Browse Skills — Page 122

massenentlassung-17-kschg

Klotzkette/claude-fuer-deutsches-recht

Pruefraster fuer Massenentlassungs-Anzeige nach § 17 KSchG. Schwellenwerte abhaengig von Betriebsgroesse mehr als zwanzig Arbeitnehmer mit gestaffelter Schwelle. Konsultation Betriebsrat zwei Wochen Frist § 17 Abs. 2 KSchG. Anzeige Agentur fuer Arbeit § 17 Abs. 1 KSchG mit Pflichtangaben Sperrfrist ein Monat vor Wirksamkeit. Folge bei Verstoss Unwirksamkeit der Kuendigungen BAG GS 1/12 und Folgerechtsprechung EuGH C-188/03 Junk. Strafbarkeit § 17 KSchG keine direkt aber Unwirksamkeit zivilrechtlich verheerend. Bezug Sozialplan und Interessenausgleich § 111 BetrVG bei Betriebsaenderung.

mastering-engineer

bitwize-music-studio/claude-ai-music-skills

Guides audio mastering for streaming platforms including loudness optimization and tonal balance. Use when the user has approved tracks and wants to master audio files.

mastra

TerminalSkills/skills

>-

matched-filtering

elizaOS/eliza

Matched filtering techniques for gravitational wave detection. Use when searching for signals in detector data using template waveforms, including both time-domain and frequency-domain approaches. Works with PyCBC for generating templates and performing matched filtering.

matchms

K-Dense-AI/scientific-agent-skills

Spectral similarity and compound identification for metabolomics. Use for comparing mass spectra, computing similarity scores (cosine, modified cosine), and identifying unknown compounds from spectral libraries. Best for metabolite identification, spectral matching, library searching. For full LC-MS/MS proteomics pipelines use pyopenms.

matchup-win-probability-sim

lyndonkl/claude

Computes P(we win at least K of N categories) for a head-to-head categorical matchup via Monte-Carlo simulation or Poisson-binomial approximation. Domain-neutral — works for any fantasy sport with H2H Categories scoring (MLB, NBA, NHL) or any zero-sum per-category competition. Use when you need matchup_win_probability, per_cat_win_probability, expected_cats_won, or variance_estimate; or when user mentions "matchup win probability", "head to head simulation", "Monte Carlo matchup", "Poisson binomial matchup", "P win 6 of 10", "category matchup simulation", or "weekly win probability".

matematico-tao

diegosouzapw/awesome-omni-skills

Prof. Euler \u2014 Matem\u00e1tico Ultra-Avan\u00e7ado workflow skill. Use this skill when the user needs Matem\u00e1tico ultra-avan\u00e7ado inspirado em Terence Tao. An\u00e1lise rigorosa de c\u00f3digo e arquitetura com teoria matem\u00e1tica profunda: teoria da informa\u00e7\u00e3o, teoria dos grafos, complexidade computacional, \u00e1lgebra linear, an\u00e1lise estoc\u00e1stica, teoria das categorias, probabilidade bayesiana e l\u00f3gica formal and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

matematico-tao-v2

diegosouzapw/awesome-omni-skills

Prof. Euler \u2014 Matem\u00e1tico Ultra-Avan\u00e7ado workflow skill. Use this skill when the user needs Matem\u00e1tico ultra-avan\u00e7ado inspirado em Terence Tao. An\u00e1lise rigorosa de c\u00f3digo e arquitetura com teoria matem\u00e1tica profunda: teoria da informa\u00e7\u00e3o, teoria dos grafos, complexidade computacional, \u00e1lgebra linear, an\u00e1lise estoc\u00e1stica, teoria das categorias, probabilidade bayesiana e l\u00f3gica formal and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

material-contract-schedule

anthropics/claude-for-legal

>

material-density-volume-calculation

InternScience/scp

Calculate material density and volume from mass and geometric dimensions for materials mechanics analysis.

