Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1 | Unranked | agent-architecture-auditskill · ai-agents | Full-stack diagnostic for agent and LLM applications. Audits the 12-layer agent stack for wrapper regression, memory pollution, tool discipline… | No signals yet | No commit datelisted | armory install agent-architecture-audit --cli claude |
| 2 | Unranked | agent-evaluationskill · observability | Testing and benchmarking LLM agents including behavioral testing, capability assessment, reliability metrics, and production monitoring—where even top… | No signals yet | No commit datelisted | armory install agent-evaluation --cli claude |
| 3 | Unranked | agent-memory-systemsskill · database | Memory is the cornerstone of intelligent agents. Without it, every interaction starts from zero. This skill covers the architecture of agent memory… | No signals yet | No commit datelisted | armory install agent-memory-systems --cli claude |
| 4 | Unranked | agent-tool-builderskill · ai-agents | Tools are how AI agents interact with the world. A well-designed tool is the difference between an agent that works and one that hallucinates, fails… | No signals yet | No commit datelisted | armory install agent-tool-builder --cli claude |
| 5 | Unranked | ai-productskill · ai-agents | Every product will be AI-powered. The question is whether you'll build it right or ship a demo that falls apart in production. This skill covers LLM… | No signals yet | No commit datelisted | armory install ai-product --cli claude |
| 6 | Unranked | ai-wrapper-productskill · ai-agents | Expert in building products that wrap AI APIs (OpenAI, Anthropic, etc.) into focused tools people will pay for. Not just 'ChatGPT but different'… | No signals yet | No commit datelisted | armory install ai-wrapper-product --cli claude |
| 7 | Unranked | awq-quantizationskill · ai-agents | Activation-aware weight quantization for 4-bit LLM compression with 3x speedup and minimal accuracy loss. Use when deploying large models (7B-70B) on… | No signals yet | No commit datelisted | armory install awq-quantization --cli claude |
| 8 | Unranked | axolotlskill · ai-agents | Expert guidance for fine-tuning LLMs with Axolotl - YAML configs, 100+ models, LoRA/QLoRA, DPO/KTO/ORPO/GRPO, multimodal support | No signals yet | No commit datelisted | armory install axolotl --cli claude |
| 9 | Unranked | blip-2-vision-languageskill · comms | Vision-language pre-training framework bridging frozen image encoders and LLMs. Use when you need image captioning, visual question answering… | No signals yet | No commit datelisted | armory install blip-2-vision-language --cli claude |
| 10 | Unranked | bullmq-specialistskill · back-end | BullMQ expert for Redis-backed job queues, background processing, and reliable async execution in Node.js/TypeScript applications. Use when: bullmq… | No signals yet | No commit datelisted | armory install bullmq-specialist --cli claude |
| 11 | Unranked | chromaskill · database | Open-source embedding database for AI applications. Store embeddings and metadata, perform vector and full-text search, filter by metadata. Simple… | No signals yet | No commit datelisted | armory install chroma --cli claude |
| 12 | Unranked | clipskill · search | OpenAI's model connecting vision and language. Enables zero-shot image classification, image-text matching, and cross-modal retrieval. Trained on 400M… | No signals yet | No commit datelisted | armory install clip --cli claude |
| 13 | Unranked | cocoindexskill · database | Comprehensive toolkit for developing with the CocoIndex library. Use when users need to create data transformation pipelines (flows), write custom… | No signals yet | No commit datelisted | armory install cocoindex --cli claude |
| 14 | Unranked | context-window-managementskill · ai-agents | Strategies for managing LLM context windows including summarization, trimming, routing, and avoiding context rot Use when: context window, token… | No signals yet | No commit datelisted | armory install context-window-management --cli claude |
| 15 | Unranked | conversation-memoryskill · ai-agents | Persistent memory systems for LLM conversations including short-term, long-term, and entity-based memory Use when: conversation memory, remember… | No signals yet | No commit datelisted | armory install conversation-memory --cli claude |
