Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 801 | Unranked | pysamskill · other | Genomic file toolkit. Read/write SAM/BAM/CRAM alignments, VCF/BCF variants, FASTA/FASTQ sequences, extract regions, calculate coverage, for NGS data… | No signals yet | No commit datelisted | armory install pysam --cli claude |
| 802 | Unranked | pytdcskill · other | Therapeutics Data Commons. AI-ready drug discovery datasets (ADME, toxicity, DTI), benchmarks, scaffold splits, molecular oracles, for therapeutic ML… | No signals yet | No commit datelisted | armory install pytdc --cli claude |
| 803 | Unranked | python-patternsskill · other | Pythonic idioms, PEP 8 standards, type hints, and best practices for building robust, efficient, and maintainable Python applications. | No signals yet | No commit datelisted | armory install python-patterns --cli claude |
| 804 | Unranked | python-pro-2skill · back-end | Master Python 3.12+ with modern features, async programming, performance optimization, and production-ready practices. Expert in the latest Python… | No signals yet | No commit datelisted | armory install python-pro-2 --cli claude |
| 805 | Unranked | python-testingskill · other | Python testing strategies using pytest, TDD methodology, fixtures, mocking, parametrization, and coverage requirements. | No signals yet | No commit datelisted | armory install python-testing --cli claude |
| 806 | Unranked | python-testing-patternsskill · other | Implement comprehensive testing strategies with pytest, fixtures, mocking, and test-driven development. Use when writing Python tests, setting up test… | No signals yet | No commit datelisted | armory install python-testing-patterns --cli claude |
| 807 | Unranked | pytorch-fsdpskill · other | Expert guidance for Fully Sharded Data Parallel training with PyTorch FSDP - parameter sharding, mixed precision, CPU offloading, FSDP2 | No signals yet | No commit datelisted | armory install pytorch-fsdp --cli claude |
| 808 | Unranked | pytorch-lightningskill · other | High-level PyTorch framework with Trainer class, automatic distributed training (DDP/FSDP/DeepSpeed), callbacks system, and minimal boilerplate… | No signals yet | No commit datelisted | armory install pytorch-lightning --cli claude |
| 809 | Unranked | pytorch-lightning-2skill · observability | Deep learning framework (PyTorch Lightning). Organize PyTorch code into LightningModules, configure Trainers for multi-GPU/TPU, implement data… | No signals yet | No commit datelisted | armory install pytorch-lightning-2 --cli claude |
| 810 | Unranked | pytorch-patternsskill · other | PyTorch deep learning patterns and best practices for building robust, efficient, and reproducible training pipelines, model architectures, and data… | No signals yet | No commit datelisted | armory install pytorch-patterns --cli claude |
| 811 | Unranked | pyvene-interventionsskill · other | Provides guidance for performing causal interventions on PyTorch models using pyvene's declarative intervention framework. Use when conducting causal… | No signals yet | No commit datelisted | armory install pyvene-interventions --cli claude |
| 812 | Unranked | qa-test-plannerskill · front-end | Generate comprehensive test plans, manual test cases, regression test suites, and bug reports for QA engineers. Includes Figma MCP integration for… | No signals yet | No commit datelisted | armory install qa-test-planner --cli claude |
| 813 | Unranked | qdrant-vector-searchskill · search | High-performance vector similarity search engine for RAG and semantic search. Use when building production RAG systems requiring fast nearest neighbor… | No signals yet | No commit datelisted | armory install qdrant-vector-search --cli claude |
| 814 | Unranked | qiskitskill · other | Comprehensive quantum computing toolkit for building, optimizing, and executing quantum circuits. Use when working with quantum algorithms… | No signals yet | No commit datelisted | armory install qiskit --cli claude |
| 815 | Unranked | qms-audit-expertskill · other | Senior QMS Audit Expert for internal and external quality management system auditing. Provides ISO 13485 audit expertise, audit program management… | No signals yet | No commit datelisted | armory install qms-audit-expert --cli claude |
| 816 | Unranked | quality-documentation-managerskill · front-end | Senior Quality Documentation Manager for comprehensive documentation control and regulatory document review. Provides document management system… | No signals yet | No commit datelisted | armory install quality-documentation-manager --cli claude |
| 817 | Unranked | quality-manager-qmrskill · other | Senior Quality Manager Responsible Person (QMR) for HealthTech and MedTech companies. Provides overall quality system responsibility, regulatory… | No signals yet | No commit datelisted | armory install quality-manager-qmr --cli claude |