math-olympiad

anthropics/claude-plugins-official

1. **Strip thinking before verifying** — a verifier that sees the reasoning is biased toward agreement. Fresh context, cleaned proof only. 2. **"Does this prove RH?"** — if your theorem's specialization to ζ is a famous open problem, you have a gap. Most reliable red flag. 3. **Short proof → extract the general lemma** — try 2×2 counterexamples. If general form is false, find what's special about THIS instance. 4. **Same gap twice → step back** — the case split may be obscuring a unified argument. Three lines sometimes does what twelve pages couldn't. 5. **Say "no confident solution"** — wrong-and-confident is worse than honest abstain.

matlab

K-Dense-AI/scientific-agent-skills

MATLAB and GNU Octave numerical computing for matrix operations, data analysis, visualization, and scientific computing. Use when writing MATLAB/Octave scripts for linear algebra, signal processing, image processing, differential equations, optimization, statistics, or creating scientific visualizations. Also use when the user needs help with MATLAB syntax, functions, or wants to convert between MATLAB and Python code. Scripts can be executed with MATLAB or the open-source GNU Octave interpreter.

matplotlib

K-Dense-AI/scientific-agent-skills

Low-level plotting library for full customization. Use when you need fine-grained control over every plot element, creating novel plot types, or integrating with specific scientific workflows. Export to PNG/PDF/SVG for publication. For quick statistical plots use seaborn; for interactive plots use plotly; for publication-ready multi-panel figures with journal styling, use scientific-visualization.

matplotlib-v2

diegosouzapw/awesome-omni-skills

Matplotlib workflow skill. Use this skill when the user needs Matplotlib is Python's foundational visualization library for creating static, animated, and interactive plots and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

matrix-construction

yogsoth-ai/de-anthropocentric-research-engine

Build n-dimensional morphological matrix

matter-briefing

anthropics/claude-for-legal

Deep briefing on one matter — current posture, what's changed, next deadline, open questions, and a risk re-assessment check, ready before a GC update or outside counsel call. Use when the user says "brief me on [matter]", "where are we on [matter]", or needs a read on a specific matter.

matter-close

anthropics/claude-for-legal

Close a matter — capture outcome, final exposure, and lessons, then archive it out of the active portfolio without deleting the record. Use when the user wants to close a matter, says "[matter] is done", or needs to record a settlement, dismissal, judgment, withdrawal, or consolidation outcome.

matter-intake

anthropics/claude-for-legal

Intake a new matter — uniform questions covering identification, conflicts, source, risk triage, materiality, outside counsel, owners, legal hold, and key dates; writes matter.md and history.md and appends a structured row to _log.yaml. Use when the user says "new matter", "intake this matter", or wants to bring a new matter into the portfolio.

matter-update

anthropics/claude-for-legal

Append a dated event to a matter's history file and refresh the log row — captures new developments, status changes, risk re-assessments, deadline shifts, and settlement authority changes. Use when the user wants to log an update on a matter, note a development, or record a status change against the portfolio.

matter-workspace

anthropics/claude-for-legal

>

maturation-pathway-design

yogsoth-ai/de-anthropocentric-research-engine

Design path to readiness using Stage-Gate, Technology Roadmapping, and milestone planning methods.

maturity-diagnosis

yogsoth-ai/de-anthropocentric-research-engine

Assess current readiness of candidates using TRL 9-level, NASSS 7-dimension, and Innovation Readiness Level frameworks.

maven-build-lifecycle

elizaOS/eliza

Use when working with Maven build phases, goals, profiles, or customizing the build process for Java projects.

maven-dependency-management

elizaOS/eliza

Use when managing Maven dependencies, resolving dependency conflicts, configuring BOMs, or optimizing dependency trees in Java projects.

maven-plugin-configuration

elizaOS/eliza

Use when configuring Maven plugins, setting up common plugins like compiler, surefire, jar, or creating custom plugin executions.

