Use when targeting 《科技进步与对策》(Science and Technology Progress and Policy — 湖北省科技信息研究院主办的科技创新政策半月刊, 1984 年创刊, 官网 kjjb.org 唯一在线投稿) or deciding whether a Chinese innovation-policy…
Principles and practices of communicating science to diverse audiences. Covers the CER (claims-evidence-reasoning) framework, lab report structure, peer review, scientific…
Provides Socratic science tutoring using conceptual change methodology -- guiding students from misconceptions to accurate understanding through analogy, evidence, and guided…
Science (AAAS) figure preparation: resolution (150-300+ DPI), formats (PDF/EPS/TIFF), RGB color, Myriad/Helvetica fonts, strict image manipulation policies including gamma…
Use when targeting Science Immunology (Sci Immunol) or deciding whether an immunology manuscript fits this AAAS specialist venue.
Use when targeting 《科学学与科学技术管理》(Science of Science and Management of S&T — 天津市科技发展战略研究院主办、中国科学学与科技政策研究会会刊, 1980 年创刊) or deciding whether a Chinese…
Use when targeting Science Robotics (Sci Robot) or deciding whether a robotics manuscript fits this AAAS venue.
Canonicalize option-only or short-form ScienceQA-style answers and compute deterministic accuracy.
Moves an object to one of two destination containers based on a numeric threshold check. Trigger after a measurement (e.g., temperature) is taken.
Executes a 'focus on OBJ' action on a specific object based on the outcome of a prior conditional evaluation.
Places an object into one of several designated containers based on a measured condition, such as a temperature threshold.
Determines if an object is electrically conductive by integrating it into a circuit and observing a light bulb. Triggered when classifying an object based on conductivity.
Moves an object from inventory to a specified container in a target room. Use when the task requires placing an item into a particular receptacle (e.g., 'move it to the orange…
Executes timed waiting using 'wait' or 'wait1' actions to advance the simulation clock. Use when a time-dependent process like plant growth, chemical reaction, or mechanical cycle…
Moves a tested or examined object into a designated container (e.g., a specific colored box) based on a determined property.
Places an object into a designated container (like a colored box) based on a test outcome. It should be triggered when the agent needs to finalize a task by storing an object…
Teleports the agent to a specified room within the ScienceWorld environment. Use when the agent needs to move between different locations to locate objects or access spec — from…
Use when you need to transfer a target substance into an appropriate container for processing (e.g., a pot for heating, a beaker for mixing).
Analyzes room observations to identify objects matching a given target description (e.g., 'living thing').
Analyzes user instructions in ScienceWorld environments to extract specific task requirements and constraints.
Biological data toolkit. Sequence analysis, alignments, phylogenetic trees, diversity metrics (alpha/beta, UniFrac), ordination (PCoA), PERMANOVA, FASTA/Newick I/O, for m — from…
Biological data toolkit. Sequence analysis, alignments, phylogenetic trees, diversity metrics (alpha/beta, UniFrac), ordination (PCoA), PERMANOVA, FASTA/Newick I/O, for m — from…
Biological data toolkit. Sequence analysis, alignments, phylogenetic trees, diversity metrics (alpha/beta, UniFrac), ordination (PCoA), PERMANOVA, FASTA/Newick I/O, for m — from…
Biological data toolkit. Sequence analysis, alignments, phylogenetic trees, diversity metrics (alpha/beta, UniFrac), ordination (PCoA), PERMANOVA, FASTA/Newick I/O, for m — from…
Master scikit-learn machine learning patterns including pipeline design, cross-validation, hyperparameter tuning, feature engineering, and model evaluation.
Time-to-event modeling with scikit-survival: Cox PH (elastic net), Random Survival Forests, Boosting, SVMs for censored data.
LLM completions (text and VLM) via scillm/Chutes.ai. Two main patterns: (1) VLM for image/figure/table description, (2) Text for batch extraction, summarization, JSON extraction.
Use when designing or reviewing SCIM-based user lifecycle provisioning into Salesforce from Okta, Azure AD / Entra, or another IdP — create/update/deactivate,…
Orchestrate parallel scientist agents for comprehensive analysis with AUTO mode — from Yeachan-Heo/oh-my-claudecode
Models and solves mixed-integer programs with PySCIPOpt/SCIP: binaries, capacities, routing, assignment, scheduling, packing, and linearized soft-penalty slacks.
