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Scored on public signals; components with none are listed as Unranked · Formula

RankScoreComponentDescriptionEvidenceLast commitInstall
1Unrankedadaptyvskill · back-endCloud laboratory platform for automated protein testing and validation. Use when designing proteins and needing experimental validation including…No signals yetNo commit datelisted armory install adaptyv --cli claude
2Unrankedai-regression-testingskill · back-endRegression testing strategies for AI-assisted development. Sandbox-mode API testing without database dependencies, automated bug-check workflows, and…No signals yetNo commit datelisted armory install ai-regression-testing --cli claude
3Unrankedapi-connector-builderskill · back-endBuild a new API connector or provider by matching the target repo's existing integration pattern exactly. Use when adding one more integration without…No signals yetNo commit datelisted armory install api-connector-builder --cli claude
4Unrankedapi-designskill · back-endREST API design patterns including resource naming, status codes, pagination, filtering, error responses, versioning, and rate limiting for production…No signals yetNo commit datelisted armory install api-design --cli claude
5Unrankedapi-design-principlesskill · back-endMaster REST and GraphQL API design principles to build intuitive, scalable, and maintainable APIs that delight developers and stand the test of time.No signals yetNo commit datelisted armory install api-design-principles --cli claude
6Unrankedapi-documentation-generatorskill · back-endGenerate comprehensive, developer-friendly API documentation from code, including endpoints, parameters, examples, and best practicesNo signals yetNo commit datelisted armory install api-documentation-generator --cli claude
7Unrankedapi-fuzzing-for-bug-bountyskill · back-endThis skill should be used when the user asks to "test API security", "fuzz APIs", "find IDOR vulnerabilities", "test REST API", "test GraphQL", "API…No signals yetNo commit datelisted armory install api-fuzzing-for-bug-bounty --cli claude
8Unrankedapi-integration-specialistskill · back-endExpert in integrating third-party APIs with proper authentication, error handling, rate limiting, and retry logic. Use when integrating REST APIs…No signals yetNo commit datelisted armory install api-integration-specialist --cli claude
9Unrankedapi-patternsskill · back-endAPI design principles and decision-making. REST vs GraphQL vs tRPC selection, response formats, versioning, pagination.No signals yetNo commit datelisted armory install api-patterns --cli claude
10Unrankedapi-security-testingskill · back-endAPI security testing workflow for REST and GraphQL APIs covering authentication, authorization, rate limiting, input validation, and security best…No signals yetNo commit datelisted armory install api-security-testing --cli claude
11Unrankedarboretoskill · back-endInfer gene regulatory networks (GRNs) from gene expression data using scalable algorithms (GRNBoost2, GENIE3). Use when analyzing transcriptomics data…No signals yetNo commit datelisted armory install arboreto --cli claude
12Unrankedautomation-audit-opsskill · back-endEvidence-first automation inventory and overlap audit workflow for ECC. Use when the user wants to know which jobs, hooks, connectors, MCP servers, or…No signals yetNo commit datelisted armory install automation-audit-ops --cli claude
13Unrankedaws-serverlessskill · back-endSpecialized skill for building production-ready serverless applications on AWS. Covers Lambda functions, API Gateway, DynamoDB, SQS/SNS event-driven…No signals yetNo commit datelisted armory install aws-serverless --cli claude
14Unrankedazure-functionsskill · back-endExpert patterns for Azure Functions development including isolated worker model, Durable Functions orchestration, cold start optimization, and…No signals yetNo commit datelisted armory install azure-functions --cli claude
15Unrankedbackend-architect-2skill · back-endExpert backend architect specializing in scalable API design, microservices architecture, and distributed systems.No signals yetNo commit datelisted armory install backend-architect-2 --cli claude
16Unrankedbackend-dev-guidelinesskill · back-endComprehensive backend development guide for Node.js/Express/TypeScript microservices. Use when creating routes, controllers, services, repositories…No signals yetNo commit datelisted armory install backend-dev-guidelines --cli claude