| 16 | Unranked | cost-aware-llm-pipelineskill · ai-agents | Cost optimization patterns for LLM API usage — model routing by task complexity, budget tracking, retry logic, and prompt caching. | No signals yet | No commit datelisted | armory install cost-aware-llm-pipeline --cli claude |
| 17 | Unranked | crewai-multi-agentskill · ai-agents | Multi-agent orchestration framework for autonomous AI collaboration. Use when building teams of specialized agents working together on complex tasks… | No signals yet | No commit datelisted | armory install crewai-multi-agent --cli claude |
| 18 | Unranked | distributed-llm-pretraining-torchtitanskill · ai-agents | Provides PyTorch-native distributed LLM pretraining using torchtitan with 4D parallelism (FSDP2, TP, PP, CP). Use when pretraining Llama 3.1, DeepSeek… | No signals yet | No commit datelisted | armory install distributed-llm-pretraining-torchtitan --cli claude |
| 19 | Unranked | dspyskill · ai-agents | Build complex AI systems with declarative programming, optimize prompts automatically, create modular RAG systems and agents with DSPy - Stanford… | No signals yet | No commit datelisted | armory install dspy --cli claude |
| 20 | Unranked | esmskill · front-end | Comprehensive toolkit for protein language models including ESM3 (generative multimodal protein design across sequence, structure, and function) and… | No signals yet | No commit datelisted | armory install esm --cli claude |
| 21 | Unranked | evaluating-llms-harnessskill · back-end | Evaluates LLMs across 60+ academic benchmarks (MMLU, HumanEval, GSM8K, TruthfulQA, HellaSwag). Use when benchmarking model quality, comparing models… | No signals yet | No commit datelisted | armory install evaluating-llms-harness --cli claude |
| 22 | Unranked | fine-tuning-with-trlskill · ai-agents | Fine-tune LLMs using reinforcement learning with TRL - SFT for instruction tuning, DPO for preference alignment, PPO/GRPO for reward optimization, and… | No signals yet | No commit datelisted | armory install fine-tuning-with-trl --cli claude |
| 23 | Unranked | foundation-models-on-deviceskill · ai-agents | Apple FoundationModels framework for on-device LLM — text generation, guided generation with @Generable, tool calling, and snapshot streaming in iOS… | No signals yet | No commit datelisted | armory install foundation-models-on-device --cli claude |
| 24 | Unranked | genimlskill · database | This skill should be used when working with genomic interval data (BED files) for machine learning tasks. Use for training region embeddings… | No signals yet | No commit datelisted | armory install geniml --cli claude |
| 25 | Unranked | gepettoskill · ai-agents | Creates detailed, sectionized implementation plans through research, stakeholder interviews, and multi-LLM review. Use when planning features that… | No signals yet | No commit datelisted | armory install gepetto --cli claude |
| 26 | Unranked | gguf-quantizationskill · devops | GGUF format and llama.cpp quantization for efficient CPU/GPU inference. Use when deploying models on consumer hardware, Apple Silicon, or when needing… | No signals yet | No commit datelisted | armory install gguf-quantization --cli claude |
| 27 | Unranked | gptqskill · ai-agents | Post-training 4-bit quantization for LLMs with minimal accuracy loss. Use for deploying large models (70B, 405B) on consumer GPUs, when you need 4×… | No signals yet | No commit datelisted | armory install gptq --cli claude |
| 28 | Unranked | grpo-rl-trainingskill · other | Expert guidance for GRPO/RL fine-tuning with TRL for reasoning and task-specific model training | No signals yet | No commit datelisted | armory install grpo-rl-training --cli claude |
| 29 | Unranked | guidanceskill · ai-agents | Control LLM output with regex and grammars, guarantee valid JSON/XML/code generation, enforce structured formats, and build multi-step workflows with… | No signals yet | No commit datelisted | armory install guidance --cli claude |
