Extracts materials-synthesis recipes from free-form text (papers, abstracts, lab notes) into a strict JSON schema.
Extracts and documents design tokens (colors, typography, spacing, shadows, etc.) from Figma designs. Updates the "デザイントークン" section in screen spec.md.
Extracts interaction specifications from Figma designs (hover states, transitions, animations, triggers). Updates the "インタラクション" section in screen spec.md.
Extracts interaction specifications from Figma designs (hover states, transitions, animations, triggers). Updates the "インタラクション" section in screen spec.md.
Use when designing or auditing ACM FAccT empirical work — quantitative fairness audits with disaggregated metrics and fair baselines, qualitative and participatory studies with…
MiCA-Verordnung VO (EU) 2023/1114 Art. 16-21 Lizenzierung von Stablecoin-Emittenten (Asset-Referenced Tokens ART und Electronic Money Tokens EMT) bei BaFin.
Facebook's library for efficient similarity search and clustering of dense vectors. Supports billions of vectors, GPU acceleration, and various index types (Flat, IVF, HN — from…
Activate when: user says 'what would prove this wrong', 'how do we know if our strategy is working', 'what would change your mind', 'this claim feels unfalsifiable', or is…
Use when designing or defending the field-experiment or modelling design of a Field Crops Research (FCR) manuscript — multi-environment trials, randomization and replication,…
Use when building tables and figures for a Field Crops Research (FCR) manuscript so exhibits are self-contained, quantitatively complete, and agronomically informative — yield and…
Use when preparing the reporting completeness and research-data materials for a Field Crops Research (FCR) manuscript.
Find the real problem. Map the codebase. The brief is a hypothesis until evidence confirms it.
Form a two-part hypothesis: long-term vision + implementation approach. Activate after feature-research to synthesize findings into a concrete proposal.
Use this whenever a user wants to add a new feature or explitly states to research a feature/API or building a plan for a new feature.
Use this whenever a user wants to add a new feature or explitly states to research a feature/API or building a plan for a new feature.
Use when the user asks to download, fetch, or parse an academic paper into readable markdown, or references a paper by short-name/code-dir that isn't yet under ./papers/.
One repeatable pass that turns an outward field idea into grounded backlog WITHOUT guessing whether fak already has it — the dogfood-witnessed capability-import loop.
Design, analyze, and write up randomized experiments (field experiments, A/B tests, RCTs), covering stratified and clustered designs, randomization inference, covariate adjustment…
Use when editing technical prose for readability: when sentences read like database schemas, when set notation has crept into paragraphs, when phrasing is borrowed from log fields…
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…
Design an auditable playbook when no narrower one fits: a large migration, an ambitious multi-part change, or work a human reviews after stepping away.
Use figure reference checker for academic writing workflows that need structured execution, explicit assumptions, and clear output boundaries.
Readability and rendering audit for figures and tables in academic manuscripts. Computes effective font/marker sizes at display scale from generation scripts, checks label…
Fill institutional Word form templates (.doc/.docx) for IRB protocols, ethics applications, grant proposals, and other structured research documents while preserving the original…
Use when targeting 《金融监管研究》(Financial Regulation Research — 原中国银监会 2012 年创办、不收任何费用的金融监管专业学术月刊) or deciding whether a Chinese finance manuscript fits this regulation-focused venue.
Bigdata.com MCP workflows plus institutional analysis layers: pre-synthesis EPIC-style filtering, valuation snapshots, earnings quality screens, moat/governance risk, sector KPI…
Use whenever the user wants to find, shortlist, vet, or enrich US management consultancies — strategy, operations, executive coaching, leadership development,…
Automatically find references for academic paper Markdown files. Reads full paper text, identifies each knowledge point requiring citation (epidemiological data, mechanism…
Use when a research project reaches completion — manuscript finalized, peer-review cleared, ready for publication / submission / archive.
Verify Finnish statutes, case law, and legislative history against current sources before citing them: a research method covering source hierarchy, search strategy, currency…
Comprehensive Firebase development guidance covering project setup, feature development, debugging, and validation. Auto-detects intent and routes to specialized sub-skills.
