AGENT SKILL

ln-311-review-research-worker

Use when an evaluation run needs mandatory official-doc, MCP Ref, Context7, and current best-practice research with a structured research summary.

License 许可
MIT
最近更新
2026-06-15
Stars
★ 2
Forks
1

01 前言 Front Matter

name
ln-311-review-research-worker
license
MIT
description
Use when an evaluation run needs mandatory official-doc, MCP Ref, Context7, and current best-practice research with a structured research summary.

02 资源文件 5

03 SKILL.md 正文

Paths: File paths (references/, ../ln-*) are relative to this skill directory.

Type: L3 Worker Category: 3XX Planning

Review Research Worker

Structured research worker for validation, audit, and review flows.

Mandatory Read

MANDATORY READ: Load references/evaluation_worker_runtime_contract.md, references/evaluation_summary_contract.md, references/evaluation_research_contract.md, references/epistemic_protocol.md MANDATORY READ: Load references/researchgraph_mcp_usage.md only when the review target explicitly cites H##, G##, benchmark run IDs, or researchgraph files.

Purpose

  • gather official documentation or standards
  • gather MCP Ref evidence
  • gather Context7 evidence when a library or framework is involved
  • gather current web best-practice evidence
  • emit a compact machine-readable research summary instead of prose-only notes

Runtime

Runtime family:

  • evaluation-worker-runtime

Required manifest fields:

  • identifier
  • phase_order
  • summary_kind=review-research
  • operation=research

Recommended phase_order:

  1. PHASE_0_CONFIG
  2. PHASE_1_RESOLVE_STACK
  3. PHASE_2_OFFICIAL_DOCS
  4. PHASE_3_MCP_REF
  5. PHASE_4_CONTEXT7
  6. PHASE_5_WEB_BEST_PRACTICES
  7. PHASE_6_ANTI_HALLUCINATION
  8. PHASE_7_WRITE_SUMMARY
  9. PHASE_8_SELF_CHECK

Workflow

Phase 0: Config

  1. Load runtime manifest.
  2. Resolve review target, stack hints, and output location.
  3. Fail if target context is missing.

Phase 1: Resolve Stack

  1. Detect language, framework, libraries, and domain.
  2. Build a bounded research topic list.
  3. Keep topic count small and evidence-oriented.
  4. If the target explicitly cites local H/G/run IDs, do a read-only researchgraph preflight to capture local context before external research. Do not replace official-doc, MCP Ref, Context7, or current-web lanes with local graph evidence.

Phase 2: Official Docs

  1. Read official docs or standards first.
  2. Record source URLs and the exact topic each source supports.

Phase 3: MCP Ref

  1. Query MCP Ref for the same bounded topics.
  2. Prefer primary documentation over tertiary commentary.

Phase 4: Context7

  1. If a library or framework is involved, resolve the Context7 library id.
  2. Query only the libraries actually used by the target.
  3. If no relevant library exists, record that explicitly.

Phase 5: Web Best Practices

  1. Perform current web research for best practices and recent changes.
  2. Use current sources, not frozen heuristics.
  3. Record only evidence that changes a conclusion or adds decision value.

Phase 6: Anti-Hallucination Verification

  1. Scan target artifact for factual claims across all trigger categories per epistemic_protocol.md Section B.
  2. For each claim, check against research evidence gathered in Phases 2-5:
    • Has MCP Ref/Context7/Web evidence → mark VERIFIED
    • No tool evidence but claim is plausible → mark FROM_TRAINING
    • Contradicts tool evidence → mark FLAGGED (CRITICAL)
  3. This step verifies against existing research. It does NOT run new searches.
  4. Include verification status in summary metadata.

Phase 7: Write Summary

Emit summary_kind=review-research.

Payload must include:

  • worker=ln-311
  • status
  • operation=research
  • warnings

Prefer these fields when available:

  • findings
  • metrics.research_sources
  • metrics.anti_hallucination_status (VERIFIED | FLAGGED)
  • metrics.flagged_claims_count
  • artifact_path
  • report_path
  • metadata

Phase 8: Self-Check

  1. Verify all four research lanes were attempted.
  2. Verify anti-hallucination verification was executed.
  3. Verify skipped lanes are justified in machine-readable form.
  4. Record pass=true only after the summary is written.

Definition of Done

  • [ ] Official-doc evidence recorded
  • [ ] MCP Ref evidence recorded
  • [ ] Context7 evidence recorded or justified as not applicable
  • [ ] Current web best-practice evidence recorded
  • [ ] Anti-hallucination verification executed (claims marked VERIFIED/FROM_TRAINING/FLAGGED)
  • [ ] review-research summary written
  • [ ] Self-check passed

Version: 1.0.0 Last Updated: 2026-04-10

04 同仓库更多 Skills

vitalikpestov
vitalikpestov/Skills-Catalog

solana-dev

Use when user asks to "build a Solana dapp", "write an Anchor program", "create a token", "debug Solana errors", "set up wallet connection", "test my Solana program", "deploy to devnet", or "explain Solana concepts" (rent, accounts, PDAs, CPIs, etc.). End-to-end Solana development playbook covering wallet connection, Anchor/Pinocchio programs, Codama client generation, LiteSVM/Mollusk/Surfpool testing, and security checklists. Integrates with the Solana MCP server for live documentation search. Prefers framework-kit (@solana/client + @solana/react-hooks) for UI, wallet-standard-first connection (incl. ConnectorKit), @solana/kit for client/RPC code, and @solana/web3-compat for legacy boundaries.

开发工程师测试与质量前端开发
★ 2
vitalikpestov
vitalikpestov/Skills-Catalog

generating-trading-signals

Generate trading signals using technical indicators (RSI, MACD, Bollinger Bands, etc.). Combines multiple indicators into composite signals with confidence scores. Use when analyzing assets for trading opportunities or checking technical indicators. Trigger with phrases like "get trading signals", "check indicators", "analyze for entry", "scan for opportunities", "generate buy/sell signals", or "technical analysis".

★ 2
vitalikpestov
vitalikpestov/Skills-Catalog

prediction-monitor

Prediction Monitor - Auto-activating skill for ML Deployment. Triggers on: prediction monitor, prediction monitor Part of the ML Deployment skill category.

★ 2
vitalikpestov
vitalikpestov/Skills-Catalog

strategy-advisor

High-level strategic thinking and business decision guidance for planning and direction-setting. Use when: making strategic decisions, evaluating business options, setting direction, analyzing trade-offs, or when user mentions strategy, business planning, competitive analysis, or long-term planning.

★ 2
vitalikpestov
vitalikpestov/Skills-Catalog

app-paywall-pilot

Design, audit, debug, and implement App Store-compliant mobile paywalls, subscription flows, pricing screens, trials, offers, feature gates, and subscription lifecycle UX. Use when the user asks to audit my paywall, fix App Store 3.1.2 rejection, improve trial-to-paid, choose plans/prices/trials, review RevenueCat/Adapty/Apphud/Superwall setup, calculate LTV/ROAS, or build paywall implementation.

设计师视觉设计
★ 2
vitalikpestov
vitalikpestov/Skills-Catalog

figma

Use the Figma MCP server to fetch design context, screenshots, variables, and assets from Figma, and to translate Figma nodes into production code. Trigger when a task involves Figma URLs, node IDs, design-to-code implementation, or Figma MCP setup and troubleshooting.

设计师Skill与智能体开发
★ 2