Analyze single-cell TCR and BCR data integrated with gene expression using scirpy. Use when working with 10x Genomics VDJ data alongside scRNA-seq or when integrating imm — from…
Access Scite.ai Smart Citations to classify how a paper is cited (supporting, contrasting, mentioning) and assess scientific claims; use it when you need to evaluate a paper’s…
Text-to-speech with multiple backends (ElevenLabs, LuxTTS, gTTS, pyttsx3), smart local/relay routing, and MCP tools.
AI's camera — screen capture optimized for WSL/Windows. `capture(monitor=0)` grabs a single screenshot; `monitor(interval=10, duration=300)` runs a continuous capture loop.
Hash-based reproducibility verification for scientific pipelines. Use when verifying session runs, tracing provenance chains, auditing full DAGs, registering manuscript claims, or…
Configuration primitives for the SciTeX ecosystem — `PriorityConfig` (direct → yaml → env → default cascade for resolving any tunable), `ScitexConfig`+`get_config()` (YAML-based…
Small cv2-based image utilities. I/O (load/save/color-convert), transform (resize/rotate/flip/crop/pad), filters (blur/sharpen/edge/threshold/denoise), draw…
Datetime helpers — `linspace(start, end, n)` for evenly-spaced datetime arrays, `normalize_timestamp(s)` for canonical strings, `to_datetime(any)` for permissive parsing,…
Shared developer utilities for the SciTeX ecosystem — ecosystem management, version checking, bulk rename, docs aggregation, Result types, and HPC test runner.
Compatibility shim for the deprecated `scitex.gen` namespace. Most functions have moved to topical packages (`ci → scitex-stats.descriptive.ci`, `check_host/is_host/verify_host →…
Programmatic git operations — `clone_repo`, `git_init`, `git_commit`, `git_add_all`, `git_branch_rename`, `git_checkout_new_branch`, `find_parent_git`, `init_git_repo`,…
Universal file I/O supporting 30+ formats (CSV, NumPy, pickle, YAML, JSON, HDF5, images, figures, etc.). Use when loading or saving data files in scientific workflows.
Small linear-algebra helpers — `cdist`, `edist`, `euclidean_distance`, `cosine`, `nannorm`, `rebase_a_vec`, `three_line_lengths_to_coords`, `geometric_median` (optional torch).
Host-check helpers + safe file move. `check_host(name)` raises if not on the named machine; `is_host(name)` is the boolean version; `verify_host(...)` emits a warning.
pandas helpers extracted from the SciTeX ecosystem. `force_df(x)` coerces anything (Series, dict, list-of-dicts, ndarray) into a `DataFrame` with sensible column names.
Thin namespace alias — `import scitex_plt` resolves to the `figrecipe` package via `sys.modules` aliasing. `scitex_plt is figrecipe` is identity-equal.
Vanilla TS workspace shell framework + React app components for SciTeX apps. Use when building or customizing SciTeX workspace UIs, integrating shell panels, or using frontend…
Competitor content gap analysis — extracts ALL comments from competitor and your own YouTube videos, identifies what audiences want but aren't getting, ranks gaps by engagement,…
Scoop.it integration. Manage data, records, and automate workflows. Use when the user wants to interact with Scoop.it data.
Design a scope and sequence showing vertical and horizontal curriculum coherence across a programme or year.
Surface the scope boundaries (time period, population, context) of a problem statement and check whether they are explicit and defensible.
Use when a JIRA ticket's scope or assumptions should be questioned before estimation — when requirements feel over-engineered, under-specified, or worth challenging.
Handle new requests mid-project by making the trade-off visible rather than absorbing them silently. Use when a project is accumulating additions and the date is not moving.
Scope management for legal matters — baseline capture, in-flight change control, OOS documentation, and scope retrospective.
Gelen change request'i (kapsam değişikliği talebi) değerlendirir. Etki analizi, kaynak ihtiyacı, takvim ve bütçe etkisi, alternatif seçenekler ve sponsor onay tavsiyesi üretir.
Mid-task scope mirror. Use when the user says "scope check", "am I scope creeping", "how big has this gotten", "check the scope", or asks about the size of current work.
Use when selecting the current target, freezing scope, processing scope changes, or preventing feature creep.
Detects scope creep signals across active consulting engagements — requests that go beyond the agreed statement of work, informal additions accepted without change orders, and…
Scope Creep Frühwarnung: steuert Mandat wächst stillschweigend; Zusatzarbeit, Budget und Verantwortung rechtzeitig klären zwischen Kanzlei, Mandant und Rechtsabteilung mit…
Handle scope creep on client work without torching the relationship — classify the ask against the agreement, respond with the goodwill/change-order/renegotiate move that fits,…