| 818 | Unranked | quality-manager-qms-iso13485skill · front-end | ISO 13485 Quality Management System specialist for medical device companies. Provides QMS implementation, maintenance, process optimization, and… | No signals yet | No commit datelisted | armory install quality-manager-qms-iso13485 --cli claude |
| 819 | Unranked | quality-nonconformanceskill · other | Codified expertise for quality control, non-conformance investigation, root cause analysis, corrective action, and supplier quality management in… | No signals yet | No commit datelisted | armory install quality-nonconformance --cli claude |
| 820 | Unranked | quantizing-models-bitsandbytesskill · ai-agents | Quantizes LLMs to 8-bit or 4-bit for 50-75% memory reduction with minimal accuracy loss. Use when GPU memory is limited, need to fit larger models, or… | No signals yet | No commit datelisted | armory install quantizing-models-bitsandbytes --cli claude |
| 821 | Unranked | quarkus-patternsskill · back-end | Quarkus 3.x LTS architecture patterns with Camel for messaging, RESTful API design, CDI services, data access with Panache, and async processing. Use… | No signals yet | No commit datelisted | armory install quarkus-patterns --cli claude |
| 822 | Unranked | quarkus-securityskill · auth | Quarkus Security best practices for authentication, authorization, JWT/OIDC, RBAC, input validation, CSRF, secrets management, and dependency… | No signals yet | No commit datelisted | armory install quarkus-security --cli claude |
| 823 | Unranked | quarkus-tddskill · back-end | Test-driven development for Quarkus 3.x LTS using JUnit 5, Mockito, REST Assured, Camel testing, and JaCoCo. Use when adding features, fixing bugs, or… | No signals yet | No commit datelisted | armory install quarkus-tdd --cli claude |
| 824 | Unranked | quarkus-verificationskill · other | "Verification loop for Quarkus projects: build, static analysis, tests with coverage, security scans, native compilation, and diff review before… | No signals yet | No commit datelisted | armory install quarkus-verification --cli claude |
| 825 | Unranked | qutipskill · other | Quantum mechanics simulations and analysis using QuTiP (Quantum Toolbox in Python). Use when working with quantum systems including: (1) quantum… | No signals yet | No commit datelisted | armory install qutip --cli claude |
| 826 | Unranked | raffle-winner-pickerskill · other | Picks random winners from lists, spreadsheets, or Google Sheets for giveaways, raffles, and contests. Ensures fair, unbiased selection with… | No signals yet | No commit datelisted | armory install raffle-winner-picker --cli claude |
| 827 | Unranked | rag-engineerskill · database | Expert in building Retrieval-Augmented Generation systems. Masters embedding models, vector databases, chunking strategies, and retrieval optimization… | No signals yet | No commit datelisted | armory install rag-engineer --cli claude |
| 828 | Unranked | rag-implementationskill · search | Retrieval-Augmented Generation patterns including chunking, embeddings, vector stores, and retrieval optimization Use when: rag, retrieval augmented… | No signals yet | No commit datelisted | armory install rag-implementation --cli claude |
| 829 | Unranked | railway-databaseskill · database | Add official Railway database services (Postgres, Redis, MySQL, MongoDB). Use when user wants to add a database, says "add postgres", "add redis"… | No signals yet | No commit datelisted | armory install railway-database --cli claude |
| 830 | Unranked | railway-deployskill · devops | Deploy code to Railway using "railway up". Use when user wants to push code, says "railway up", "deploy", "ship", or "push". For initial setup or… | No signals yet | No commit datelisted | armory install railway-deploy --cli claude |
| 831 | Unranked | railway-deploymentskill · back-end | Manage Railway deployments - view logs, redeploy, restart, or remove deployments. Use for deployment lifecycle (remove, stop, redeploy, restart)… | No signals yet | No commit datelisted | armory install railway-deployment --cli claude |
| 832 | Unranked | railway-docsskill · other | Fetch up-to-date Railway documentation to answer questions accurately. Use when user asks about Railway features, how Railway works, or shares a… | No signals yet | No commit datelisted | armory install railway-docs --cli claude |
| 833 | Unranked | railway-domainskill · other | Add, view, or remove domains for Railway services. Use when user wants to add a domain, generate a railway domain, check current domains, get the URL… | No signals yet | No commit datelisted | armory install railway-domain --cli claude |
