash, Write metadata: capabilities: [research, codebase_recon, pattern_mining] effects: [write_research_report, write_recon_pack, write_pattern_evidence] canonical_status: canonical disposition: keep_specialist tier: execution dependencies: [] context: window: fork intent: mode: task sections: exclude: - HISTORY output_contract: cited answer; findings.json for ordinary durable reports; validated codebase-recon.v1 or pattern-mining.v1 for selected evidence modes --- # Research Answer the caller's bounded question with cited evidence. Choose ordinary investigation, repository tracing or pattern evidence according to the question; these are optional modes, not a sequence. A quick answer needs no report file. [Plan](../plan/SKILL.md) 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. ## Investigation 1. 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. 2. Inspect the smallest relevant sources. For changing external facts, use current primary sources. Verify search hits against the actual source. 3. Distinguish observation, inference, contradiction and unknown. Every material claim cites evidence; source agreement does not erase shared provenance. 4. 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. 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. Repeated quotations of one upstream source are not independent corroboration. Verify decisive claims at their source and return one synthesis; do not launch recursive synthesis passes. ## 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. An inline investigation may use dirty working-tree evidence with explicit limits. When a durable `codebase-recon.v1` pack is selected, its stricter contract applies: - Write `codebase-recon.json` and a cited `codebase-recon.md` companion at the caller's chosen location, default `.agents/scratch/codebase-recon/<run-id>/`. Keep mental model, bounded audit, pattern evidence and synthesis distinct. - Bind the exact current full commit OID, at least one complete baseline flow, claims with kind, confidence and evidence, and inspected/uninspected scope. Fact and inference citations resolve to repository-relative regular files at that commit; the companion report includes line references. Unknowns remain explicit. - The manifest `report` names the companion and its lowercase SHA-256. The companion has one `<!-- codebase-recon-report.v1 -->` marker and `manifest_commit`, `manifest_mode`, `flows_sha256`, `claims_sha256`, and `coverage_sha256` markers; section digests hash the `jq -cS` output for each section, including its trailing newline. - Discover validated priors with `skills/research/scripts/codebase-recon/validate-output.sh --repo-root <target> --discover-priors`. Prefer a verified delta when it answers the request. Delta evidence needs a valid ancestor chain, `baseline_verified: true` and the exact changed paths between the prior and current commits; do not relabel a directory scan as delta. - Run `skills/research/scripts/codebase-recon/validate-output.sh --repo-root <target> <recon.json>` before handoff. It checks both artifacts and rechecks their identities, HEAD and source state; dirty source outside `.agents/` cannot satisfy this commit-bound pack. Return a validation failure without disguising it as a completed recon pack. Preserve earlier `.agents/recon/<run-id>/` packs and their exact cited identities. Prior discovery checks both legacy and current roots; never move or delete old proof to match a new layout. See the [recon scenarios](references/codebase-recon/codebase-recon.feature). ## Pattern evidence For a recurring implementation shape, test whether the similarity represents a reusable rule. Record replayable searches, examined hits and exclusions. Align independent implementations by their role in the behavior, then separate required invariants, legitimate variation and incidental syntax. Copies of one lineage do not count as independent evidence. A `pattern-mining.v1` promotion needs at least three distinct anchored exemplars, a candidate formed before inspecting a separate holdout, a passing holdout and successful back-application of every refinement to the original exemplars. Every invariant needs supporting alignment. Otherwise preserve the result as `outcome: hypothesis` with `route: no-action`; do not package weak evidence as a rule. For this selected durable mode, write `pattern-mining.json` to `.agents/scratch/pattern-mining/<run-id>/` or an authorized caller location and run `skills/research/scripts/pattern-mining/validate-output.sh <pattern.json>`. Preserve the schema's `outcome`, `exemplars`, `invariants`, `variations`, `incidental`, `holdout`, `back_application` and `route` fields. The compatibility route value `operationalize` on a valid promotion refers to [Skill Builder's distillation mode](../skill-builder/SKILL.md#distill-expertise); it is not a retired skill invocation or automatic dispatch. Recommend the least committed useful shape: no action, a reference/checklist line, a template, helper or gate. A gate needs demonstrated cost of violation, not merely recurrence. Research returns evidence; adoption remains an explicit caller decision. See [pattern scenarios](references/pattern-mining/pattern-mining.feature). ## Output and boundaries Return a cited answer directly unless a durable output was requested or the selected evidence contract requires one. Ordinary durable reports follow [findings.json](schemas/findings.json): question, scope, answer, evidence, contradictions, unknowns, checked and unchecked areas. Multi-report synthesis also retains `source_ledger` and `comparison`. Selected recon and pattern modes retain their own validated formats instead of forcing them into this schema. Use only authorized sources and destinations. For restricted or mined episode material, follow [Memory's access and storage boundary](../memory/SKILL.md). Research selects no work, owns no merged context store, mutates no lifecycle state and issues no semantic verdict. The native caller owns implementation, judgment and completion of the authorized outcome.
Comments (0)
Sign in to join the conversation.
Reviews (0)
No reviews yet.
No comments yet.