Research accelerator portfolio companies using Firecrawl and Tavily MCPs. Generates structured CSV and markdown reports with systematic impact scoring.
Use when the council needs to surface organizational knowledge buried across multiple internal sources (wikis, design docs, ADRs, past tickets, postmortems, chat archives, code…
Find and document external code patterns from public sources. Use when user mentions 'find examples', 'scout patterns', 'research implementations', or starting new feature without…
Data extraction hub — content monitoring, price tracking, web scraping, and social listening for competitive intelligence, market research, and automated revenue generation.
Screens and shortlists Grasp tables/universes into qualified, prioritized, ranked, or top-N outputs across companies, buyers, targets, peers, competitors, acquirers, investors, or…
App Store スクリーンショット A/B テスト自動クローズドループ。メトリクス確認 → 勝者判定 → ヘッドライン生成（生成→採点→改善ループ）→ l.md Bible（make generate-store-screenshots）でPNG生成 → visual-qa採点 → Slackにダイスへ送る → ASCアップロード →…
Query the ExoPriors Scry API -- SQL-over-HTTPS search across 229M+ entities spanning forums, papers, social media, government records, and prediction markets.
Special Court for Sierra Leone (SCSL, 2002-2013) and Residual Special Court (RSCSL) research, drafting, and analysis.
Deep generative models for single-cell omics. Use when you need probabilistic batch correction (scVI), transfer learning, differential expression with uncertainty, or mul — from…
The disciplined debug/fix loop the generic agent runs when a sd-verify / sd-test run FAILS (/foundry:sd-debug, software-delivery debug step, step 9).
Diagnose a bug hypothesis-first, reproduce-as-a-test-first — before writing any fix. Triggers on "bug", "broken", "not working", "error", "exception", "investigate", "why is X".
Build, refresh, or query the project's optional knowledge graph — external research + internal analysis (+ optionally code) — via the configured builder (default graphify).
Proactive research scout (dry-run) — scan the open backlog, research the current SOTA against it, dedup against the radar ledger + the KG gap log, and write a ranked digest.
The Research phase executor — map a goal's real blast radius across the codebase, inventory the tech debt already sitting in it, and size the goal into a lane (small/medium/large)…
Statistical visualization with pandas integration. Use for quick exploration of distributions, relationships, and categorical comparisons with attractive defaults.
Statistical visualization with pandas integration. Use for quick exploration of distributions, relationships, and categorical comparisons with attractive defaults.
Statistical visualization on matplotlib with native pandas support. Auto aggregation, CIs, grouping for distributions (histplot, kdeplot), categorical (boxplot, violinplot),…
Statistical visualization on matplotlib + pandas. Distributions (histplot, kdeplot, violin, box), relational (scatter, line), categorical, regression, correlation heatmaps.
Connect an MCP-capable assistant to arXiv search, paper download, local paper storage, and research prompts for grounded literature review workflows.
Use Zotero MCP to let research agents search papers, retrieve metadata, inspect annotations, and analyze citation context from a Zotero library.
Use when external research should inform a repo-change plan before implementation; exclude direct implementation-only, factual/explanation, trivial, or explicit no-plan requests.
General and specialized search engines — Google dorking, code search, academic research, and passive Google dork automation.
Advanced research skills using Z.AI Web Search Prime to synthesize technical information.
Research-before-coding workflow. Search for existing tools, libraries, and patterns before writing custom code. Invokes the researcher agent.
Find relevant math results, constructions, examples, counterexamples, and background references for a statement.
Search academic paper databases (PubMed, arXiv, bioRxiv) and retrieve paper metadata including DOIs
Prior art search for invention|patent claim. Patent + non-patent (academic, products, OSS), defensive pubs, standard-essential patents.
Search for prior art relevant to a specific invention or patent claim. Covers patent literature, non-patent literature (academic papers, products, open source), defensive — from…
Search for prior art relevant to a specific invention or patent claim. Covers patent literature, non-patent literature (academic papers, products, open source), defensive — from…
Use when the user wants to find existing User Intuition findings or participant responses across authorized studies before deciding whether more qualitative research is needed.