| 834 | Unranked | railway-environmentskill · devops | Query, stage, and apply configuration changes for Railway environments. Use for ANY variable or env var operations, service configuration (source… | No signals yet | No commit datelisted | armory install railway-environment --cli claude |
| 835 | Unranked | railway-metricsskill · observability | Query resource usage metrics for Railway services. Use when user asks about resource usage, CPU, memory, network, disk, or service performance like… | No signals yet | No commit datelisted | armory install railway-metrics --cli claude |
| 836 | Unranked | railway-newskill · database | Create Railway projects, services, and databases with proper configuration. Use when user says "setup", "deploy to railway", "initialize", "create… | No signals yet | No commit datelisted | armory install railway-new --cli claude |
| 837 | Unranked | railway-projectsskill · devops | List, switch, and configure Railway projects. Use when user wants to list all projects, switch projects, rename a project, enable/disable PR deploys… | No signals yet | No commit datelisted | armory install railway-projects --cli claude |
| 838 | Unranked | railway-serviceskill · github-vcs | Check service status, rename services, change service icons, link services, or create services with Docker images. For creating services with local… | No signals yet | No commit datelisted | armory install railway-service --cli claude |
| 839 | Unranked | railway-statusskill · devops | Check current Railway project status for this directory. Use when user asks "railway status", "is it running", "what's deployed", "deployment status"… | No signals yet | No commit datelisted | armory install railway-status --cli claude |
| 840 | Unranked | railway-templatesskill · database | Search and deploy services from Railway's template marketplace. Use when user wants to add a service from a template, find templates for a specific… | No signals yet | No commit datelisted | armory install railway-templates --cli claude |
| 841 | Unranked | ralphinho-rfc-pipelineskill · ai-agents | RFC-driven multi-agent DAG execution pattern with quality gates, merge queues, and work unit orchestration. | No signals yet | No commit datelisted | armory install ralphinho-rfc-pipeline --cli claude |
| 842 | Unranked | ray-dataskill · other | Scalable data processing for ML workloads. Streaming execution across CPU/GPU, supports Parquet/CSV/JSON/images. Integrates with Ray Train, PyTorch… | No signals yet | No commit datelisted | armory install ray-data --cli claude |
| 843 | Unranked | ray-trainskill · ai-agents | Distributed training orchestration across clusters. Scales PyTorch/TensorFlow/HuggingFace from laptop to 1000s of nodes. Built-in hyperparameter… | No signals yet | No commit datelisted | armory install ray-train --cli claude |
| 844 | Unranked | rdkitskill · front-end | Cheminformatics toolkit for fine-grained molecular control. SMILES/SDF parsing, descriptors (MW, LogP, TPSA), fingerprints, substructure search, 2D/3D… | No signals yet | No commit datelisted | armory install rdkit --cli claude |
| 845 | Unranked | react-best-practicesskill · front-end | Comprehensive React and Next.js performance optimization guide with 40+ rules for eliminating waterfalls, optimizing bundles, and improving rendering… | No signals yet | No commit datelisted | armory install react-best-practices --cli claude |
| 846 | Unranked | react-component-performanceskill · front-end | Diagnose slow React components and suggest targeted performance fixes. | No signals yet | No commit datelisted | armory install react-component-performance --cli claude |
| 847 | Unranked | react-devskill · front-end | This skill should be used when building React components with TypeScript, typing hooks, handling events, or when React TypeScript, React 19, Server… | No signals yet | No commit datelisted | armory install react-dev --cli claude |
| 848 | Unranked | react-native-architectureskill · front-end | Production-ready patterns for React Native development with Expo, including navigation, state management, native modules, and offline-first… | No signals yet | No commit datelisted | armory install react-native-architecture --cli claude |
| 849 | Unranked | react-patternsskill · front-end | Modern React patterns and principles. Hooks, composition, performance, TypeScript best practices. | No signals yet | No commit datelisted | armory install react-patterns --cli claude |
| 850 | Unranked | react-state-managementskill · front-end | Master modern React state management with Redux Toolkit, Zustand, Jotai, and React Query. Use when setting up global state, managing server state, or… | No signals yet | No commit datelisted | armory install react-state-management --cli claude |