maven-search

partme-ai/full-stack-skills

Provides comprehensive guidance for searching and retrieving Maven components from Maven Central Repository (https://repo1.maven.org/maven2/). This skill enables searching by groupId, artifactId, version, and other coordinates, retrieving component metadata (POM files, JARs, sources, Javadoc), querying version history, and analyzing dependencies. Use when the user needs to find, verify, or retrieve Maven dependencies, check component versions, analyze dependency trees, or work with Maven coordinates.

maxia

diegosouzapw/awesome-omni-skills

MAXIA \u2014 AI-to-AI Marketplace on Solana workflow skill. Use this skill when the user needs Connect to MAXIA AI-to-AI marketplace on Solana. Discover, buy, sell AI services. Earn USDC. 13 MCP tools, A2A protocol, DeFi yields, sentiment analysis, rug detection and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

maxia-v2

diegosouzapw/awesome-omni-skills

MAXIA \u2014 AI-to-AI Marketplace on Solana workflow skill. Use this skill when the user needs Connect to MAXIA AI-to-AI marketplace on Solana. Discover, buy, sell AI services. Earn USDC. 13 MCP tools, A2A protocol, DeFi yields, sentiment analysis, rug detection and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

mboum-automation

ComposioHQ/awesome-claude-skills

"Automate Mboum tasks via Rube MCP (Composio). Always search tools first for current schemas."

mcp

vercel-labs/json-render

MCP Apps integration for json-render. Use when building MCP servers that render interactive UIs in Claude, ChatGPT, Cursor, or VS Code, or when integrating json-render with the Model Context Protocol.

MCP Integration

anthropics/claude-code

This skill should be used when the user asks to "add MCP server", "integrate MCP", "configure MCP in plugin", "use .mcp.json", "set up Model Context Protocol", "connect external service", mentions "${CLAUDE_PLUGIN_ROOT} with MCP", or discusses MCP server types (SSE, stdio, HTTP, WebSocket). Provides comprehensive guidance for integrating Model Context Protocol servers into Claude Code plugins for external tool and service integration.

mcp-agent-connect

aAAaqwq/AGI-Super-Team

Connect to an AI agent via MCP using their mcp_url from CRM. Discovers capabilities via agent.json, registers MCP server, and enables tool-based communication.

mcp-attribution-worktree

TencentCloudBase/CloudBase-MCP

Triage, repair, and close MCP attribution issues from the local report API with evidence-driven decisions and isolated Worktrunk worktrees. Use this skill when Codex needs to process `tool` attribution issues and skills-related attribution issues, inspect related runs, decide whether the issue is actionable in `mcp/src` or `config/source/skills`, update attribution fields as `owner=codex`, and then complete the fix loop through GitHub issue tracking, worktree-based code changes, PR submission, and follow-up iteration when the problem is repairable.

mcp-builder

ComposioHQ/awesome-claude-skills

Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).

mcp-builder

anthropics/skills

Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).

mcp-builder-ms

diegosouzapw/awesome-omni-skills

MCP Server Development Guide workflow skill. Use this skill when the user needs building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK) and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

mcp-builder-ms-v2

diegosouzapw/awesome-omni-skills

MCP Server Development Guide workflow skill. Use this skill when the user needs building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK) and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

mcp-builder-v2

diegosouzapw/awesome-omni-skills

MCP Server Development Guide workflow skill. Use this skill when the user needs Create MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. The quality of an MCP server is measured by how well it enables LLMs to accomplish real-world tasks and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

mcp-builder-v3

diegosouzapw/awesome-omni-skills

MCP Server Development Guide workflow skill. Use this skill when the user needs Create MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. The quality of an MCP server is measured by how well it enables LLMs to accomplish real-world tasks and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

mcp-builder-v4

diegosouzapw/awesome-omni-skills

MCP Server Development Guide workflow skill. Use this skill when the user needs Create MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. The quality of an MCP server is measured by how well it enables LLMs to accomplish real-world tasks and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

obra/mcp-cli

obra/superpowers-lab

Use MCP servers on-demand via the mcp CLI tool - discover tools, resources, and prompts without polluting context with pre-loaded MCP integrations

github/mcp-cli

github/awesome-copilot

Interface for MCP (Model Context Protocol) servers via CLI. Use when you need to interact with external tools, APIs, or data sources through MCP servers, list available MCP servers/tools, or call MCP tools from command line.