| 30 | Unranked | hqq-quantizationskill · devops | Half-Quadratic Quantization for LLMs without calibration data. Use when quantizing models to 4/3/2-bit precision without needing calibration datasets… | No signals yet | No commit datelisted | armory install hqq-quantization --cli claude |
| 31 | Unranked | hypogenicskill · other | Automated hypothesis generation and testing using large language models. Use this skill when generating scientific hypotheses from datasets, combining… | No signals yet | No commit datelisted | armory install hypogenic --cli claude |
| 32 | Unranked | implementing-llms-litgptskill · ai-agents | Implements and trains LLMs using Lightning AI's LitGPT with 20+ pretrained architectures (Llama, Gemma, Phi, Qwen, Mistral). Use when need clean model… | No signals yet | No commit datelisted | armory install implementing-llms-litgpt --cli claude |
| 33 | Unranked | instructorskill · ai-agents | Extract structured data from LLM responses with Pydantic validation, retry failed extractions automatically, parse complex JSON with type safety, and… | No signals yet | No commit datelisted | armory install instructor --cli claude |
| 34 | Unranked | knowledge-distillationskill · ai-agents | Compress large language models using knowledge distillation from teacher to student models. Use when deploying smaller models with retained… | No signals yet | No commit datelisted | armory install knowledge-distillation --cli claude |
| 35 | Unranked | lambda-labs-gpu-cloudskill · devops | Reserved and on-demand GPU cloud instances for ML training and inference. Use when you need dedicated GPU instances with simple SSH access, persistent… | No signals yet | No commit datelisted | armory install lambda-labs-gpu-cloud --cli claude |
| 36 | Unranked | langchainskill · ai-agents | Framework for building LLM-powered applications with agents, chains, and RAG. Supports multiple providers (OpenAI, Anthropic, Google), 500+… | No signals yet | No commit datelisted | armory install langchain --cli claude |
| 37 | Unranked | langfuseskill · ai-agents | Expert in Langfuse - the open-source LLM observability platform. Covers tracing, prompt management, evaluation, datasets, and integration with… | No signals yet | No commit datelisted | armory install langfuse --cli claude |
| 38 | Unranked | langgraphskill · front-end | Expert in LangGraph - the production-grade framework for building stateful, multi-actor AI applications. Covers graph construction, state management… | No signals yet | No commit datelisted | armory install langgraph --cli claude |
| 39 | Unranked | langsmith-observabilityskill · observability | LLM observability platform for tracing, evaluation, and monitoring. Use when debugging LLM applications, evaluating model outputs against datasets… | No signals yet | No commit datelisted | armory install langsmith-observability --cli claude |
| 40 | Unranked | llama-cppskill · ai-agents | Runs LLM inference on CPU, Apple Silicon, and consumer GPUs without NVIDIA hardware. Use for edge deployment, M1/M2/M3 Macs, AMD/Intel GPUs, or when… | No signals yet | No commit datelisted | armory install llama-cpp --cli claude |
| 41 | Unranked | llama-factoryskill · ai-agents | Expert guidance for fine-tuning LLMs with LLaMA-Factory - WebUI no-code, 100+ models, 2/3/4/5/6/8-bit QLoRA, multimodal support | No signals yet | No commit datelisted | armory install llama-factory --cli claude |
| 42 | Unranked | llamaguardskill · devops | Meta's 7-8B specialized moderation model for LLM input/output filtering. 6 safety categories - violence/hate, sexual content, weapons, substances… | No signals yet | No commit datelisted | armory install llamaguard --cli claude |
| 43 | Unranked | llamaindexskill · search | Data framework for building LLM applications with RAG. Specializes in document ingestion (300+ connectors), indexing, and querying. Features vector… | No signals yet | No commit datelisted | armory install llamaindex --cli claude |
| 44 | Unranked | llm-app-patternsskill · ai-agents | Production-ready patterns for building LLM applications. Covers RAG pipelines, agent architectures, prompt IDEs, and LLMOps monitoring. Use when… | No signals yet | No commit datelisted | armory install llm-app-patterns --cli claude |
