Acts as a peer review assistant to evaluate bioinformatics manuscripts. Identifies missing baselines, methodological flaws, and data leakage.
Critique academic figures for print quality, accessibility, legibility, visual encoding, and statistical presentation.
Critique an academic manuscript for novelty, methodological rigor, causal claims, data quality, generalizability, mechanism, and presentation.
Use when identifying collaboration opportunities across fields, finding experts in complementary disciplines, translating methodologies between scientific domains, or building…
Use when when you have submitted the same MS/MS spectrum query to multiple domain-specific MASST tools and need to compare matches, combine ranked results, or generate…
Find creative inspiration from parallel industries where your avatar exists. Use when you need fresh angle ideas, want to break out of industry conventions, or are looking for…
Use when when you have predicted retention times from a DNN model trained on one chromatographic method (CM) and need to rank or filter metabolite candidates on a different…
Use when when cataloging a suite of related bioinformatics tools or web applications (particularly in domains like metabolomics, microbiology, or systems biology) and you need to…
cross-source-review — a same-family (同源, fresh-context) + different-family (异源) cross multi-round review engine that drives a doc-shaped artifact to SUBSTANTIVE convergence.
Use when when preparing augmented training data for a Siamese rescore model that must learn to rank correct molecular formulas above incorrect ones;
Use SandBase Multi-Source Search to fact-check claims across independent web and academic sources, record disagreements, score confidence, and validate a structured evidence…
Use when you have an experimental mass spectrum (query) and a set of molecular candidate structures, and you need to rank the candidates by how well their predicted spectral…
Use when the user explicitly invokes CrossFrame Suite for Chinese structural diagnosis workflows across relationships, organizations, public issues, philosophy, research, or essay…
Access CrossRef metadata for scholarly works; use when you need to resolve a DOI or search CrossRef to retrieve bibliographic details, citation/reference counts, or funder…
Start (or promote) a crystal — an in-repo workitem under //workitem.md that anchors long-running sessions and prevents loss of sidetracks, decisions, and deferred…
Turn a process from the turn that just finished into a reusable skill. A skill captures a stable process -- SKILL.md prose describing the recipe, with scripts for deterministic…
Designs chaos experiments, creates failure injection frameworks, and facilitates game day exercises for distributed systems — producing runbooks, experiment manifests, ro — from…
Use when building game systems, implementing Unity/Unreal Engine features, or optimizing game performance.
Designs and implements production-grade ML pipeline infrastructure: configures experiment tracking with MLflow or Weights & Biases, creates Kubeflow or Airflow DAGs for t — from…
Computer science research standards including algorithm complexity analysis, benchmark standards, and artifact evaluation
UX research agent for research planning, persona generation, journey mapping, and usability test analysis
Extract a CSAG (Conditional Scientific Argumentation Graph) from a manuscript using the canonical argumentation spine (Assertions, EvidenceItems, EvidenceLinks, InferenceSteps)…
Use when designing or auditing the empirical work behind a CSCW paper — interview and ethnographic rigor, trace and log analysis, surveys, deployments, and mixed methods —…
在为《计算机科学》(Computer Science, JSJKX) 设计与呈现实验章节时调用。本刊是计算机全学科中文综合月刊(CCF 会刊、B 类、T2…
CSP (Custom Shaders Patch) Lua API reference for Assetto Corsa modding. Use when working with ac.*, ui.*, render.*, physics.* APIs or any CSP Lua code.
Create a structured specification with testable invariants for a new feature. Researches current best practices before writing invariants. Adapts format to workflow intensity.
