Research a topic comprehensively and create detailed research documentation
Conduct comprehensive advertising research based on confirmed campaign parameters. Use web search tools (DuckDuckGo or Tavily) to gather insights on target audiences, platform…
Empirical quant research methodology. Use when designing a study, reviewing a backtest, or evaluating empirical results.
Execute iterative, deeply-verified research to discover, validate, and synthesize complex information.
Structures industry channel check findings with data normalization and trend identification. Use when synthesizing channel check data, analyzing industry indicators, or…
Structures cost-effectiveness and health economic analyses with QALY calculations and model validation.
Performs systematic literature review following PRISMA guidelines with search strategy documentation.
Conducts research. Use when asked to research, investigate, explore, look into a topic, compare options, learn about an unfamiliar domain, or understand current state.
Structures technical and commercial DD for resource assets with geological review, operational assessment, and regulatory evaluation.
Help users run better customer and user interviews. Use when someone is preparing for user research, planning discovery interviews, writing interview questions, analyzing…
Use when designing or auditing the evaluation of an ACM CoNEXT paper — matching evidence to claim shape with real testbeds and deployments, honest and tuned baselines, measurement…
Use when auditing an ACM CoNEXT submission for HotCRP readiness, covering the choice between the December and June cycles, the mandatory paper-registration step, the ACM acmart…
Use when writing or revising ML or AI conference papers for venues such as NeurIPS, ICML, ICLR, ACL, AAAI, or COLM, especially when the workflow is conference-first rathe — from…
Use conference poster pitch for academic writing workflows that need structured execution, explicit assumptions, and clear output boundaries.
Audit Claude Code configuration artifacts (hooks, skills, CLAUDE.md, agents) for over-engineering, redundancy, and token waste.
Use when you notice a pattern that should be in the config. Analyzes current setup, researches best practices, and proposes specific config changes.
Experiment with configs by creating and managing variations. Helps you test different models, prompts, and parameters to find what works best through systematic experimentation.
Use when when deploying a complex bioinformatics pipeline (like HiC-Pro) across heterogeneous computing environments where required tools (bowtie2, samtools, R, Python) may be…
Configures the analytics side of a PostHog experiment — exposure criteria (default `$feature_flag_called` vs custom exposure events), primary and secondary metrics, the s — from…
Configures the rollout shape of a PostHog experiment — the variant split (50/50, 80/20, A/B/C ratios), the overall rollout percentage that gates how many users enter the — from…
Activate when: user says 'we keep finding evidence that supports our view,' 'the team is all aligned on this,' 'I've done the research and it checks out,' or a decision moves…
Response schema for MCP tools that consume 2+ sources — surface disagreement structurally rather than silently picking a winner.
Deep spec analysis on a Confluence page. Reads page (+ children) via the confluence-as wrapper, produces a structured Spec Research Report with requirements, acceptance criteria,…
Use when after RDKit has generated a large set of 3D conformers for a molecule in SDF or XYZ format, and before submitting conformers to computationally expensive quantum-chemical…
Use when you have a set of conformers that have already been filtered by ASE-ANI neural network potentials and need to extract quantum-mechanical electronic properties…
Use when after RDKit has generated a large ensemble of 3D conformers for a molecule (typically hundreds to thousands), you need to reduce computational burden before…
Use when you have SMILES strings of molecules at specific ionization states (e.g., protonated or deprotonated adducts) and need to predict collision cross section values for mass…
Use when when you have ionized adduct structures (SMILES or MOL format) from an ionization-state determination step and need to create an ensemble of relaxed 3D geometries for…
Design conjoint experiments: attributes, power, AMCE/AMIE estimation.
Conjure a experimentalist agent — initialize and launch a new autonomous experiment
Constructed language design beyond phonetic palettes — morphology, syntax, the Sapir-Whorf hypothesis as worldbuilding tool, and the conlang-to-culture pipeline.
Use BatchData property and address APIs from MCP clients to enrich real-estate research and operations workflows.
Step-by-step guide to connect NodesHub API so you can use all nod- skills (SERP analysis, keyword research, rank tracking, content briefs, etc.).
