Efficiently navigate codebase documentation during Research phase. Use instead of Grep/Glob for finding architectural decisions, feature specs, and technical docs.
Research-driven critique and enhancement of Amelia architecture or ideas docs. Use with GPT-5.2 when given a design/architecture doc to analyze concepts, find sources, and propose…
Конвертирует сырую документацию (MD/TXT файлы) из docs/documentation/ или любого пути в структурированные знания tech-research/cache/. Принимает файл или папку (рекурсивно).
Tự động hóa việc cập nhật tài liệu dự án (docs/research/ và README.md) dựa trên codebase hiện tại.
Searches and analyzes documentation to provide relevant information for development tasks. Use this agent when you need documentation context, architectural guidance, or…
Evidence-based health research using tiered trusted sources with GRADE-inspired evidence ratings. Integrates Apple Health data for personalized context.
Recherche académique dans les bases de données de doctrine juridique française, européenne et internationale.
Export content as downloadable documents — video scripts, research briefs, show notes, and plans. Use when the user asks to export, download, save, or share a document.
Create properly formatted documents for the knowledge base. Use when creating tasks, projects, bookmarks, companies, meetings, people, or research entries.
Scan and catalog document collections with metadata extraction, categorization, and statistics. Use for auditing document libraries, preparing for knowledge base creation, or…
Research and document write/create APIs of a source system to enable write-back testing functionality.
Automatically documents conversations by appending to CLAUDE.local.research.md (Research) or CLAUDE.local.task.md (Task).
Enforces online documentation research before any technical implementation. Use when implementing features to ensure code follows current best practices by researching official…
Design of Experiments planning and analysis skill for factorial and response surface experiments.
Run remote experiments and process results using doe-suite. Use for launching experiments on AWS/Euler or aggregating results across multiple suite runs.
Display Collective Dogs activity summary. Shows which Dogs (Sefirot) have been most active during the session, with personality and statistics.
MCP-powered domain research for requirements elicitation. Uses perplexity, context7, firecrawl, and other MCP servers to research domain knowledge, best practices, and industry…
Use when formulating clinical research questions (PICOT framework), evaluating health evidence quality (study design hierarchy, bias assessment, GRADE), prioritizing…
Use when your research involves searching MS/MS spectra against multiple curated taxonomic or domain-specific databases (microbial, plant, tissue, microbiome, or food origin) and…
Deep research and synthesis for Donna. Use when the user asks to "research a company/person/market", "competitive analysis", "summarize this link", "find opportunities", "due…
Oxford Nanopore basecalling with Dorado on University of Michigan HPC clusters (ARMIS2 and Great Lakes).
Use when asked to research, compare, evaluate, or investigate any topic. Triggers: research this, compare options, evaluate alternatives, investigate, find the best, product…
Validates code and provides physics reasoning for the 2-D injection-production doublet model using streamline methods.
Causal inference framework for answering "does X cause Y?" beyond correlation. DoWhy (Microsoft Research) provides the identify-estimate-refute loop: define a causal graph (DAG),…
Drafts court filings — motions, memoranda of law, appellate briefs — as court-ready .docx, with Midpage research behind every citation.
Use STORM to research a topic, build a multi-perspective outline, and generate a cited long-form draft for human review.
Writes a formal objective legal research memo (Questions Presented, Brief Answers, Facts, IRAC Discussion, Conclusion) as a .docx.
Research and draft a Specification Enhancement Proposal following the MCP SEP governance process
Load during the weekly reflection cron job. Contains the self-review framework for tracking analysis output volume, ENGINE vs REALITY accuracy statistics, strongest celebrity…
Model charge transport in perovskite solar cells using drift-diffusion equations. Apply conservation equations, flux equations, and Poisson's equation for perovskite, ETL, and HTL…
Use when you have loaded a raw GCIMS dataset and need to isolate the region of interest in drift time (typically 5–16 ms for small organic molecules) to exclude low-drift-time…
Product research for dropshipping businesses. Identify profitable products with reliable suppliers, healthy margins, and manageable competition.
Pharmaceutical research assistant for drug discovery workflows. Search bioactive compounds on ChEMBL, calculate drug-likeness (Lipinski Ro5, QED, TPSA, synthetic accessibility),…
Ideal-vs-current gap analysis — research 5-10 comparable projects, synthesize the ideal architecture, produce a dimension-by-dimension gap table.
Data-backed brief — research, source, double-verify, and render a visually rich single-file HTML report. Use when the user wants a sourced, fact-checked brief or report on a topic.
Use only when the user explicitly requests strict code-cell-only output for a Jupyter or undergraduate data-science task, or when an ITX2007 assignment requires that format.
Use when an algorithm-first quest should manage candidate briefs, optimization frontier, branch promotion, or fusion-aware search instead of the paper-oriented default loop.
Smart research — parallel search, tier sources, synthesize, and recommend. Use when the user wants quick multi-source research and a recommendation.
Adaptive problem solver — plan, execute, research alternatives, backtrack on failure, and re-plan. Use for hard, multi-step problems that need persistence, mechanical…
Use for explicit undergraduate data-science teaching, assignment guidance, concept clarification, method selection, or output interpretation.
Autonomous optimization — iterate on any project with a measurable metric (Karpathy autoresearch pattern). Use when optimizing toward a metric via automated experiment loops.
Use when a quest has enough evidence to draft or refine a paper, report, or research summary without inventing missing support.
Forschungsdatenzugang nach Art. 40 DSA beantragen oder gewaehren: Forscher will Plattformdaten erhalten oder Plattform muss Zugang einrichten. Normen: DSA (EU) 2022/2065 Art.
Build complex AI systems with declarative programming, optimize prompts automatically, create modular RAG systems and agents with DSPy - Stanford NLP's framework for syst — from…
Perform SQL joins and multi-table analysis on DST data in DuckDB. Use when research requires combining multiple tables on common dimensions (time, region).
Generate HTML research reports with embedded data, charts, and analysis. Use when creating final research deliverables.
Formalizes the LRC bracket as a dual-lens isomorphism. Physics lens: L=binding, R=resonance, C=coherence. Ethics lens: H1=Energy, H2=Love, H3=Alignment.
Use two independent agents for reviews or research, then collate findings to identify common findings, unique insights, and divergences
Plan and run large Codex tasks with compact dynamic workflow packets, risk gates, integration, and verification.
Use RIK e-File statistics environment for public case-flow and procedural trend indicators across justice workflows.
Research UI E2E test targets and generate test scenario documentation. Use to analyze a frontend app and create comprehensive E2E test plans.
Detect and alert on emerging anomalies and risk flags from pilot metrics and data streams. Use when monitoring live data, threshold breaches, or statistical outliers to trigger…
Create professional equity research earnings update reports (8-12 pages, 3,000-5,000 words) analyzing quarterly results for companies already under coverage.
Produce a structured earnings recap for a public company based on research findings. Use when asked to summarize a quarterly result, earnings release, or company report.
Earth and life systems as contexts for scientific inquiry. Covers ecosystems, biodiversity, biogeochemical cycles, climate systems, geological processes, and human impacts -- not…
Guide installing Earth2Studio via uv or pip, selecting model extras, and configuring the environment.
EAS service (paid). Run and control a user's app on a remote iOS/Android simulator hosted on EAS cloud.
Generate complete visual ebooks where EVERY page is a full-page AI-generated image (cookbooks, manga, picture books, visual guides).
User research reconnaissance — survey existing personas, research docs, interview notes, and feedback artifacts to establish what is already known about users.
5 ecology & environmental science skills. Trigger: biodiversity surveys, species data, environmental monitoring.