| 45 | Unranked | llm-evaluationskill · observability | Master comprehensive evaluation strategies for LLM applications, from automated metrics to human evaluation and A/B testing. | No signals yet | No commit datelisted | armory install llm-evaluation --cli claude |
| 46 | Unranked | llm-opsskill · database | LLM Operations -- RAG, embeddings, vector databases, fine-tuning, prompt engineering avancado, custos de LLM, evals de qualidade e arquiteturas de IA… | No signals yet | No commit datelisted | armory install llm-ops --cli claude |
| 47 | Unranked | long-contextskill · database | Extend context windows of transformer models using RoPE, YaRN, ALiBi, and position interpolation techniques. Use when processing long documents… | No signals yet | No commit datelisted | armory install long-context --cli claude |
| 48 | Unranked | mamba-architectureskill · front-end | State-space model with O(n) complexity vs Transformers' O(n²). 5× faster inference, million-token sequences, no KV cache. Selective SSM with… | No signals yet | No commit datelisted | armory install mamba-architecture --cli claude |
| 49 | Unranked | mcp-builderskill · back-end | Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools… | No signals yet | No commit datelisted | armory install mcp-builder --cli claude |
| 50 | Unranked | miles-rl-trainingskill · other | Provides guidance for enterprise-grade RL training using miles, a production-ready fork of slime. Use when training large MoE models with FP8/INT4… | No signals yet | No commit datelisted | armory install miles-rl-training --cli claude |
| 51 | Unranked | ml-engineer-2skill · observability | Build production ML systems with PyTorch 2.x, TensorFlow, and modern ML frameworks. Implements model serving, feature engineering, A/B testing, and… | No signals yet | No commit datelisted | armory install ml-engineer-2 --cli claude |
| 52 | Unranked | model-pruningskill · ai-agents | Reduce LLM size and accelerate inference using pruning techniques like Wanda and SparseGPT. Use when compressing models without retraining, achieving… | No signals yet | No commit datelisted | armory install model-pruning --cli claude |
| 53 | Unranked | moe-trainingskill · other | Train Mixture of Experts (MoE) models using DeepSpeed or HuggingFace. Use when training large-scale models with limited compute (5× cost reduction vs… | No signals yet | No commit datelisted | armory install moe-training --cli claude |
| 54 | Unranked | motion-advancedskill · front-end | Advanced motion patterns for React / Next.js — drag & drop, gestures, text animations, SVG path drawing, custom hooks, imperative sequences… | No signals yet | No commit datelisted | armory install motion-advanced --cli claude |
| 55 | Unranked | nemo-curatorskill · ai-agents | GPU-accelerated data curation for LLM training. Supports text/image/video/audio. Features fuzzy deduplication (16× faster), quality filtering (30+… | No signals yet | No commit datelisted | armory install nemo-curator --cli claude |
| 56 | Unranked | nemo-evaluator-sdkskill · back-end | Evaluates LLMs across 100+ benchmarks from 18+ harnesses (MMLU, HumanEval, GSM8K, safety, VLM) with multi-backend execution. Use when needing scalable… | No signals yet | No commit datelisted | armory install nemo-evaluator-sdk --cli claude |
| 57 | Unranked | nemo-guardrailsskill · ai-agents | NVIDIA's runtime safety framework for LLM applications. Features jailbreak detection, input/output validation, fact-checking, hallucination detection… | No signals yet | No commit datelisted | armory install nemo-guardrails --cli claude |
| 58 | Unranked | nowait-reasoning-optimizerskill · ai-agents | Implements the NOWAIT technique for efficient reasoning in R1-style LLMs. Use when optimizing inference of reasoning models (QwQ, DeepSeek-R1… | No signals yet | No commit datelisted | armory install nowait-reasoning-optimizer --cli claude |
| 59 | Unranked | openrlhf-trainingskill · other | High-performance RLHF framework with Ray+vLLM acceleration. Use for PPO, GRPO, RLOO, DPO training of large models (7B-70B+). Built on Ray, vLLM… | No signals yet | No commit datelisted | armory install openrlhf-training --cli claude |