17Unrankedbackend-patternsskill · back-endBackend architecture patterns, API design, database optimization, and server-side best practices for Node.js, Express, and Next.js API routes.No signals yetNo commit datelisted armory install backend-patterns --cli claude
18Unrankedbackend-to-frontend-handoff-docsskill · back-endCreate API handoff documentation for frontend developers. Use when backend work is complete and needs to be documented for frontend integration, or…No signals yetNo commit datelisted armory install backend-to-frontend-handoff-docs --cli claude
19Unrankedbenchling-integrationskill · back-endBenchling R&D platform integration. Access registry (DNA, proteins), inventory, ELN entries, workflows via API, build Benchling Apps, query Data…No signals yetNo commit datelisted armory install benchling-integration --cli claude
20Unrankedbiopythonskill · back-endPrimary Python toolkit for molecular biology. Preferred for Python-based PubMed/NCBI queries (Bio.Entrez), sequence manipulation, file parsing (FASTA…No signals yetNo commit datelisted armory install biopython --cli claude
21Unrankedbiorxiv-databaseskill · back-endEfficient database search tool for bioRxiv preprint server. Use this skill when searching for life sciences preprints by keywords, authors, date…No signals yetNo commit datelisted armory install biorxiv-database --cli claude
22Unrankedbioservicesskill · back-endPrimary Python tool for 40+ bioinformatics services. Preferred for multi-database workflows: UniProt, KEGG, ChEMBL, PubChem, Reactome, QuickGO…No signals yetNo commit datelisted armory install bioservices --cli claude
23Unrankedbullmq-specialistskill · back-endBullMQ expert for Redis-backed job queues, background processing, and reliable async execution in Node.js/TypeScript applications. Use when: bullmq…No signals yetNo commit datelisted armory install bullmq-specialist --cli claude
24Unrankedbun-developmentskill · back-endModern JavaScript/TypeScript development with Bun runtime. Covers package management, bundling, testing, and migration from Node.js. Use when working…No signals yetNo commit datelisted armory install bun-development --cli claude
25Unrankedcanary-watchskill · back-endUse this skill to monitor and verify a deployed URL after releases — checks HTTP endpoints, SSE streams, static assets, console errors, and…No signals yetNo commit datelisted armory install canary-watch --cli claude
26Unrankedcellxgene-censusskill · back-endQuery CZ CELLxGENE Census (61M+ cells). Filter by cell type/tissue/disease, retrieve expression data, integrate with scanpy/PyTorch, for…No signals yetNo commit datelisted armory install cellxgene-census --cli claude
27Unrankedclinicaltrials-databaseskill · back-endQuery ClinicalTrials.gov via API v2. Search trials by condition, drug, location, status, or phase. Retrieve trial details by NCT ID, export data, for…No signals yetNo commit datelisted armory install clinicaltrials-database --cli claude
28Unrankedclinvar-databaseskill · back-endQuery NCBI ClinVar for variant clinical significance. Search by gene/position, interpret pathogenicity classifications, access via E-utilities API or…No signals yetNo commit datelisted armory install clinvar-database --cli claude
29Unrankedcommit-smartskill · back-endAnalyze staged/unstaged changes and create semantic conventional commits with context about WHY, not just WHAT. Auto-detects commit type and scope…No signals yetNo commit datelisted armory install commit-smart --cli claude
30Unrankedcontext7-auto-researchskill · back-endAutomatically fetch latest library/framework documentation for Claude Code via Context7 APINo signals yetNo commit datelisted armory install context7-auto-research --cli claude
31Unrankedcustoms-trade-complianceskill · back-endCodified expertise for customs documentation, tariff classification, duty optimization, restricted party screening, and regulatory compliance across…No signals yetNo commit datelisted armory install customs-trade-compliance --cli claude
32Unrankeddata-feedsskill · back-endExtract structured data from 40+ websites including Amazon, LinkedIn, Instagram, TikTok, Facebook, YouTube, and more. Uses Bright Data's Web Data APIs…No signals yetNo commit datelisted armory install data-feeds --cli claude
33Unrankeddjango-patternsskill · back-endDjango architecture patterns, REST API design with DRF, ORM best practices, caching, signals, middleware, and production-grade Django apps.No signals yetNo commit datelisted armory install django-patterns --cli claude
