Research

Analyze a workplace safety incident tracking system for incident classification accuracy, root cause analysis depth, OSHA 300 log recordkeeping compliance, trend analysis capabilities, and leading indicator identification. Evaluates against ANSI Z10, ISO 45001, and OSHA 29 CFR 1904 standards. Use when building EHS software, auditing safety management systems, evaluating incident investigation quality, or preparing for OSHA inspections.

Adversarial course design audit across 5 dimensions: alignment stress test, evidence verification, cognitive load analysis, learner persona simulation, and prerequisite chain integrity. Produces a confidence score (0-100). Runs in a clean-context sub-agent so synthesis is unbiased by build history. Works standalone or reads from the idstack project manifest. (idstack)

WCAG 2.1 AA compliance audit plus Universal Design for Learning (UDL 3.0) enhancement review for course designs. Two-tier output: "Must Fix" for accessibility violations and "Should Improve" for UDL recommendations. Works standalone or reads from the idstack project manifest. (idstack)

Self-service diagnostics — query Hope Agent's local SQLite databases (logs / sessions / async jobs) directly via the `exec` tool to investigate problems, analyze usage, and locate root causes. Trigger on: user reports something broken / failing / slow / stuck / not responding ('X 不工作', 'X 报错', 'X 卡住', '为什么 X 失败', 'why did X fail', 'show me the logs', 'check what happened'); ad-hoc data analysis ('this week's token usage', '最近调用最多的工具', 'how many subagent runs failed', 'tool error rate', 'find ...

Classify IP addresses as internet scanners (benign/malicious) or targeted attackers — filters noise from security alerts

Use when writing, editing, or checking Russian academic text for compliance with GOST and university text-formatting rules, including punctuation spacing, quotation marks, abbreviations, references to figures/tables/formulas/listings/appendixes, list punctuation, formulas, and bibliography-specific exceptions.

Investigates Google Cloud networking issues by analyzing logs, metrics, and diagnostics. Use when investigating VPC Flow Logs, NAT, firewall, or threat logs, querying latency and throughput metrics, or running Connectivity Tests for path diagnostics.

Search for gene expression DataSets and Profiles in the NCBI GEO database. Use this skill when the user wants to find microarray, RNA-seq, or other genomic data by keywords, organism, author, or specific fields.

Normalization audit and self-evolving compliance agent. Scans SKILL.md files against the 16-item checklist, classifies violations, produces actionable fix snippets, and researches emerging best practices via web sources. Does not write code.

Analyze fleet safety programs including driver behavior scoring, accident trend analysis, CSA BASIC score monitoring, DOT audit readiness, Hours of Service compliance, and drug and alcohol testing programs. Covers telematics event review, dashcam AI classification, preventability determinations, roadside inspection management, and risk mitigation ROI per FMCSA regulations and CSA methodology.

Reads a paper figure by figure before re-integrating the full narrative, so the user can identify the core findings quickly and check whether each visual actually supports the authors' main claims. Always separate figure content, figure-linked claim, evidentiary strength, and unsupported interpretation. Never fabricate references, PMIDs, DOIs, figure content, panel labels, result values, or study details that were not actually provided.

Generates complete FAERS-based multi-drug single-SOC safety comparison research designs from a user-provided drug set, comparator, and adverse event domain. Always use this skill when users want to compare safety signals across multiple drugs using FAERS or OpenFDA data within one System Organ Class (SOC) or bounded AE domain. Trigger for:"FAERS study comparing drugs within one SOC", "publishable FAERS safety comparison paper", "compare neuropsychiatric adverse events across beta-blockers", "...

Messe Lehrplan-Verbindungen über mehrere Fächer für ein echtes Problem oder authentischen Kontext. Verwende, wenn du fächerübergreifende Projekte planst oder Inhalte zu echten Fragen verknüpfst.

Expert in identifying and remedying procedural errors including jurisdictional defects (ultra vires, improper authority, invalid purpose, bad faith), procedural defects (defective notice, insufficient inquiry, missed registration, form errors), consequences and remedies (void vs. voidable, cure strategies, limitation periods), and case law on procedural challenges. Use when analyzing procedural compliance or defending challenges. Key terms include void expropriation, voidable expropriation, u...

Dispatches `forge-expert` subagents in parallel — one per chosen domain — to produce focused analyses of a feature against the codebase before a plan is drafted. Each expert covers one domain (architecture, performance, data/state, UI/UX, security, testing, build/tooling — pick from the role catalog) and returns a structured report citing `file:line` evidence. Use as Step 3 of the forge workflow, after the user has stated the feature and the orchestrator has gathered baseline codebase context...

Author pre/post-iteration hooks for an experiment session. Use when the user asks to add research fetching, Slack/webhook notifications, persistent learnings, auto-tagging, anti-thrash intervention, idea rotation, or any side effect around iterations.

Get citation records (source URL, retrieved_at, authority level) for a Kokai canonical record by record_id. Returns direct public source refs only (AI-derived evidence excluded).

Audit a tenant management system for eviction prevention and risk prediction. Evaluates payment pattern analysis and arrears tracking, early warning indicators (financial, behavioral, external), intervention trigger automation, pre-filing mediation workflows, emergency rental assistance integration (ERAP, LIHEAP), legal process tracking with jurisdiction-specific compliance (VAWA, SCRA), and outcome measurement. Use when building or reviewing property management platforms, affordable housing ...

Use when authoring any artifact that makes claims — skill content, documentation, audit findings, architecture proposals, code review comments. Covers the discipline of grounding every claim to a verifiable source, distinguishing verified-by-evidence from inferred-from-context, using normative vocabulary precisely (RFC 2119 MUST/SHOULD/MAY), and structuring arguments so the warrant from data to claim is visible to a reader. Do NOT use for verification protocol mechanics in this repo (use the ...

Combines search results from multiple sources into coherent, deduplicated answers with source attribution. Handles confidence scoring based on freshness and authority, and summarizes large result sets effectively.

Use when auditing a page for E-E-A-T signals. The agent reads the page and scores Experience, Expertise, Authoritativeness, and Trustworthiness — then tells you exactly what to add to each dimension.

Pre-publish QA framework for content. Brief adherence, voice consistency, fact accuracy, structure and clarity, AI-content audit, SEO and AEO compliance, internal linking and schema validation, QA at scale via sampling, the QA workflow, and the discipline that distinguishes catch-problems QA from checkbox QA. Triggers on editorial QA, content review, pre-publish review, content audit, content QA process, AI-content audit, hallucination check, content sampling, programmatic QA, voice consisten...

Use when evaluating, designing, or debugging developer experience for APIs, SDKs, CLIs, docs, examples, setup, errors, local dev, build/test workflows, migrations, package contracts, contributor workflows, auth, IDE integration, plugins, performance, or telemetry. Also trigger for DX reviews, developer onboarding friction, confusing integration steps, dev-facing interface design, or PR feedback about developer usability.

Applies thesis-antithesis-synthesis reasoning to escape false binary choices by steelmanning opposing positions, mapping their underlying principles and tradeoffs, and synthesizing principled third-way resolutions. Use when debates are trapped in false dichotomies, polarized positions need charitable interpretation, tradeoffs are obscured by binary framing, synthesis beyond "pick one side" is needed, or when users mention steelman arguments, Hegelian dialectic, or resolving seemingly opposed ...