| 60 | Unranked | optimizing-attention-flashskill · ai-agents | Optimizes transformer attention with Flash Attention for 2-4x speedup and 10-20x memory reduction. Use when training/running transformers with long… | No signals yet | No commit datelisted | armory install optimizing-attention-flash --cli claude |
| 61 | Unranked | outlinesskill · ai-agents | Guarantee valid JSON/XML/code structure during generation, use Pydantic models for type-safe outputs, support local models (Transformers, vLLM), and… | No signals yet | No commit datelisted | armory install outlines --cli claude |
| 62 | Unranked | peft-fine-tuningskill · ai-agents | Parameter-efficient fine-tuning for LLMs using LoRA, QLoRA, and 25+ methods. Use when fine-tuning large models (7B-70B) with limited GPU memory, when… | No signals yet | No commit datelisted | armory install peft-fine-tuning --cli claude |
| 63 | Unranked | perplexity-searchskill · search | Perform AI-powered web searches with real-time information using Perplexity models via LiteLLM and OpenRouter. This skill should be used when… | No signals yet | No commit datelisted | armory install perplexity-search --cli claude |
| 64 | Unranked | phoenix-observabilityskill · observability | Open-source AI observability platform for LLM tracing, evaluation, and monitoring. Use when debugging LLM applications with detailed traces, running… | No signals yet | No commit datelisted | armory install phoenix-observability --cli claude |
| 65 | Unranked | pineconeskill · database | Managed vector database for production AI applications. Fully managed, auto-scaling, with hybrid search (dense + sparse), metadata filtering, and… | No signals yet | No commit datelisted | armory install pinecone --cli claude |
| 66 | Unranked | prompt-cachingskill · ai-agents | Caching strategies for LLM prompts including Anthropic prompt caching, response caching, and CAG (Cache Augmented Generation) Use when: prompt… | No signals yet | No commit datelisted | armory install prompt-caching --cli claude |
| 67 | Unranked | prompt-engineer-3skill · ai-agents | Expert in designing effective prompts for LLM-powered applications. Masters prompt structure, context management, output formatting, and prompt… | No signals yet | No commit datelisted | armory install prompt-engineer-3 --cli claude |
| 68 | Unranked | prompt-engineeringskill · ai-agents | Expert guide on prompt engineering patterns, best practices, and optimization techniques. Use when user wants to improve prompts, learn prompting… | No signals yet | No commit datelisted | armory install prompt-engineering --cli claude |
| 69 | Unranked | prompt-engineering-patternsskill · ai-agents | Master advanced prompt engineering techniques to maximize LLM performance, reliability, and controllability. | No signals yet | No commit datelisted | armory install prompt-engineering-patterns --cli claude |
| 70 | Unranked | pymc-bayesian-modelingskill · other | Bayesian modeling with PyMC. Build hierarchical models, MCMC (NUTS), variational inference, LOO/WAIC comparison, posterior checks, for probabilistic… | No signals yet | No commit datelisted | armory install pymc-bayesian-modeling --cli claude |
| 71 | 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 |
| 72 | 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 |
| 73 | 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 |
| 74 | 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 |
| 75 | 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 |
| 76 | 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 |
| 77 | Unranked | senior-computer-visionskill · devops | World-class computer vision skill for image/video processing, object detection, segmentation, and visual AI systems. Expertise in PyTorch, OpenCV… | No signals yet | No commit datelisted | armory install senior-computer-vision --cli claude |
| 78 | Unranked | senior-ml-engineerskill · devops | World-class ML engineering skill for productionizing ML models, MLOps, and building scalable ML systems. Expertise in PyTorch, TensorFlow, model… | No signals yet | No commit datelisted | armory install senior-ml-engineer --cli claude |