34Unrankeddjango-proskill · back-endMaster Django 5.x with async views, DRF, Celery, and Django Channels. Build scalable web applications with proper architecture, testing, and…No signals yetNo commit datelisted armory install django-pro --cli claude
35Unrankeddjango-securityskill · back-endDjango security best practices, authentication, authorization, CSRF protection, SQL injection prevention, XSS prevention, and secure deployment…No signals yetNo commit datelisted armory install django-security --cli claude
36Unrankeddjango-tddskill · back-endDjango testing strategies with pytest-django, TDD methodology, factory_boy, mocking, coverage, and testing Django REST Framework APIs.No signals yetNo commit datelisted armory install django-tdd --cli claude
37Unrankeddjango-verificationskill · back-end"Verification loop for Django projects: migrations, linting, tests with coverage, security scans, and deployment readiness checks before release or…No signals yetNo commit datelisted armory install django-verification --cli claude
38Unrankeddocs-searchskill · back-endSearch auto-generated codebase documentation for function signatures, API docs, class definitions, and code comments. Use when the user asks to…No signals yetNo commit datelisted armory install docs-search --cli claude
39Unrankeddocumentation-templatesskill · back-endDocumentation templates and structure guidelines. README, API docs, code comments, and AI-friendly documentation.No signals yetNo commit datelisted armory install documentation-templates --cli claude
40Unrankeddotnet-backendskill · back-endBuild ASP.NET Core 8+ backend services with EF Core, auth, background jobs, and production API patterns.No signals yetNo commit datelisted armory install dotnet-backend --cli claude
41Unrankedena-databaseskill · back-endAccess European Nucleotide Archive via API/FTP. Retrieve DNA/RNA sequences, raw reads (FASTQ), genome assemblies by accession, for genomics and…No signals yetNo commit datelisted armory install ena-database --cli claude
42Unrankedensembl-databaseskill · back-endQuery Ensembl genome database REST API for 250+ species. Gene lookups, sequence retrieval, variant analysis, comparative genomics, orthologs, VEP…No signals yetNo commit datelisted armory install ensembl-database --cli claude
43Unrankedevaluating-llms-harnessskill · back-endEvaluates LLMs across 60+ academic benchmarks (MMLU, HumanEval, GSM8K, TruthfulQA, HellaSwag). Use when benchmarking model quality, comparing models…No signals yetNo commit datelisted armory install evaluating-llms-harness --cli claude
44Unrankedfastapi-endpointskill · back-endPlan and build production-ready FastAPI endpoints with async SQLAlchemy, Pydantic v2 models, dependency injection for auth, and pytest tests. Uses…No signals yetNo commit datelisted armory install fastapi-endpoint --cli claude
45Unrankedfastapi-patternsskill · back-endFastAPI patterns for async APIs, dependency injection, Pydantic request and response models, OpenAPI docs, tests, security, and production readiness.No signals yetNo commit datelisted armory install fastapi-patterns --cli claude
46Unrankedfastapi-proskill · back-endBuild high-performance async APIs with FastAPI, SQLAlchemy 2.0, and Pydantic V2. Master microservices, WebSockets, and modern Python async patterns.No signals yetNo commit datelisted armory install fastapi-pro --cli claude
47Unrankedfastmcp-serverskill · back-endComplete guide for building MCP servers with FastMCP 3.0 - tools, resources, authentication, providers, middleware, and deployment. Use when creating…No signals yetNo commit datelisted armory install fastmcp-server --cli claude
48Unrankedfda-databaseskill · back-endQuery openFDA API for drugs, devices, adverse events, recalls, regulatory submissions (510k, PMA), substance identification (UNII), for FDA regulatory…No signals yetNo commit datelisted armory install fda-database --cli claude
49Unrankedfile-organizerskill · back-endIntelligently organizes files and folders by understanding context, finding duplicates, and suggesting better organizational structures. Use when user…No signals yetNo commit datelisted armory install file-organizer --cli claude
50Unrankedfirebaseskill · back-endFirebase gives you a complete backend in minutes - auth, database, storage, functions, hosting. But the ease of setup hides real complexity. Security…No signals yetNo commit datelisted armory install firebase --cli claude