mcp-client

TerminalSkills/skills

>-

mcp-copilot-studio-server-generator

github/awesome-copilot

'Generate a complete MCP server implementation optimized for Copilot Studio integration with proper schema constraints and streamable HTTP support'

mcp-create-adaptive-cards

github/awesome-copilot

'Skill converted from mcp-create-adaptive-cards.prompt.md'

mcp-create-declarative-agent

github/awesome-copilot

'Skill converted from mcp-create-declarative-agent.prompt.md'

mcp-deploy-manage-agents

github/awesome-copilot

'Skill converted from mcp-deploy-manage-agents.prompt.md'

mcp-installer

openakita/openakita

Install, configure, and add MCP servers to the OpenAkita system. Use when the user needs to install MCP packages (npm/pip/uvx), connect remote HTTP/SSE MCP services, set up custom local MCP servers, or manage MCP server configuration and lifecycle.

mcp-manager

aAAaqwq/AGI-Super-Team

MCP 服务器智能管理助手。自动检测 MCP 可用性、智能开关、功能问答，提供人性化的 MCP 管理体验。

mcp-patterns

yonatangross/orchestkit

MCP server building, advanced patterns, and security hardening. Use when building MCP servers, implementing tool handlers, adding authentication, creating interactive UIs, hardening MCP security, or debugging MCP integrations.

mcp-pulse

aaronjmars/aeon

Weekly tracker for the Model Context Protocol (MCP) ecosystem — new server implementations, adoption velocity, npm/GitHub signals, and protocol evolution. Thesis check — is MCP becoming the default tool-call rail for agents?

mcp-security

wgpsec/AboutSecurity

|

mcp-security-audit

github/awesome-copilot

|

mcp-server-builder

alirezarezvani/claude-skills

Design and ship production-ready MCP (Model Context Protocol) servers from OpenAPI contracts instead of hand-written tool wrappers. Python and TypeScript support, schema validation, safe evolution. Use when exposing an existing API as an MCP server, building tool integrations for Claude or Codex or Cursor, or scaffolding an MCP project from scratch.

mcp-server-patterns

affaan-m/ECC

Build MCP servers with Node/TypeScript SDK — tools, resources, prompts, Zod validation, stdio vs Streamable HTTP. Use Context7 or official MCP docs for latest API.

mcp-setup

vellum-ai/vellum-assistant

Add, authenticate, list, and remove MCP (Model Context Protocol) servers

mcp-tool-developer

diegosouzapw/awesome-omni-skills

MCP Tool Developer workflow skill. Use this skill when the user needs Build Model Context Protocol (MCP) servers and tools from scratch. Full-stack MCP development with TypeScript/Python, testing, deployment, and registry publishing and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

mcp-tool-developer-v2

diegosouzapw/awesome-omni-skills

MCP Tool Developer workflow skill. Use this skill when the user needs Build Model Context Protocol (MCP) servers and tools from scratch. Full-stack MCP development with TypeScript/Python, testing, deployment, and registry publishing and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

mcp-tool-discovery

serac-labs/serac

Use tool_search to discover and enable lazy-loaded Serac MCP tools (snow_*, jira_*, github_*, etc). Explains naming conventions, search strategies, and always-available activity tools.

mcp-visual-output

yonatangross/orchestkit

Interactive MCP visual output via @json-render/mcp. Upgrade plain JSON tool responses to interactive dashboards rendered in sandboxed iframes inside Claude, Cursor, and ChatGPT conversations. Covers createMcpApp(), registerJsonRenderTool(), CSP config, streaming, and dashboard component patterns. Use when building MCP servers that return visual output, upgrading existing MCP tools with interactive UI, or creating eval/monitoring dashboards.