| 79 | Unranked | senior-prompt-engineerskill · ai-agents | World-class prompt engineering skill for LLM optimization, prompt patterns, structured outputs, and AI product development. Expertise in Claude… | No signals yet | No commit datelisted | armory install senior-prompt-engineer --cli claude |
| 80 | Unranked | sentence-transformersskill · search | Framework for state-of-the-art sentence, text, and image embeddings. Provides 5000+ pre-trained models for semantic similarity, clustering, and… | No signals yet | No commit datelisted | armory install sentence-transformers --cli claude |
| 81 | Unranked | serving-llms-vllmskill · ai-agents | Serves LLMs with high throughput using vLLM's PagedAttention and continuous batching. Use when deploying production LLM APIs, optimizing inference… | No signals yet | No commit datelisted | armory install serving-llms-vllm --cli claude |
| 82 | Unranked | sglangskill · ai-agents | Fast structured generation and serving for LLMs with RadixAttention prefix caching. Use for JSON/regex outputs, constrained decoding, agentic… | No signals yet | No commit datelisted | armory install sglang --cli claude |
| 83 | Unranked | simpo-trainingskill · ai-agents | Simple Preference Optimization for LLM alignment. Reference-free alternative to DPO with better performance (+6.4 points on AlpacaEval 2.0). No… | No signals yet | No commit datelisted | armory install simpo-training --cli claude |
| 84 | Unranked | slime-rl-trainingskill · ai-agents | Provides guidance for LLM post-training with RL using slime, a Megatron+SGLang framework. Use when training GLM models, implementing custom data… | No signals yet | No commit datelisted | armory install slime-rl-training --cli claude |
| 85 | Unranked | speculative-decodingskill · devops | Accelerate LLM inference using speculative decoding, Medusa multiple heads, and lookahead decoding techniques. Use when optimizing inference speed… | No signals yet | No commit datelisted | armory install speculative-decoding --cli claude |
| 86 | Unranked | statsmodelsskill · observability | Statistical modeling toolkit. OLS, GLM, logistic, ARIMA, time series, hypothesis tests, diagnostics, AIC/BIC, for rigorous statistical inference and… | No signals yet | No commit datelisted | armory install statsmodels --cli claude |
| 87 | Unranked | tensorrt-llmskill · devops | Optimizes LLM inference with NVIDIA TensorRT for maximum throughput and lowest latency. Use for production deployment on NVIDIA GPUs (A100/H100), when… | No signals yet | No commit datelisted | armory install tensorrt-llm --cli claude |
| 88 | Unranked | training-llms-megatronskill · ai-agents | Trains large language models (2B-462B parameters) using NVIDIA Megatron-Core with advanced parallelism strategies. Use when training models >1B… | No signals yet | No commit datelisted | armory install training-llms-megatron --cli claude |
| 89 | Unranked | transformersskill · other | This skill should be used when working with pre-trained transformer models for natural language processing, computer vision, audio, or multimodal… | No signals yet | No commit datelisted | armory install transformers --cli claude |
| 90 | Unranked | unslothskill · ai-agents | Expert guidance for fast fine-tuning with Unsloth - 2-5x faster training, 50-80% less memory, LoRA/QLoRA optimization | No signals yet | No commit datelisted | armory install unsloth --cli claude |
| 91 | Unranked | verl-rl-trainingskill · back-end | Provides guidance for training LLMs with reinforcement learning using verl (Volcano Engine RL). Use when implementing RLHF, GRPO, PPO, or other RL… | No signals yet | No commit datelisted | armory install verl-rl-training --cli claude |
| 92 | Unranked | voice-agentsskill · ai-agents | Voice agents represent the frontier of AI interaction - humans speaking naturally with AI systems. The challenge isn't just speech recognition and… | No signals yet | No commit datelisted | armory install voice-agents --cli claude |
| 93 | Unranked | zod-validation-expertskill · front-end | Expert in Zod — TypeScript-first schema validation. Covers parsing, custom errors, refinements, type inference, and integration with React Hook Form… | No signals yet | No commit datelisted | armory install zod-validation-expert --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.