51Unrankedfrontend-to-backend-requirementsskill · back-endDocument frontend data needs for backend developers. Use when frontend needs to communicate API requirements to backend, or user says 'backend…No signals yetNo commit datelisted armory install frontend-to-backend-requirements --cli claude
52Unrankedgcp-cloud-runskill · back-endSpecialized skill for building production-ready serverless applications on GCP. Covers Cloud Run services (containerized), Cloud Run Functions…No signals yetNo commit datelisted armory install gcp-cloud-run --cli claude
53Unrankedgemini-api-agent-platformskill · back-endGuides the usage of the Gemini API on Agent Platform with the Google Gen AI SDK for enterprise AI applications. Covers SDK usage (Python, JS/TS, Go…No signals yetNo commit datelisted armory install gemini-api-agent-platform --cli claude
54Unrankedgene-databaseskill · back-endQuery NCBI Gene via E-utilities/Datasets API. Search by symbol/ID, retrieve gene info (RefSeqs, GO, locations, phenotypes), batch lookups, for gene…No signals yetNo commit datelisted armory install gene-database --cli claude
55Unrankedgeo-databaseskill · back-endAccess NCBI GEO for gene expression/genomics data. Search/download microarray and RNA-seq datasets (GSE, GSM, GPL), retrieve SOFT/Matrix files, for…No signals yetNo commit datelisted armory install geo-database --cli claude
56Unrankedgolang-pro-2skill · back-endMaster Go 1.21+ with modern patterns, advanced concurrency, performance optimization, and production-ready microservices.No signals yetNo commit datelisted armory install golang-pro-2 --cli claude
57Unrankedgraphqlskill · back-endGraphQL gives clients exactly the data they need - no more, no less. One endpoint, typed schema, introspection. But the flexibility that makes it…No signals yetNo commit datelisted armory install graphql --cli claude
58Unrankedheygen-best-practicesskill · back-endBest practices for HeyGen - AI avatar video creation APINo signals yetNo commit datelisted armory install heygen-best-practices --cli claude
59Unrankedhomelab-vlan-segmentationskill · back-endSegmenting home networks into VLANs for IoT, guest, trusted, and server traffic using UniFi, pfSense/OPNsense, and MikroTik — including switch trunk…No signals yetNo commit datelisted armory install homelab-vlan-segmentation --cli claude
60Unrankedhomelab-wireguard-vpnskill · back-endWireGuard VPN server setup, peer configuration, key generation, split tunneling vs full tunnel routing, and remote access to a home network from…No signals yetNo commit datelisted armory install homelab-wireguard-vpn --cli claude
61Unrankedhonoskill · back-endBuild ultra-fast web APIs and full-stack apps with Hono — runs on Cloudflare Workers, Deno, Bun, Node.js, and any WinterCG-compatible runtime.No signals yetNo commit datelisted armory install hono --cli claude
62Unrankedhuggingface-accelerateskill · back-endSimplest distributed training API. 4 lines to add distributed support to any PyTorch script. Unified API for DeepSpeed/FSDP/Megatron/DDP. Automatic…No signals yetNo commit datelisted armory install huggingface-accelerate --cli claude
63Unrankedimagegenskill · back-endUse when the user asks to generate or edit images via the OpenAI Image API (for example: generate image, edit/inpaint/mask, background removal or…No signals yetNo commit datelisted armory install imagegen --cli claude
64Unrankedinngestskill · back-endInngest expert for serverless-first background jobs, event-driven workflows, and durable execution without managing queues or workers. Use when…No signals yetNo commit datelisted armory install inngest --cli claude
65Unrankedios-icon-genskill · back-endGenerate iOS app icons as PNG imagesets for Xcode asset catalogs from SF Symbols (5000+ Apple-native) or Iconify API (275k+ open source icons from…No signals yetNo commit datelisted armory install ios-icon-gen --cli claude
66Unrankedito-market-intelligenceskill · back-endResearch prediction-market events, venues, underliers, liquidity, and news context for Itô basket workflows. Use for read-only market intelligence…No signals yetNo commit datelisted armory install ito-market-intelligence --cli claude
67Unrankedjavascript-pro-2skill · back-endMaster modern JavaScript with ES6+, async patterns, and Node.js APIs. Handles promises, event loops, and browser/Node compatibility.No signals yetNo commit datelisted armory install javascript-pro-2 --cli claude