| 851 | Unranked | react-ui-patternsskill · front-end | Modern React UI patterns for loading states, error handling, and data fetching. Use when building UI components, handling async data, or managing UI… | No signals yet | No commit datelisted | armory install react-ui-patterns --cli claude |
| 852 | Unranked | react-useeffectskill · front-end | React useEffect best practices from official docs. Use when writing/reviewing useEffect, useState for derived values, data fetching, or state… | No signals yet | No commit datelisted | armory install react-useeffect --cli claude |
| 853 | Unranked | reactome-databaseskill · back-end | Query Reactome REST API for pathway analysis, enrichment, gene-pathway mapping, disease pathways, molecular interactions, expression analysis, for… | No signals yet | No commit datelisted | armory install reactome-database --cli claude |
| 854 | Unranked | receiving-code-reviewskill · other | Use when receiving code review feedback, before implementing suggestions, especially if feedback seems unclear or technically questionable - requires… | No signals yet | No commit datelisted | armory install receiving-code-review --cli claude |
| 855 | Unranked | recsys-pipeline-architectskill · front-end | Design composable recommendation, ranking, and feed pipelines using the six-stage Source→Hydrator→Filter→Scorer→Selector→SideEffect framework… | No signals yet | No commit datelisted | armory install recsys-pipeline-architect --cli claude |
| 856 | Unranked | recursive-decision-ledgerskill · search | Use when the user asks for repeated rollouts, marked decision processes, high-dimensional search, stochastic optimization, local-optima exploration… | No signals yet | No commit datelisted | armory install recursive-decision-ledger --cli claude |
| 857 | Unranked | red-team-tacticsskill · other | Red team tactics principles based on MITRE ATT&CK. Attack phases, detection evasion, reporting. | No signals yet | No commit datelisted | armory install red-team-tactics --cli claude |
| 858 | Unranked | red-team-tools-and-methodologyskill · other | This skill should be used when the user asks to "follow red team methodology", "perform bug bounty hunting", "automate reconnaissance", "hunt for XSS… | No signals yet | No commit datelisted | armory install red-team-tools-and-methodology --cli claude |
| 859 | Unranked | redis-patternsskill · database | Redis data structure patterns, caching strategies, distributed locks, rate limiting, pub/sub, and connection management for production applications. | No signals yet | No commit datelisted | armory install redis-patterns --cli claude |
| 860 | Unranked | reducing-entropyskill · other | Manual-only skill for minimizing total codebase size. Only activate when explicitly requested by user. Measures success by final code amount, not… | No signals yet | No commit datelisted | armory install reducing-entropy --cli claude |
| 861 | Unranked | reference-list-builderskill · other | Format professional references properly and prepare reference materials. Use when the user mentions references, reference list, references page, or… | No signals yet | No commit datelisted | armory install reference-list-builder --cli claude |
| 862 | Unranked | referral-programskill · front-end | When the user wants to create, optimize, or analyze a referral program, affiliate program, or word-of-mouth strategy. Also use when the user mentions… | No signals yet | No commit datelisted | armory install referral-program --cli claude |
| 863 | Unranked | regex-vs-llm-structured-textskill · ai-agents | Decision framework for choosing between regex and LLM when parsing structured text — start with regex, add LLM only for low-confidence edge cases. | No signals yet | No commit datelisted | armory install regex-vs-llm-structured-text --cli claude |
| 864 | Unranked | regulatory-affairs-headskill · other | Senior Regulatory Affairs Manager expertise for HealthTech and MedTech companies. Provides strategic regulatory guidance, submission management… | No signals yet | No commit datelisted | armory install regulatory-affairs-head --cli claude |
| 865 | Unranked | remotionskill · front-end | Best practices and comprehensive guide for Remotion - programmatic video creation in React with animations, compositions, and media handling | No signals yet | No commit datelisted | armory install remotion --cli claude |
| 866 | Unranked | remotion-best-practicesskill · front-end | Best practices for Remotion - Video creation in React | No signals yet | No commit datelisted | armory install remotion-best-practices --cli claude |
| 867 | Unranked | remotion-video-creationskill · front-end | Best practices for Remotion - Video creation in React. 29 domain-specific rules covering 3D, animations, audio, captions, charts, transitions, and… | No signals yet | No commit datelisted | armory install remotion-video-creation --cli claude |