Use ClaudeR to expose an active RStudio session to MCP-capable coding and research agents for R execution, plots, manuscript audits, and multi-agent analysis.
Use when a lawyer or compliance professional needs to retrieve, read, or cite official EU legal texts — regulations, directives, decisions, case law of the Court of Justice, and…
Use when a legal research query requires primary legal sources from MENA jurisdictions — Lebanon, UAE (onshore and free zones), KSA, Egypt, Jordan, and related Gulf states — that…
Use when a lawyer or compliance professional needs to retrieve official French legal texts — statutes, codes, decrees, ordonnances, circulars, and Conseil d'État or Cour de…
EXPERIMENTAL, UNTESTED recipe for posting messages to a Slack workspace from a Caffeine canister via the `slack-client` mops package (Slack Web API).
The four Sanskrit principles: Truth-Self, Knowledge-Self, Bliss-Self, Power-Self. Use when need to understand the operational physics of consciousness.
L1 trigger - audits consensus arithmetic for truncation, unused bounds, EMA direction, and threshold edge errors.
Drains captured sidekick (sideline-idea) seeds and produces deterministic verdicts via a 5-stage pipeline: CLI gather → researcher agent → 9-role parallel expert panel → CLI…
Anthropic's method for training harmless AI through self-improvement. Two-phase approach - supervised learning with self-critique/revision, then RLAIF (RL from AI Feedbac — from…
Implements constraint-based physics systems including all constraint types, ragdoll systems, custom physics, and network ownership.
Multi-agent council engine (v2: planner → researcher → critic → synthesizer, plus opt-in tool_executor + coder; CitationLinter verifies every path:line).
Use when you need information you don't have, expertise outside your comfort zone, or fresh eyes on code - dispatches agents to research, advise, or review.
把已完成并验证的 R 或 Python 分析打包为客户可独立复现、可直接阅读且保留真实溯源的咨询交付物。用于“给客户交付”“打包结果”或在 05_reports/ 建正式结果包；不用于未完成分析或内部探索。上游为 biostat-principles，文本终审配合 academic-humanizer，签发配合 epi-project-audit。
Builds a structured research framework for locating publicly available contact routes for a named person — including institutional channels, public profiles, press offices, and…
Process Hi-C read pairs using pairtools. Parse alignments, filter duplicates, classify pairs, and generate contact statistics from Hi-C sequencing data.
Recap where things stand with a specific person across recent conversations, with emphasis on how the relationship is evolving.
Research a specific person using Common Room data. Triggers on 'who is [name]', 'look up [email]', 'research [contact]', 'is [name] a warm lead', or any contact-level que — from…
Record and organize a complex, multi-party, evolving situation involving a contact — a dispute, a scam, a crisis, a "two sides tell opposite stories" tangle, anything that takes…
Use when when deploying a multi-component research application (e.g., MAGMa's four subproject services) as containerized microservices that need to communicate…
Search the web using Brave Search API. Use for research, current events, finding information online, fact-checking, or when you need to look something up.
Detect contamination and assess genome quality using CheckM, CheckM2, GTDB-Tk, and GUNC for metagenome-assembled genomes and isolate assemblies.
Detect sample contamination and cross-species reads using FastQ Screen. Screen reads against multiple reference genomes to identify bacterial, viral, adapter, or sample s — from…
Use when targeting Contemporary Accounting Research (CAR) or deciding whether an accounting manuscript fits this venue.
When two skills, agents, or independent research tracks produce conflicting verdicts on the same output, reads the conflict as a signal rather than an error and harvests new skill…
Context engineering tool for building AI agent systems. Use when developers need to design agent context strategies — system prompts, tool sets, examples, and runtime context…
Detect context drift, rehydration loops, hypothesis sprawl, scope creep, active-mode loss, and durable-state gaps. Recommend the smallest corrective action.
Universal context management and planning system. PROACTIVELY activate for: (1) ANY complex task requiring planning, (2) Multi-file projects/websites/apps, (3) Architecture…