Comments

explain-algorand-x402-python

by algorand-devrel

Explain the x402-avm Python package for Algorand payment protocol integration. Use when developers ask about x402 Python package structure, extras installation ([avm], [evm], [svm], [fastapi], [flask], [httpx], [requests], [all]), signer protocols (ClientAvmSigner, FacilitatorAvmSigner), async vs sync variants, registration patterns, or algosdk encoding boundaries. Strong triggers include "how does x402 work in Python?", "explain x402-avm Python package", "what extras do I install?", "ClientAvmSigner vs FacilitatorAvmSigner", "algosdk encoding in x402", "async vs sync x402 Python", "how do I sign Algorand transactions in x402?", "msgpack_decode expects base64".

ontology-validator

by HeshamFS

Validate material sample annotations and data structures against ontology constraints. Use when checking if CMSO annotations are correct, verifying that required properties are present, or validating that object property relationships have consistent domain and range. Catches unknown classes, unknown properties, domain mismatches, and missing required fields.

ljg-explain-concept

by lijigang

Deep concept anatomist that deconstructs any concept through 8 exploration dimensions (history, dialectics, phenomenology, linguistics, formalization, existentialism, aesthetics, meta-philosophy) and compresses insights into an epiphany. Use when user asks to explain, dissect, or deeply understand a concept, term, or idea. Produces org-mode output.

skill-installer

by alffei

Install skills into the global or workspace-specific skills directory from a curated list or a GitHub repo path. Use when a user asks to list installable skills, install a curated skill, or install a skill from another repo (including private repos).

hebrew-writer

by baldiga

v5 — Write Hebrew content indistinguishable from a native Israeli human. Generates, rewrites, or detects AI patterns in Hebrew text. 9-layer system with Variation Fingerprint Engine: Hebrew-first thinking, 55+ AI pattern detection, Israeli voice injection, linguistic precision, rhythm engineering, self-audit scoring (95/100 threshold), adaptive voice cloning (Key Tells + style-extreme passages + calibration loop), Soul Layer (נשמה עמוקה), and Versatility Engine (מנגנון המגוון). v5 adds: Pre-Write Commitment Oath (Step 0), Soul-First Planning (Step 4b), Tier 1 Violation Scanner (Step 6.5), Tier 1 auto-fail severity system in Self-Audit, reordered Quick-Check Checklist (Tier 1 items first). Enforcement rebuild — all rules from v1-v4 already existed; v5 ensures they execute. Grounded in PNAS 2025 register-leveling research, Antislop ICLR 2026 (8,000+ pattern taxonomy), MATTR lexical diversity, and Hebrew argumentative discourse stance research (Frontiers 2025). Use when: writing Hebrew content, humanizing Hebrew text, checking Hebrew text for AI tells, or matching someone's Hebrew writing voice. Triggers: "write in Hebrew", "Hebrew content", "כתוב בעברית", "humanize Hebrew", "sound Israeli", "Hebrew blog", "Hebrew article", "rewrite in Hebrew", "detect AI Hebrew", "תכתוב לי", "shadow writer"

spring-boot-scanner

by joaquimscosta

Smart code scanner that detects Spring Boot patterns and routes to appropriate skills. Use when editing Java or Kotlin files in Spring Boot projects, working with pom.xml/build.gradle containing spring-boot-starter, or when context suggests Spring Boot development. Detects annotations (@RestController, @Entity, @EnableWebSecurity, @SpringBootTest) to determine relevant skills and provides contextual guidance. Uses progressive automation - auto-invokes for low-risk patterns (web-api, data, DDD), confirms before loading high-risk skills (security, testing, verify).

budtender

by SimHacker

Cannabis-specialized bartender — strains, terpenes, edibles, rolling

ios-ux-prototype

by tddworks

Create interactive iOS/mobile app UX flow prototypes as HTML documents with realistic phone mockups. Use when: (1) Visualizing user journeys and navigation flows, (2) Creating mobile app wireframes, (3) Documenting screen-to-screen navigation patterns, (4) Presenting iOS UI designs with annotations, (5) Prototyping app architecture before implementation. Generates self-contained HTML files with iOS-native styling, phone frames, flow arrows, and callout annotations.

