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 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.
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.
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.
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,…
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,…
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…
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…
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 derivation…
Regelwerk für die Überführung von Forschungs-Logs und -Artefakten aus dem Schwester-Repo `research/` in wissenschaftlichen Thesis-Text (LaTeX).
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,…
Use when working on commodity futures research with minute-bar ingestion, exchange calendars and timezones, deterministic F1..F12 curves, roll logic, or walk-forward backtests.
Cross-referencing framework for comparing GA4 behavioral data with Google Ads campaign settings to identify discrepancies and configuration gaps.
Investigate Google Ads lead quality issues by cross-analyzing GA4 behavioral data with Google Ads campaign settings.
Use when defending the research design of a Global Environmental Change (GEC) manuscript — quantitative causal inference, qualitative case work and process tracing, experiments…
Perform complex, long-running research tasks using Gemini Deep Research Agent. Use when asked to research topics requiring multi-source synthesis, competitive analysis, m — from…
Perform live-web research via Gemini's search-grounded answers or deep research synthesis. Use when a question involves post-training-cutoff information, library versions, CVEs,…
Delegates large-context code analysis to Gemini CLI. Use when analyzing codebases, tracing bugs across files, reviewing architecture, or performing security audits.
Generate a justified, research-backed business model for an existing web or mobile project. Use when the user asks to define, challenge, compare, or create a business model,…
Generates academic/technical writeups with IEEE citations and pandoc PDF output. Use when creating research papers, technical reports, or documentation with references.
Generates complete phenotype-scoring bioinformatics research designs for any disease context and any user-defined phenotype, pathway, process, signature, or molecular pro — from…
Use when targeting Geophysical Research Letters (GRL) or deciding whether an Earth or space science manuscript fits this high-impact short-format venue.
Legal research and statement drafting for German law (Deutsches Recht). Specializes in tenancy/rental law (Mietrecht), property management (Immobilienverwaltung), operating cost…
Search Slack for interpreted organizational context -- decisions, constraints, and discussion arcs that shape the current task.
Safely operate a Gibbon (gibbonedu) school-management install shipped by the Clouve Gibbon app — upgrades, module installs, backups, restores, academic-year rollover, hardening,…
Execute git commit with conventional commit message analysis, intelligent staging, and message generation.
当需要为 GitHub 项目创建、重构或审阅高质量 README.md 时使用；参考 ResearchClawBench 风格，覆盖居中标题、徽章、导航、teaser、highlights、news、Mermaid、GitHub 公式渲染、quick start、citation 和 star history。
Help address review/issue comments on the open GitLab MR for the current branch using glab CLI. Use when the user wants help addressing review/issue comments on an open GitLab MR
GitLab API integration for repository operations. Use when working with GitLab repositories for reading, writing, creating, or deleting files, listing projects, managing branches,…
Container-adapted GitLab CLI authentication. Supports token environment variables and browser login for headless environments.
Automate GitLab project management, issues, merge requests, pipelines, branches, and user operations via Rube MCP (Composio). Always search tools first for current schemas.