68Unrankedjira-integrationskill · back-endUse this skill when retrieving Jira tickets, analyzing requirements, updating ticket status, adding comments, or transitioning issues. Provides Jira…No signals yetNo commit datelisted armory install jira-integration --cli claude
69Unrankedk6-load-testingskill · back-endComprehensive k6 load testing skill for API, browser, and scalability testing. Write realistic load scenarios, analyze results, and integrate with…No signals yetNo commit datelisted armory install k6-load-testing --cli claude
70Unrankedkegg-databaseskill · back-endDirect REST API access to KEGG (academic use only). Pathway analysis, gene-pathway mapping, metabolic pathways, drug interactions, ID conversion. For…No signals yetNo commit datelisted armory install kegg-database --cli claude
71Unrankedkotlin-ktor-patternsskill · back-endKtor server patterns including routing DSL, plugins, authentication, Koin DI, kotlinx.serialization, WebSockets, and testApplication testing.No signals yetNo commit datelisted armory install kotlin-ktor-patterns --cli claude
72Unrankedlabarchive-integrationskill · back-endElectronic lab notebook API integration. Access notebooks, manage entries/attachments, backup notebooks, integrate with Protocols.io/Jupyter/REDCap…No signals yetNo commit datelisted armory install labarchive-integration --cli claude
73Unrankedlaravel-patternsskill · back-endLaravel architecture patterns, routing/controllers, Eloquent ORM, service layers, queues, events, caching, and API resources for production apps.No signals yetNo commit datelisted armory install laravel-patterns --cli claude
74Unrankedlatchbio-integrationskill · back-endLatch platform for bioinformatics workflows. Build pipelines with Latch SDK, @workflow/@task decorators, deploy serverless workflows…No signals yetNo commit datelisted armory install latchbio-integration --cli claude
75Unrankedluma-imagegenskill · back-endUse when the user asks to generate images via the Luma AI API (Dream Machine / Photon); collects a prompt and options interactively, then calls the…No signals yetNo commit datelisted armory install luma-imagegen --cli claude
76Unrankedmanifestskill · back-endInstall and configure the Manifest observability plugin for your agents. Use when setting up telemetry, configuring API keys or endpoints…No signals yetNo commit datelisted armory install manifest --cli claude
77Unrankedmcp-builderskill · back-endGuide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools…No signals yetNo commit datelisted armory install mcp-builder --cli claude
78Unrankedmcp-server-patternsskill · back-endBuild MCP servers with Node/TypeScript SDK — tools, resources, prompts, Zod validation, stdio vs Streamable HTTP. Use Context7 or official MCP docs…No signals yetNo commit datelisted armory install mcp-server-patterns --cli claude
79Unrankedmeme-factoryskill · back-endGenerate memes using the memegen.link API. Use when users request memes, want to add humor to content, or need visual aids for social media. Supports…No signals yetNo commit datelisted armory install meme-factory --cli claude
80Unrankedmetabolomics-workbench-databaseskill · back-endAccess NIH Metabolomics Workbench via REST API (4,200+ studies). Query metabolites, RefMet nomenclature, MS/NMR data, m/z searches, study metadata…No signals yetNo commit datelisted armory install metabolomics-workbench-database --cli claude
81Unrankedmicroservices-patternsskill · back-endMaster microservices architecture patterns including service boundaries, inter-service communication, data management, and resilience patterns for…No signals yetNo commit datelisted armory install microservices-patterns --cli claude
82Unrankedmodalskill · back-endRun Python code in the cloud with serverless containers, GPUs, and autoscaling. Use when deploying ML models, running batch processing jobs…No signals yetNo commit datelisted armory install modal --cli claude
83Unrankedmodal-serverless-gpuskill · back-endServerless GPU cloud platform for running ML workloads. Use when you need on-demand GPU access without infrastructure management, deploying ML models…No signals yetNo commit datelisted armory install modal-serverless-gpu --cli claude
84Unrankedmoodle-external-api-developmentskill · back-endCreate custom external web service APIs for Moodle LMS. Use when implementing web services for course management, user tracking, quiz operations, or…No signals yetNo commit datelisted armory install moodle-external-api-development --cli claude