explain

by Terryc21

'Deep-dive explanation of how a specific file, feature, or data flow works. Triggers: "explain", "how does X work", "walk me through", "what does this do".'

code-explanation

by joaquimscosta

Explains complex code through clear narratives, visual diagrams, and step-by-step breakdowns. Use when user asks to explain code, understand algorithms, analyze design patterns, wants code walkthroughs, or mentions "explain this code", "how does this work", "code breakdown", or "understand this function".

robotframework-libdoc-explain

by manykarim

Explain Robot Framework keywords and their arguments from library/resource/suite documentation. Use when asked how to use a keyword, what arguments it takes, or to retrieve detailed keyword docs from libdoc across one or more libraries/resources.

check-comments

by dykyi-roman

Analyzes PHP code for comment quality issues. Detects missing PHPDoc, outdated comments, commented-out code, opportunities for self-documenting code.

accelint-ts-documentation

by gohypergiant

Audit and improve JavaScript/TypeScript documentation including JSDoc comments (@param, @returns, @template, @example), comment markers (TODO, FIXME, HACK), and code comment quality. Use when asked to 'add JSDoc', 'document this function', 'audit documentation', 'fix comments', 'add TODO/FIXME markers', or 'improve code documentation'.

interviewing

by dhruvbaldawa

Systematic questioning to clarify requirements, goals, and constraints. Use when there's ambiguity about what the user wants, hidden complexity needs uncovering, or you need to understand before proceeding. Triggers on unclear requirements, vague goals, or when other skills encounter fundamental ambiguity.

Algorithmic Trading

by omer-metin

explaining-code

by Geeksfino

Explains code clearly and thoroughly. Use when asked to explain, clarify, or teach about code snippets, functions, or concepts.

critical-reasoning

by andrewgleave

Apply critical rationalist epistemology (Popper, Deutsch) to evaluate reasoning, identify errors, and refine understanding. Use when the user explicitly requests help with reasoning - phrases like "help me think this through", "does this make sense", "any flaws in this", "what am I missing", "critique this", "is this reasoning sound", "stress test this idea", "devil's advocate", or any request to evaluate arguments, identify logical problems, or improve thinking. Also use when errors in reasoning are significant enough to materially affect the user's goals, even if not explicitly requested.

moscow

by neurofoo

MoSCoW prioritization categorizing items as Must have, Should have, Could have, or Won't have. Use for scope definition, feature prioritization, or when everything feels equally important.

feynman

by neurofoo

Feynman Technique for deep learning—explain a concept simply, identify gaps, fill them, then refine. Use when learning something new, testing understanding, or preparing to teach.

comment-mode

by shipshitdev

Granular feedback on drafts without rewriting. Generates highlighted HTML with click-to-reveal inline comments. Use when user says "comment on this", "leave comments on", "give feedback on", or asks for feedback on a draft. Supports multiple lenses—editor feedback, POV simulation ("as brian would react"), or focused angles ("word choice only", "weak arguments"). A granular alternative to rewrites that lets users review feedback incrementally without losing their voice.

ljg-explain-words

by lijigang

Deep-dive English word mastery tool. Deconstructs a single English word into core semantics and epiphany. Use when user asks to explain/master a specific English word. Do NOT use for Chinese concepts or multi-word ideas (use ljg-explain-concept).

explain-concepts

by ThepExcel

Explains difficult concepts using master teaching methodologies (Feynman, Socratic, Cognitive Load, Dual Coding). Use when user asks to explain a concept, "I don't understand X", ELI5 requests, "what is X", "how does X work".

clustermarkers

by pwwang

Finds differentially expressed genes (markers) for clusters of T/B cells using Seurat's FindMarkers function. Performs statistical testing between clusters, identifies cluster-defining genes, and automatically runs pathway enrichment analysis (via Enrichr) on significant markers. Generates publication-ready visualizations including volcano plots, dot plots, heatmaps, and enrichment plots.

celltypeannotation

by pwwang

Annotates cell clusters with biological cell type labels using multiple methods: direct assignment, ScType, scCATCH, hitype, or CellTypist. This process is essential for interpreting clustering results by assigning meaningful biological identities to each cluster.