mcporter

openclaw/openclaw

List, configure, authenticate, call, and inspect MCP servers/tools with mcporter over HTTP or stdio.

mcstatus

aAAaqwq/AGI-Super-Team

生成 Agent 与 Cron 的模型配置状态报告，展示主模型、fallback 链和任务分配情况。

md-document

alirezarezvani/claude-skills

Converts long-form markdown (specs, RFCs, reports, plans, explainers) into a single-file, lightly-interactive HTML document with sticky TOC, scrollspy, search filter, code-copy buttons, and design-system-driven brand tokens. Triggers when the markdown-html-orchestrator classifies an input as DOCUMENT, or when invoked directly via /cs:md-document. Reads the design-system config via config_loader.py and inlines the user's 12 derived CSS custom properties; refuses to render if onboarding hasn't run. Single-file output — Google Fonts + Prism.js CDN are the only externals; no framework runtime, no build step. Use after orchestrator routing or after design-system onboarding is confirmed.

md-review

alirezarezvani/claude-skills

Converts a markdown PR writeup or code review (one with ```diff fenced blocks and severity-tagged > [!BLOCKER]/[!MAJOR]/[!MINOR]/[!NIT] callouts) into a single-file 2-column HTML review — unified-diff on the left, severity-tagged annotation cards on the right, top jump-nav listing every finding, mandatory named reviewer footer. Triggers when the markdown-html-orchestrator classifies an input as REVIEW, or when invoked directly via /cs:md-review. Refuses without explicit --reviewer (a code review must name a human), refuses if no diff hunks present (route to md-document instead), and refuses to encode severity in color only (every badge ships color + icon + aria-label per WCAG 1.4.1). Use after orchestrator routing.

md-slides

alirezarezvani/claude-skills

Converts a markdown deck (slides separated by `---` HR boundaries or by `# ` H1 headings, with optional `<!-- notes: ... -->` presenter notes blocks) into a single-file HTML presentation with arrow-key / space / PgDn / PgUp / Home / End / P / Esc keyboard navigation, presenter mode (split view with current slide + speaker notes + clock + next-slide preview), URL-hash deep linking, and `@media print` page-per-slide for PDF export. Triggers when the markdown-html-orchestrator classifies an input as SLIDES, or when invoked directly via /cs:md-slides. Reuses md-document's markdown parser for slide-body rendering and reads design-system tokens via config_loader.py. Refuses if input has no clear slide boundaries, produces a 1-slide deck, or `--strict-notes` is on with < 50% notes coverage. Use after orchestrator routing.

md-to-docx

github/awesome-copilot

Convert Markdown files to professionally formatted Word (.docx) documents with embedded PNG images — pure JavaScript, no external tools required

md2word

cat-xierluo/legal-skills

Markdown转Word文档技能。将Markdown文档转换为符合中文排版标准的专业格式Word文档，支持多种预设格式。适用于正式文档、论文、报告等需要规范排版的文档转换。

mdr-745-specialist

alirezarezvani/claude-skills

EU MDR 2017/745 compliance specialist for medical device classification, technical documentation, clinical evidence, and post-market surveillance. Covers Annex VIII classification rules, Annex II/III technical files, Annex XIV clinical evaluation, Art. 86 PSUR schedules, and EUDAMED integration. Use when classifying a medical device under MDR, building or gap-checking a technical file, planning clinical evaluation or PMS/PSUR cadence, or preparing for notified body review (e.g., 'what class is my device under MDR', 'review my PSUR schedule').

measure

ghaida/intent

>

measurement-error-analysis

InternScience/scp

Analyze measurement errors, uncertainties, and statistical variations in experimental data for quality control.

