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Research: structured investigation, fact-checking, explanation traces.

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vexjoy-agent
44964 skills198 agents12 commands83 hooks

Claude Code

$ npx -y skills add notque/vexjoy-agent --skill research --agent claude-code

SKILL.md

research.SKILL.md
name: research
description: "Research: structured investigation, fact-checking, explanation traces."
user-invocable: true
argument-hint: "<research topic or claim to verify>"
agent: research-coordinator-engineer
context: fork
allowed-tools:
  - Read
  - Bash
  - Glob
  - Grep
  - Agent
  - Write
  - WebFetch
  - WebSearch
routing:
  force_route: true
  not_for: "code review (use review), security audit (use security)"
  triggers:
    - "research-pipeline"
    - "research"
    - "formal research"
    - "research with artifacts"
    - "systematic investigation"
    - "research report"
    - "gather evidence"
    - "fact check"
    - "fact-check"
    - "verify claims"
    - "check facts"
    - "verify this quote"
    - "is this accurate"
    - "is this true"
    - "check this claim"
    - "verify this"
    - "are these numbers right"
    - "why did you"
    - "explain routing"
    - "show trace"
    - "decision log"
    - "why that agent"
    - "explain decision"
    - "show decisions"
    - "trace log"
  category: research
  pairs_with:
    - review
    - writing

Research Skill

Three modes. Select by request signal:

| Signal | Mode | |--------|------| | Formal research, investigation, sourced report, gather evidence | Research Pipeline | | Fact check, verify claims, check facts, is this accurate, verify quote | Fact-Check | | Why did you, explain routing, show trace, decision log, why that agent | Explanation Traces |

Default: Research Pipeline.

**Final report.** When the final report synthesizes two or more dispatched agents' findings, run one self-review pass on the draft before delivery: `skills/shared-patterns/report-self-review.md` (separate dispatch, `model: opus`). It applies to Mode A and Mode B.

---

Mode A: Research Pipeline

---

Mode B: Fact-Check

Verify every factual claim in a draft before publish. Burden of proof sits on the claim, not the checker. Works standalone or as a pre-publish gate. Non-blocking: the report warns; the caller decides whether to publish.

Phase 1: EXTRACT

List every checkable claim: statistics, prices, dates, quotes, attributions, titles, event facts, rankings, causal assertions. Opinions and speculation stay out.

For each claim, record: ID, verbatim text, type (stat/quote/attribution/event/title/price/causal), location. Extract quotes verbatim for exact-words comparison.

**Gate**: Every checkable assertion has a claim ID. Sweep the document twice.

Phase 2: VERIFY

Work claim by claim.

1. **Check provided sources first.** Search caller-supplied documents before external sources. Record exact passages. 2. **Read laterally.** Judge a source by what other sources say about it, not by its own presentation. 3. **Climb the source tier.** Follow citations upward: primary (study, filing, transcript) > direct secondary (interviews, primary reading) > derived (aggregators, rewrites). A broken citation chain caps the claim at Unverifiable. 4. **Triangulate contested claims.** Two independent sources (separate origins, not wire rewrites). One source suffices for routine facts from a primary document. 5. **Verify quotes on three axes.** All must hold: exact words match, attributed speaker confirmed, original context supports the meaning used. 6. **Check staleness.** Time-sensitive claims expire. Prices/rates: 1 day-1 week. Counts: 1-3 months. Titles/roles: 3-6 months. Event status: until event date. Surveys: 6-12 months. Science: 1-3 years. Laws: 6-12 months. Records/superlatives: re-check every use. Stable history: none.

**Gate**: Every claim has an evidence record.

Phase 3: ADJUDICATE

Assign each claim one label:

| Label | Assign when | |-------|-------------| | **Verified** | Evidence supports; current within staleness window; sufficient source tier | | **Disputed** | Evidence contradicts; newer source supersedes; quote fails any axis | | **Unverifiable** | Sources engage the claim but settle nothing | | **Missing-source** | No available source addresses it |

Rules: contradiction beats support. Partial verification gets the weakest label. Stale figure superseded by newer = Disputed; merely old with no newer figure = Unverifiable.

**Gate**: Every claim carries one label and a one-line justification.

Phase 4: REPORT

# Fact-Check Report: [document]
## Summary
Claims: N | Verified: n | Disputed: n | Unverifiable: n | Missing-source: n
Unchecked: n (reason)
## Per-Claim Findings
### C1 -- [label]
Claim: [text] | Evidence: [source + passage] | Reasoning: [why this label]
## Warnings
[Every Disputed/Missing-source claim with correction]
## Publish Recommendation
[Hold / fix-then-publish / clear]

Every time-sensitive Verified claim carries its as-of date.

**Gate**: Report covers every claim ID. Warnings lists every Disputed and Missing-source finding.

---

Mode C: Explanation Traces

Read the per-dispatch route event log and present routing decisions as a human-readable timeline. Answer "why did I get routed here?" from recorded events only -- never from reconstruction or rationalization.

**Log path**: `${CLAUDE_LEARNING_DIR:-$HOME/.claude/learning}/route-events.jsonl` (append-only JSONL).

Phase 1: LOCATE

LOG="${CLAUDE_LEARNING_DIR:-$HOME/.claude/learning}/route-events.jsonl"
wc -l "$LOG"

If absent or empty, report the path and the producing hook (`hooks/routing-decision-recorder.py`). Do not reconstruct from memory.

Phase 2: PARSE

Parse each JSON line. Two event types: DECISION (one per /do-routed dispatch) and OUTCOME (one per finalized dispatch). See `references/trace-schema.md` for full field semantics.

Filter to the user's query:

| User signal | Filter | |-------------|--------| | Names an agent or skill | DECISION/OUTCOME events matching that name | | "Why routed here" / latest | Most recent DECISION, current session first | | Outcome question | OUTCOME events, joined to decisions | | No specific target | Chronological timeline, most recent session |

Join OUTCOME to DEC

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Questions about research.

Which coding agents can use research?
research installs in Claude Code, Codex, Cursor, Gemini CLI, GitHub Copilot, OpenCode and Windsurf with the skills CLI, using each agent's flag shown on this page. Flowy's auto-invocation, which fires a skill when your prompt matches, runs in Claude Code only.