自然语言分析CSV/Excel,统计/筛选/异常/图表。Analyze CSV files with simple commands. Get instant statistics, filter data, detect anomalies, and e。适用于多种工作场景,提供专业的能力支持。支持多种输入格式,输出结构化结果,适配独立开发者与小型团队。
Profile a CSV or TSV file with a bundled script (column types, nulls, distinct counts, ranges and statistics, candidate keys, ragged and duplicate rows, mixed types, whitespace)…
Use when you have generated or curated a lipid spectral library (with precursor m/z, adduct information, charge states, retention times, and fragmentation patterns) and need to…
Use when the empirical identification strategy is the bottleneck for a 《财贸经济》 manuscript — fiscal / tax / financial / trade policy shocks and firm- / city- / bank-level…
Use when drafting or revising the literature-review section for a 《财贸经济》 manuscript, when the Chinese / English reference balance is off, or when canonical fiscal / financial /…
ALWAYS USE when building semantic layer, working with metrics/dimensions, or integrating dbt with Cube consumption APIs.
CUDA-Q onboarding guide for installation, test programs, GPU simulation, QPU hardware, and quantum applications.
Use for GPU-accelerated data analysis on datasets, CSVs, or tabular data using NVIDIA cuDF. Triggers when tasks involve groupby aggregations, statistical summaries, anomaly…
Use this to autonomously populate Martinique_DB. Takes a cultural topic from the 6 CoT circles, runs a deep research loop using gpt-researcher or web search, structures findings…
One curation pass over a research/doc cluster — reconcile the project's index doc (e.g. INDEX.md) against the docs and scripts actually on disk (add missing entries in the house…
Scaffold a PROF-S source/curator profile for a research-corpus discovery curator (account/feed) from its handle. Runs via `aiwg corpus curator-init`.
Report research-corpus discovery curators (PROF-S) ranked by yield (return-to score = inducted-ref-count × avg GRADE), with revisit-cadence staleness and a discovery-orphan check.
Conduct art historical research, provenance investigation, and scholarly analysis to inform exhibitions, acquisitions, and publications using primary and secondary sources
Use when defending the research design of a Current Anthropology (CA) manuscript — fieldwork and participant observation, interview and archival design for…
Use when targeting Current Biology or deciding whether a general-biology manuscript fits this venue. Encodes the journal's fit, framing, method-and-evidence bar, house style,…
Research subject matter, align to educational standards, map prerequisites, and recommend learning theories for curriculum design.
Run a research-first, multi-perspective debate to explore complex technical decisions (trade-offs, architecture choices, integration strategies) using concrete codebase e — from…
Run a research-first, multi-perspective debate to explore complex technical decisions (trade-offs, architecture choices, integration strategies) using concrete codebase e — from…
Lightweight agent for fetching library documentation without cluttering your main conversation context.
Analyze session replay patterns across experiment variants to understand user behavior differences. Use when the user wants to see how users interact with different exper — from…
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…
Guides agents through the 3-step experiment creation flow: defining the hypothesis, configuring rollout, and setting up analytics.
Diagnoses bias, anomalies, and strange-looking results on a specific PostHog experiment. Covers empty / 0-exposure experiments, sample ratio mismatch, identity fragmentation,…
Resolves a PostHog experiment reference from natural language to a concrete experiment ID by browsing `experiment-list` (not feature-flag tools), with disambiguation when — from…
Guides experiment state transitions: launching, pausing, resuming, ending, shipping variants, archiving, resetting, and duplicating.
Required reading before writing any HogQL/SQL or calling execute-sql against PostHog. Use whenever the user wants to search, find, or do complex aggregations PostHog entities…
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.
Full Sentry SDK setup for Elixir. Use when asked to \"add Sentry to Elixir\", \"install sentry for Elixir\", or configure error monitoring, tracing, logging, or crons for Elixir,…
Build production-ready Tavily integrations with best practices baked in. Reference documentation for developers using coding assistants (Claude Code, Cursor, etc.) to imp — from…
Internal guidance for composing cursor-agent prompts and picking models for coding, review, diagnosis, and research tasks inside the Cursor Claude Code plugin
Comprehensive customer feedback framework including NPS, CSAT, CES surveys, exit interviews, user research, feature request management with RICE prioritization, feedback analysis,…
Use to plan, sharpen, run, or make sense of customer discovery interviews — plan an interview (set a learning goal, choose who to talk to, write a screener, build a recruiting…
Load when the user asks about customer research, survey questions, the Billion-Dollar Data Funnel, user testing, competitor analysis, or phrases like "what should I ask…