mechanism-extraction

yogsoth-ai/de-anthropocentric-research-engine

SOP: 从理论中提取因果机制链

mechanism-flowchart

aipoch/medical-research-skills

Generates Mermaid flowchart code and visual diagrams for pathophysiological.

mechanism-to-validation-planner

aipoch/medical-research-skills

Extends a mechanistic or association-level biomedical finding into a staged validation pathway that moves from descriptive evidence toward stronger functional support, mechanistic specificity, and clinical relevance. Use this skill when a user has a pathway, biomarker, cell-state, target, mechanism, or association finding and needs to decide what should be validated next, in what order, and which evidence layers are necessary versus optional. Do not default to maximal validation stacks. Build a structured validation ladder with a primary route, stronger upgrade route, and optional extensions.

medcat

mkurman/zorai

Medical Concept Annotation Toolkit. Trainable NLP for extracting clinical concepts from unstructured text. Supports ICD-10, SNOMED CT, RxNorm, UMLS. Active learning for custom medical ontologies.

medchem

K-Dense-AI/scientific-agent-skills

Medicinal chemistry filters. Apply drug-likeness rules (Lipinski, Veber), PAINS filters, structural alerts, complexity metrics, for compound prioritization and library filtering.

meddic-scorecard

guia-matthieu/clawfu-skills

Create and maintain MEDDIC/MEDDPICC deal scorecards for pipeline hygiene, forecast accuracy, and deal coaching

media-accessibility

Community-Access/accessibility-agents

Video, audio, and streaming media accessibility reference. WebVTT/SRT/TTML caption formats, audio description patterns, accessible media player ARIA, WCAG 1.2.x criteria mapping, caption quality guidelines, and live captioning integration.

media-buying

TerminalSkills/skills

>-

media-pitch

mohitagw15856/pm-claude-skills

Write a media pitch or press outreach email for any story or announcement. Use when asked to write a media pitch, journalist outreach email, press pitch, or story angle for PR. Produces a concise pitch with a compelling news angle, journalist-specific hook, and clear call to action.

media-plan

indranilbanerjee/digital-marketing-pro

Create a paid media plan. Use when: building media buy schedules, cross-channel budget allocation, or creative rotation calendars.

media-processing

vellum-ai/vellum-assistant

Ingest and process media files (video, audio, image)

media-search

taracodlabs/aiden

Find and play music/videos via youtube_search + open_url

media-writer

TestAny-io/testany-agent-skills

Social media writing, content creation, 自媒体写作。Use when: 需要写微信公众号/知乎/小红书/LinkedIn/Medium/Reddit 文章。

mediawiki-wikitext

kongyo2/mediawiki-wikitext-skill

MediaWiki Wikitext markup language for Wikipedia and wiki-based sites. Use when creating or editing wiki articles, generating wikitext content, working with wiki tables/templates/references, or converting content to wikitext format. Triggers on requests mentioning Wikipedia, MediaWiki, wikitext, wiki markup, or wiki article creation.

medical-case-interpreter

aipoch/medical-research-skills

Generates compliant medical case report articles for WeChat.

medical-case-report-generator

aipoch/medical-research-skills

Generates a patient-friendly medical case report tweet from case images and disease name. Use when the user provides a medical case image and wants a structured report or tweet.

medical-coding

mkurman/zorai

Medical code mapping and classification tools. ICD-10-CM/PCS, CPT, SNOMED CT, HCPCS, LOINC, RxNorm. Code validation, mapping between terminologies, HCC risk adjustment, and reimbursement modeling.

medical-cv-resume-builder

aipoch/medical-research-skills

Use medical cv resume builder for academic writing workflows that need structured execution, explicit assumptions, and clear output boundaries.

medical-device-mdr-auditor

aipoch/medical-research-skills

Audit medical device technical files against EU MDR 2017/745 regulations.

medical-email-polisher

aipoch/medical-research-skills

Transforms rough email drafts into polished, professional medical correspondence.