85Unrankedn8n-expression-syntaxskill · back-endValidate n8n expression syntax and fix common errors. Use when writing n8n expressions, using {{}} syntax, accessing $json/$node variables…No signals yetNo commit datelisted armory install n8n-expression-syntax --cli claude
86Unrankednemo-evaluator-sdkskill · back-endEvaluates LLMs across 100+ benchmarks from 18+ harnesses (MMLU, HumanEval, GSM8K, safety, VLM) with multi-backend execution. Use when needing scalable…No signals yetNo commit datelisted armory install nemo-evaluator-sdk --cli claude
87Unrankednestjs-patternsskill · back-endNestJS architecture patterns for modules, controllers, providers, DTO validation, guards, interceptors, config, and production-grade TypeScript…No signals yetNo commit datelisted armory install nestjs-patterns --cli claude
88Unrankednetwork-101skill · back-endThis skill should be used when the user asks to "set up a web server", "configure HTTP or HTTPS", "perform SNMP enumeration", "configure SMB shares"…No signals yetNo commit datelisted armory install network-101 --cli claude
89Unrankednodejs-backend-patternsskill · back-endComprehensive guidance for building scalable, maintainable, and production-ready Node.js backend applications with modern frameworks, architectural…No signals yetNo commit datelisted armory install nodejs-backend-patterns --cli claude
90Unrankednodejs-best-practicesskill · back-endNode.js development principles and decision-making. Framework selection, async patterns, security, and architecture. Teaches thinking, not copying.No signals yetNo commit datelisted armory install nodejs-best-practices --cli claude
91Unrankednutrient-document-processingskill · back-endProcess, convert, OCR, extract, redact, sign, and fill documents using the Nutrient DWS API. Works with PDFs, DOCX, XLSX, PPTX, HTML, and images.No signals yetNo commit datelisted armory install nutrient-document-processing --cli claude
92Unrankedopenai-docsskill · back-endUse when the user asks how to build with OpenAI products or APIs and needs up-to-date official documentation with citations (for example: Codex…No signals yetNo commit datelisted armory install openai-docs --cli claude
93Unrankedopenapi-to-typescriptskill · back-endConverts OpenAPI 3.0 JSON/YAML to TypeScript interfaces and type guards. This skill should be used when the user asks to generate types from OpenAPI…No signals yetNo commit datelisted armory install openapi-to-typescript --cli claude
94Unrankedopentrons-integrationskill · back-endLab automation platform for Flex/OT-2 robots. Write Protocol API v2 protocols, liquid handling, hardware modules (heater-shaker, thermocycler)…No signals yetNo commit datelisted armory install opentrons-integration --cli claude
95Unrankedperformance-optimizerskill · back-endIdentifies and fixes performance bottlenecks in code, databases, and APIs. Measures before and after to prove improvements.No signals yetNo commit datelisted armory install performance-optimizer --cli claude
96Unrankedplotlyskill · back-endInteractive scientific and statistical data visualization library for Python. Use when creating charts, plots, or visualizations including scatter…No signals yetNo commit datelisted armory install plotly --cli claude
97Unrankedpocketbase-api-rulesskill · back-endAPI rules and filter expressions for PocketBase access control. Use when setting permissions, writing filter expressions, configuring who can access…No signals yetNo commit datelisted armory install pocketbase-api-rules --cli claude
98Unrankedpocketbase-hooksskill · back-endServer-side JavaScript hooks for PocketBase (pb_hooks). Use when writing custom routes, event hooks, cron jobs, sending emails, making HTTP requests…No signals yetNo commit datelisted armory install pocketbase-hooks --cli claude
99Unrankedpolarsskill · back-endFast DataFrame library (Apache Arrow). Select, filter, group_by, joins, lazy evaluation, CSV/Parquet I/O, expression API, for high-performance data…No signals yetNo commit datelisted armory install polars --cli claude
100Unrankedprediction-market-risk-reviewskill · back-endReview prediction-market, basket, oracle, and trading-agent workflows for compliance, safety, data-quality, privacy, and execution risk. Use before…No signals yetNo commit datelisted armory install prediction-market-risk-review --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.

Leaderboard · Armory