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Subgroup Fairness Audit for NLP Models

auditing-subgroup-fairness

maziyarpanahi/openmed

This skill audits OpenMed NER or de-identification models to detect performance disparities across sensitive demographic subgroups (e.g., sex, age, race). It calculates metrics like per-group recall and leakage disparity, helping users identify instances of 'under-protection' before deployment, ensuring equitable AI governance and compliance.

Mini Webpage Topic Research Skill

awesome-webpage-research

opensquilla/opensquilla

A single-pass skill designed to generate a concise, cited topic brief from a limited web search round. It helps content planners establish factual anchors by identifying 3-5 key sub-questions, summarizing findings, and generating structured sources and section anchors. This is a rapid drafting tool, not a replacement for deep, multi-round academic research.

Context Catchup: Project State Analysis

FlorianBruniaux/claude-code-ultimate-guide

This tool restores project context, crucial after a session clear. It comprehensively analyzes Git history, summarizing recent commits, tracking uncommitted changes, scanning for outstanding TODOs/FIXMEs, and verifying the current project structure. It helps developers quickly re-establish the full working context to resume work efficiently.

Discover and Select OpenMed Model Registry

choosing-openmed-models

maziyarpanahi/openmed

This skill helps developers programmatically discover, filter, and inspect the entire OpenMed model registry. It allows users to find the correct model key for specific clinical tasks (e.g., diseases, oncology, PII detection), filter by language, size, or task, and review model metadata before loading. It pairs with `loading-openmed-models`.

Suggesting ICD-10 Codes and Mapping

maziyarpanahi/openmed

Provides decision support for mapping diagnoses and procedures extracted by OpenMed to standardized ICD-10-CM and ICD-10-PCS codes. This skill suggests candidate codes along with detailed clinical rationale, helping human coders narrow down options, route findings to specific chapters, and pre-fill encounter records. Note that the output is advisory and requires mandatory validation by a certified medical coder.

Analyzing Kernel Container Escape Paths

competition-kernel-container-escape

zhaoxuya520/reverse-skill

A specialized deep-dive skill for analyzing container-to-host escape vulnerabilities. This tool is used after a sandbox orchestrator establishes initial assumptions, focusing on mapping isolation boundaries (namespaces, cgroups, seccomp, capabilities). It helps prove boundary crossings, identify minimal exploit primitives, and determine if an exploit can break out of the container context to the host kernel.

Analyzing Linux Credential Pivot Chains

competition-linux-credential-pivot

zhaoxuya520/reverse-skill

This specialized skill is designed for deep forensic analysis of compromised Linux environments, specifically tracing the sequence of credential usage (tokens, keys, service accounts) that leads to lateral movement or privilege escalation. It helps map the decisive path from a recovered artifact to an accepted replay mechanism, identifying the exact trust edge or capability abuse responsible for the host-to-host pivot.

Dependency Manifest Diagnosis Tool

dependency-doctor

Shubhamsaboo/awesome-llm-apps

This local developer tool inspects dependency manifests (requirements.txt, pyproject.toml, package.json) for surface-level issues like standard-library shadowing, unpinned dependencies, and conflicts. It provides plain-language explanations and suggested fixes, helping developers debug dependency rot before deeper installation attempts.

Detecting Drug Safety Signals Via Disproportionality

detecting-pv-signals

maziyarpanahi/openmed

This skill computes disproportionality metrics (PRR, ROR, EBGM, IC) using FAERS/OpenFDA drug-event data. It analyzes spontaneous reports to statistically screen for potential drug-reaction associations (Signal of Disproportionate Reporting, SDR). By constructing a 2x2 contingency table, it helps pharmacovigilance professionals identify over-reported adverse events, providing a statistical hypothesis for drug safety assessment.

Exporting Clinical Entities to FHIR R4

exporting-to-fhir

maziyarpanahi/openmed

Converts raw OpenMed NER outputs (text spans) into structured, standards-compliant FHIR R4 resources (e.g., Condition, Observation, MedicationStatement). It provides mechanical helpers for building CodeableConcepts using major coding systems like SNOMED, LOINC, and ICD-10, ensuring high interoperability with EHR systems and registries.

Check Git Worktree Verification Status

git-worktree-status

FlorianBruniaux/claude-code-ultimate-guide

This tool monitors the health of a Git worktree by checking background verification tasks (type checking, unit testing, and build compilation). It analyzes dedicated log files to provide a non-blocking, actionable summary of whether the branch is stable, helping developers quickly identify failures before committing.

Comparing Technical Solution Alternatives

learn-alternatives

FlorianBruniaux/claude-code-ultimate-guide

A comprehensive tool designed to help developers compare multiple technical approaches for solving a single problem. It systematically identifies and analyzes the trade-offs, complexity, performance, and learning curves associated with different design patterns (e.g., state management, data fetching, API design). Ideal for architectural reviews and making informed, robust technology stack decisions.

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