Programmatic Firecrawl usage, self-hosted operations, academic paper routing, recursive deep research, and raw corpus persistence.
Ultimate system design superbrain — Research-Plan-Implement protocol, INVARIANTS contracts, sprint decomposition.
Market research and competitive intelligence pack. Competitive analysis, market sizing, financial benchmarking, web research, report generation, and competitive monitoring.
First-time Triptych setup — creates user config, recommends settings, gives a quick tour. Also handles stage-2 goal elicitation on every new session (seed research state, prime…
Ricerca giurisprudenziale rapida per ottenere un quadro di orientamento iniziale su un tema giuridico.
Family Medicine Residency Excel-based scheduling. Use when working with academic year block schedule spreadsheets to assign faculty half-days (C, GME, DFM) and resident half-days,…
Query FMA warnings/alerts and licensed provider pages for NZ crowdfunding, peer-to-peer lending, and financial-advice sources.
Use when hardening a FOCS (IEEE Symposium on Foundations of Computer Science) paper's checkability — the theory analogue of reproducibility — via hypothesis ledgers, single-source…
Manage the full Freedom of Information Act (FOIA) and state public records request lifecycle — intake form generation, agency-specific portal routing (FOIA.gov, FBI eFOIA, USCIS,…
Translate and review Arabic for FontLab and Vexy: the application UI (Qt .ts catalogs), the Help Panel, manuals, release notes and store copy.
Translate and review Hindi for FontLab and Vexy: the application UI (Qt .ts catalogs), the Help Panel, manuals, release notes and store copy.
Master orchestrator for the whole food & nutrition research-to-publication workflow. Coordinates the specialist skills — each with its own subagent set — into one governed path:…
Run a comprehensive, multi-source literature and evidence-synthesis workflow for food & nutrition science.
Use when justifying technical debt to executives, calculating the cost of quality issues, translating tech metrics to business language, or planning quality budgets - uses…
Use when assessing team resilience, planning for developer departures, calculating bus/truck factor, identifying knowledge silos, or evaluating organizational risk - maps code…
Use when a task needs the judgment of a Forestry and Conservation Science Teacher, Postsecondary — designing or defending a field-lab safety plan, mapping a forestry curriculum…
Citation discipline for AI-generated outputs. When to cite, what counts as a verifiable citation, URL + quote + file-path verification, marking inference vs fact, what NOT to…
Use when the user wants to save, search, update, review, start, stop, reward, explain, compare, learn, or run Forge records, or when the conversation is clearly about a Forge…
Structured bug investigation using formal models for hypothesis-driven debugging. Builds scoped Alloy models (normative rules, data constraints, causal chains, observability) to…
Use when formatting academic papers, thesis, or reports in Typst using the local GOST template. Use when you need the correct macros for tables, figures, equations, listings,…
Structure and derive research formulas when the user wants to 推导公式, derive a theory line, build equations from a problem statement, clarify assumptions, separate formal d — from…
Structure and derive research formulas when the user wants to 推导公式, derive a theory line, build equations from a problem statement, clarify assumptions, separate formal d — from…
Regelwerk für die Überführung von Forschungs-Logs und -Artefakten aus dem Schwester-Repo `research/` in wissenschaftlichen Thesis-Text (LaTeX).
Research real competitors and market positioning via Reddit, forums, and community discussions. Use when finding actual competitors (not assumed ones), researching brand…
Guide embedded technical engagements from ambiguous stakeholder need through discovery, framing, hypothesis, build, evaluation, deployment, adoption, measurement, and…
A practical, jargon-free guide to functional programming - the 80/20 approach that gets results without the academic overhead
A practical, jargon-free guide to fp-ts functional programming - the 80/20 approach that gets results without the academic overhead. Use when writing TypeScript with fp-ts library.
Use when grounding a product in the real-world activity it serves and bounding its MVP before any screen, service, or architecture is drawn — at the G1.5 Domain & MVP point of the…
Query FRED (Federal Reserve Economic Data) API for 800,000+ economic time series from 100+ sources. Access GDP, unemployment, inflation, interest rates, exchange rates, housing,…