| 868 | Unranked | render-deployskill · devops | Deploy applications to Render by analyzing codebases, generating render.yaml Blueprints, and providing Dashboard deeplinks. Use when the user wants to… | No signals yet | No commit datelisted | armory install render-deploy --cli claude |
| 869 | Unranked | repo-scanskill · github-vcs | Cross-stack source code asset audit — classifies every file, detects embedded third-party libraries, and delivers actionable four-level verdicts per… | No signals yet | No commit datelisted | armory install repo-scan --cli claude |
| 870 | Unranked | requesting-code-reviewskill · other | Use when completing tasks, implementing major features, or before merging to verify work meets requirements | No signals yet | No commit datelisted | armory install requesting-code-review --cli claude |
| 871 | Unranked | requirements-clarityskill · other | Clarify ambiguous requirements through focused dialogue before implementation. Use when requirements are unclear, features are complex (>2 days), or… | No signals yet | No commit datelisted | armory install requirements-clarity --cli claude |
| 872 | Unranked | research-engineerskill · other | An uncompromising Academic Research Engineer. Operates with absolute scientific rigor, objective criticism, and zero flair. Focuses on theoretical… | No signals yet | No commit datelisted | armory install research-engineer --cli claude |
| 873 | Unranked | research-grantsskill · other | Write competitive research proposals for NSF, NIH, DOE, and DARPA. Agency-specific formatting, review criteria, budget preparation, broader impacts… | No signals yet | No commit datelisted | armory install research-grants --cli claude |
| 874 | Unranked | research-lookupskill · search | Look up current research information using Perplexity's Sonar Pro Search or Sonar Reasoning Pro models through OpenRouter. Automatically selects the… | No signals yet | No commit datelisted | armory install research-lookup --cli claude |
| 875 | Unranked | research-opsskill · other | Evidence-first current-state research workflow for ECC. Use when the user wants fresh facts, comparisons, enrichment, or a recommendation built from… | No signals yet | No commit datelisted | armory install research-ops --cli claude |
| 876 | Unranked | resume-ats-optimizerskill · other | Optimize resumes for Applicant Tracking Systems, check ATS compatibility, and analyze keyword match. Use when the user mentions ATS, applicant… | No signals yet | No commit datelisted | armory install resume-ats-optimizer --cli claude |
| 877 | Unranked | resume-bullet-writerskill · observability | Transform weak resume bullets into achievement-focused statements with metrics and impact. Use when the user wants to rewrite bullets, strengthen… | No signals yet | No commit datelisted | armory install resume-bullet-writer --cli claude |
| 878 | Unranked | resume-formatterskill · front-end | Ensure ATS-friendly formatting and create clean, scannable layouts. Use when the user mentions resume format, layout, template, design, or fixing… | No signals yet | No commit datelisted | armory install resume-formatter --cli claude |
| 879 | Unranked | resume-quantifierskill · observability | Find opportunities to add metrics and estimate numbers when exact data is unavailable. Use when the user wants to quantify achievements, add numbers… | No signals yet | No commit datelisted | armory install resume-quantifier --cli claude |
| 880 | Unranked | resume-section-builderskill · other | Create targeted resume sections optimized for different experience levels and roles. Use when the user wants to build or rewrite specific sections… | No signals yet | No commit datelisted | armory install resume-section-builder --cli claude |
| 881 | Unranked | resume-tailorskill · other | Customize resume for specific job postings while maintaining truthfulness. Use when the user wants to tailor, customize, or target their resume for a… | No signals yet | No commit datelisted | armory install resume-tailor --cli claude |
| 882 | Unranked | resume-version-managerskill · other | Track different resume versions, maintain a master resume, and manage tailored variants. Use when the user mentions managing multiple resume versions… | No signals yet | No commit datelisted | armory install resume-version-manager --cli claude |
| 883 | Unranked | returns-reverse-logisticsskill · auth | Codified expertise for returns authorization, receipt and inspection, disposition decisions, refund processing, fraud detection, and warranty claims… | No signals yet | No commit datelisted | armory install returns-reverse-logistics --cli claude |