medical-english-precision-editor

aipoch/medical-research-skills

Improves medical English precision without changing the underlying facts, evidence boundaries, or intended scientific meaning.

medical-research-algorithm-matcher

aipoch/medical-research-skills

Matches a user’s biomedical research direction, disease problem, study aim, data modality, and resource constraints to the most relevant recent algorithms and method papers. Always search real recent algorithm literature first, prioritize the last 12 months, expand to 1–3 years only when needed, and add canonical baselines only when necessary. Every formal algorithm recommendation must include the verified primary method paper, plus published downstream papers that actually cite/use the algorithm when such papers are found, with DOI when available. Never fabricate papers, algorithm names, authors, journals, years, DOI, PMID, links, or benchmark claims. If no directly verified algorithm paper is found, say so explicitly.

medical-research-gap-finder

aipoch/medical-research-skills

Identifies real, evidence-audited, topic-specific research gaps in medical research by first retrieving and verifying literature from trusted sources, then mapping the current evidence landscape, rejecting pseudo-gaps, and converting only medium/high-confidence gaps into study-ready research opportunities. Always require real literature retrieval before formal gap claims. Never fabricate references, metadata, or findings.

medical-research-gap-to-study-planner

aipoch/medical-research-skills

Converts an audited medical research gap into a complete, structured, gap-traceable study design. Always use this skill whenever a user already has one or more candidate research gaps and wants to transform them into an executable biomedical research plan rather than re-run broad topic ideation. Covers six gap-to-design patterns (evidence-completion, mechanism-resolution, cell-state/context-mapping, translation-bridge, causality-upgrade, population/stage-specific) and always outputs one recommended primary protocol, a gap-to-design dependency map, step-by-step workflow, figure plan, validation strategy, minimal executable version, publication upgrade path, and verified design-support literature rules. Never fabricate references. Preserve claim-evidence discipline and do not replace a topic-specific gap with a generic workflow.

medical-research-literature-reader-pro

aipoch/medical-research-skills

A medical-research-native literature reading skill for users with clinical, bioinformatics, translational, and basic experimental backgrounds. Use this skill whenever a user wants to read, analyze, critique, or interpret a medical or scientific paper — whether they provide a PDF, abstract, DOI, PMID, or just a title. Triggers include requests like "analyze this paper", "critique this study", "is this a strong paper?", "give me similar studies", "prepare me for journal club", "help me understand this bioinformatics paper", "what are the weaknesses here?", or "turn this into a mind map". Also activate for any downstream deliverables such as journal club kits, comparison tables, PI decision briefs, replication starters, or follow-up experiment designs. Do NOT treat as a generic summarizer — this skill performs structured evidence-type classification, track-specific critical appraisal, interpretation-boundary judgment, and research-grade follow-up generation.

medical-scribe-dictation

aipoch/medical-research-skills

Convert physician verbal dictation into structured SOAP notes. Trigger.

medical-topic-saturation-and-whitespace-checker

aipoch/medical-research-skills

Maps whether a biomedical research topic, subtopic, or study angle is truly saturated, superficially crowded, strategically occupied, or still open for differentiated entry. Use this skill when a user wants to know whether a hot medical research direction is already overworked, whether meaningful whitespace remains, whether major groups have already occupied the obvious claims, and whether the timing window is still open. Always distinguish popularity from true saturation, and distinguish cosmetic novelty from meaningful differentiating entry.

medical-translation

aipoch/medical-research-skills

Use medical translation for academic writing workflows that need structured execution, explicit assumptions, and clear output boundaries.

medical-unit-converter

aipoch/medical-research-skills

Convert medical laboratory values between units (mg/dL to mmol/L, etc.) with formula transparency and clinical reference ranges. Supports glucose, cholesterol, creatinine, and hemoglobin conversions.

medication-adherence-message-gen

aipoch/medical-research-skills

Use medication adherence message gen for academic writing workflows that need structured execution, explicit assumptions, and clear output boundaries.