assessment
Assessment: read-only inspection, codebase overview, value analysis, health checks, ADR consultation, decision analysis, multi-perspective critique.
Research: structured investigation, fact-checking, explanation traces.
$ npx -y skills add notque/vexjoy-agent --skill research --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/researchContext preview
The summary Claude sees to decide when to auto-load this skill.
Research: structured investigation, fact-checking, explanation traces.
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
- writingThree 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.
---
---
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.
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.
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.
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.
# 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.
---
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).
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.
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 DECISION on same `session` AND `key == "{agent}:{skill}"`. File adjacency is unreliable.
Sort by `ts`. For each decision, show: time, agent+skill, complexity, request snippet, health at decision (three states: numeric, no-weight-row, legacy), al
Essays and writing behind this toolkit live at vexjoy.com. VexJoy Agent connects plain-English requests to specialist agents, skills, and workflows. /do selects the knowledge and tools needed for your task.
Repo: notque/vexjoy-agent
Assessment: read-only inspection, codebase overview, value analysis, health checks, ADR consultation, decision analysis, multi-perspective critique.
Business operations: strategy, technology, growth, competitive intelligence, support, finance, HR, legal, operations, sales, productivity, product management.