| 884 | Unranked | risk-management-specialistskill · other | Senior Risk Management specialist for medical device companies implementing ISO 14971 risk management throughout product lifecycle. Provides risk… | No signals yet | No commit datelisted | armory install risk-management-specialist --cli claude |
| 885 | Unranked | roier-seoskill · back-end | Technical SEO auditor and fixer. Runs Lighthouse/PageSpeed audits on websites or local dev servers, analyzes SEO/performance/accessibility scores, and… | No signals yet | No commit datelisted | armory install roier-seo --cli claude |
| 886 | Unranked | ruby-proskill · other | Write idiomatic Ruby code with metaprogramming, Rails patterns, and performance optimization. Specializes in Ruby on Rails, gem development, and… | No signals yet | No commit datelisted | armory install ruby-pro --cli claude |
| 887 | Unranked | rules-distillskill · other | "Scan skills to extract cross-cutting principles and distill them into rules — append, revise, or create new rule files" | No signals yet | No commit datelisted | armory install rules-distill --cli claude |
| 888 | Unranked | rust-cli-builderskill · other | Plan and build production-ready Rust CLI tools using clap for argument parsing, with subcommands, config file support, colored output, and proper… | No signals yet | No commit datelisted | armory install rust-cli-builder --cli claude |
| 889 | Unranked | rust-patternsskill · other | Idiomatic Rust patterns, ownership, error handling, traits, concurrency, and best practices for building safe, performant applications. | No signals yet | No commit datelisted | armory install rust-patterns --cli claude |
| 890 | Unranked | rust-pro-2skill · other | Master Rust 1.75+ with modern async patterns, advanced type system features, and production-ready systems programming. | No signals yet | No commit datelisted | armory install rust-pro-2 --cli claude |
| 891 | Unranked | rust-testingskill · other | Rust testing patterns including unit tests, integration tests, async testing, property-based testing, mocking, and coverage. Follows TDD methodology. | No signals yet | No commit datelisted | armory install rust-testing --cli claude |
| 892 | Unranked | rwkv-architectureskill · ai-agents | RNN+Transformer hybrid with O(n) inference. Linear time, infinite context, no KV cache. Train like GPT (parallel), infer like RNN (sequential). Linux… | No signals yet | No commit datelisted | armory install rwkv-architecture --cli claude |
| 893 | Unranked | saas-multi-tenantskill · database | Design and implement multi-tenant SaaS architectures with row-level security, tenant-scoped queries, shared-schema isolation, and safe cross-tenant… | No signals yet | No commit datelisted | armory install saas-multi-tenant --cli claude |
| 894 | Unranked | safety-guardskill · ai-agents | Use this skill to prevent destructive operations when working on production systems or running agents autonomously. | No signals yet | No commit datelisted | armory install safety-guard --cli claude |
| 895 | Unranked | salary-negotiation-prepskill · other | Research market rates, build negotiation strategy, and create counter-offer scripts. Use when the user mentions salary negotiation, counter offer… | No signals yet | No commit datelisted | armory install salary-negotiation-prep --cli claude |
| 896 | Unranked | salesforce-developmentskill · back-end | Expert patterns for Salesforce platform development including Lightning Web Components (LWC), Apex triggers and classes, REST/Bulk APIs, Connected… | No signals yet | No commit datelisted | armory install salesforce-development --cli claude |
| 897 | Unranked | santa-methodskill · ai-agents | "Multi-agent adversarial verification with convergence loop. Two independent review agents must both pass before output ships." | No signals yet | No commit datelisted | armory install santa-method --cli claude |
| 898 | Unranked | sast-configurationskill · other | Static Application Security Testing (SAST) tool setup, configuration, and custom rule creation for comprehensive security scanning across multiple… | No signals yet | No commit datelisted | armory install sast-configuration --cli claude |
| 899 | Unranked | scala-proskill · front-end | Master enterprise-grade Scala development with functional programming, distributed systems, and big data processing. Expert in Apache Pekko, Akka… | No signals yet | No commit datelisted | armory install scala-pro --cli claude |
| 900 | Unranked | scanpyskill · other | Single-cell RNA-seq analysis. Load .h5ad/10X data, QC, normalization, PCA/UMAP/t-SNE, Leiden clustering, marker genes, cell type annotation… | No signals yet | No commit datelisted | armory install scanpy --cli claude |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.