Takes web search results and formats them as polished Slack messages, digests, or thread summaries ready to post to channels.
Privacy-respecting web search powered by a local SearXNG instance. Use when searching the web, looking up information, researching topics, or needing quick answers.
Search the web using SearXNG. Use when you need current information, research topics, find documentation, verify facts, or look up anything beyond your knowledge.
SearXNG is an open-source metasearch engine that aggregates results from multiple search providers without tracking users.
Search the web using SearXNG. Use when you need current information, research topics, find documentation, verify facts, or look up anything beyond your knowledge.
When the user wants to optimize their App Store listing for seasonal events, holidays, or trending moments — including keyword opportunities, metadata updates, screenshot theming,…
Judges another model's or a colleague's critique of a draft, or a draft another model wrote, point by point, and ends with one final version, not a list.
Evidence group skill. Synthesizes published industry reports, benchmarks, regulatory filings, academic research, and analogous-domain case studies to substitute or augment direct…
Generate comprehensive R tutorials for specialized applications (health economics, qualitative research, signal processing, environmental epidemiology, cellular automata) with…
Step 4 of the PaperOrchestra pipeline (arXiv:2604.05018). ONE single multimodal LLM call that drafts the remaining paper sections (Abstract, Methodology, Experiments, Conclusion),…
Create comprehensive industry and sector landscape reports covering market dynamics, competitive positioning, key players, and thematic trends.
Guide for performing secure web searches with privacy protection, source verification, and information validation.
End-to-end seismic interpretation workflow from SEG-Y loading through signal processing, rock physics, and visualization. Use when working with seismic data analysis pipelines.
Choose the smallest useful reverse-engineering workflow from an artifact's format, runtime, platform, available evidence, and research question.
Detect signatures of natural selection using Fst, Tajima's D, iHS, XP-EHH, and other selection statistics.
Use when generating a single installable agent that should keep learning, track sources, refresh research, propose repairs, or improve itself over time without becoming a…
Encodes a continuous improvement loop for goal-seeking agents: EVAL, ANALYZE, RESEARCH (hypothesis + evidence + counter-arguments), IMPROVE, RE-EVAL, DECIDE.
Use when designing a system that should autonomously generate, evaluate, and refine its own candidate solutions (agents, prompts, configurations, experiments) in a loop — rather…
Am I investigating, or just confirming what I already believe? Self-correcting research methodology combining blind worker agents, nested iteration loops, and dialectic synthesis.
Pre-submission self-review for the user's own manuscripts, applying a reviewer perspective. Systematic check across 10 categories with research-type branching.
Use when applying AI to selling — conversation/deal intelligence, AI-assisted research/prioritization, AI SDRs, AI-aware forecasting.
Bi-directional translator between verbose descriptions and established terminology (semantic anchors).
Use semantic consistency auditor for academic writing workflows that need structured execution, explicit assumptions, and clear output boundaries.
Create, update, refactor, explain, or review Semantic Kernel solutions using shared guidance plus language-specific references for .NET and Python.
Work with a user's Semantic Scholar account to read Research Feeds, inspect private Library folders, add papers to folders, and resolve Semantic Scholar paper records from…
Model and diagnose shared semantic ground between agents with Semantic Spacetime (Mark Burgess, 2014-2025): a discrete graph model of meaning over time, where local proper time…
Use when before executing a bioinformatics pipeline that depends on multiple R packages with strict version constraints (e.g., DaDIA, which requires R ≥4.0, XCMS ≥3.11.4, and…
Use when searching academic papers, looking up citations, finding authors, or getting paper recommendations using the Semantic Scholar API.
Physical principles underlying diodes, bipolar junction transistors, and MOSFETs — carrier concentrations, drift and diffusion, the pn junction, forward and reverse bias, the…
Automate SEO analysis with SEMrush -- research keywords, analyze domain organic rankings, audit backlinks, assess keyword difficulty, and discover related terms through t — from…