Publisher
orchestra-research
Public Claude skills and plugins from github.com/orchestra-research that Waxell has reviewed.
- 98 reviewed
- 25 no issues
- 70 to review
- 3 high risk
98 resultsorchestra-research
- nemo-evaluator-sdkorchestra-researchEvaluates LLMs across 100+ benchmarks from 18+ harnesses (MMLU, HumanEval, GSM8K, safety, VLM) with multi-backend execution. Use when… Review findingsEngineeringResearch14k
- llama-cpporchestra-researchRuns LLM inference on CPU, Apple Silicon, and consumer GPUs without NVIDIA hardware. Use for edge deployment, M1/M2/M3 Macs, AMD/Intel… No issuesResearchAI & agents14k
- sglangorchestra-researchFast structured generation and serving for LLMs with RadixAttention prefix caching. Use for JSON/regex outputs, constrained decoding,… Review findingsResearchProductivity14k
- tensorrt-llmorchestra-researchOptimizes LLM inference with NVIDIA TensorRT for maximum throughput and lowest latency. Use for production deployment on NVIDIA GPUs… No issuesResearchEngineering14k
- serving-llms-vllmorchestra-researchServes LLMs with high throughput using vLLM's PagedAttention and continuous batching. Use when deploying production LLM APIs, optimizing… Review findingsEngineeringResearch14k
- mlfloworchestra-researchTrack ML experiments, manage model registry with versioning, deploy models to production, and reproduce experiments with MLflow -… Review findingsResearchEngineering14k
- experiment-tracking-swanlaborchestra-researchProvides guidance for experiment tracking with SwanLab. Use when you need open-source run tracking, local or self-hosted dashboards, and… Review findingsResearchData & analytics14k
- tensorboardorchestra-researchVisualize training metrics, debug models with histograms, compare experiments, visualize model graphs, and profile performance with… Review findingsData & analyticsResearch14k
- weights-and-biasesorchestra-researchTrack ML experiments with automatic logging, visualize training in real-time, optimize hyperparameters with sweeps, and manage model… Review findingsResearchData & analytics14k
- evolving-ai-agentsorchestra-researchProvides guidance for automatically evolving and optimizing AI agents across any domain using LLM-driven evolution algorithms. Use when… Review findingsResearchAI & agents14k
- autogpt-agentsorchestra-researchAutonomous AI agent platform for building and deploying continuous agents. Use when creating visual workflow agents, deploying persistent… No issuesResearchEngineering14k
- crewai-multi-agentorchestra-researchMulti-agent orchestration framework for autonomous AI collaboration. Use when building teams of specialized agents working together on… Review findingsProductivityResearch14k
- langchainorchestra-researchFramework for building LLM-powered applications with agents, chains, and RAG. Supports multiple providers (OpenAI, Anthropic, Google),… Review findingsEngineeringResearch14k
- llamaindexorchestra-researchData framework for building LLM applications with RAG. Specializes in document ingestion (300+ connectors), indexing, and querying.… Review findingsData & analyticsResearch14k
- chromaorchestra-researchOpen-source embedding database for AI applications. Store embeddings and metadata, perform vector and full-text search, filter by… Review findingsResearchData & analytics14k
- faissorchestra-researchFacebook's library for efficient similarity search and clustering of dense vectors. Supports billions of vectors, GPU acceleration, and… Review findingsResearchAI & agents14k
- pineconeorchestra-researchManaged vector database for production AI applications. Fully managed, auto-scaling, with hybrid search (dense + sparse), metadata… Review findingsResearchData & analytics14k
- qdrant-vector-searchorchestra-researchHigh-performance vector similarity search engine for RAG and semantic search. Use when building production RAG systems requiring fast… Review findingsResearchAI & agents14k
- sentence-transformersorchestra-researchFramework for state-of-the-art sentence, text, and image embeddings. Provides 5000+ pre-trained models for semantic similarity,… Review findingsResearchDesign14k
- dspyorchestra-researchBuild complex AI systems with declarative programming, optimize prompts automatically, create modular RAG systems and agents with DSPy -… Review findingsResearchEngineering14k
- guidanceorchestra-researchControl LLM output with regex and grammars, guarantee valid JSON/XML/code generation, enforce structured formats, and build multi-step… Review findingsResearchEngineering14k
- instructororchestra-researchExtract structured data from LLM responses with Pydantic validation, retry failed extractions automatically, parse complex JSON with type… Review findingsResearchData & analytics14k
- outlinesorchestra-researchGuarantee valid JSON/XML/code structure during generation, use Pydantic models for type-safe outputs, support local models (Transformers,… Review findingsResearchEngineering14k
- langsmith-observabilityorchestra-researchLLM observability platform for tracing, evaluation, and monitoring. Use when debugging LLM applications, evaluating model outputs against… Review findingsEngineeringResearch14k
- phoenix-observabilityorchestra-researchOpen-source AI observability platform for LLM tracing, evaluation, and monitoring. Use when debugging LLM applications with detailed… Review findingsResearchData & analytics14k
- audiocraft-audio-generationorchestra-researchPyTorch library for audio generation including text-to-music (MusicGen) and text-to-sound (AudioGen). Use when you need to generate music… Review findingsImages, video & audioResearch14k
- blip-2-vision-languageorchestra-researchVision-language pre-training framework bridging frozen image encoders and LLMs. Use when you need image captioning, visual question… Review findingsResearchAI & agents14k
- cliporchestra-researchOpenAI's model connecting vision and language. Enables zero-shot image classification, image-text matching, and cross-modal retrieval.… Review findingsResearchAI & agents14k
- evaluating-cosmos-policyorchestra-researchEvaluates NVIDIA Cosmos Policy on LIBERO and RoboCasa simulation environments. Use when setting up cosmos-policy for robot manipulation… No issuesLegal & complianceResearch14k
- llavaorchestra-researchLarge Language and Vision Assistant. Enables visual instruction tuning and image-based conversations. Combines CLIP vision encoder with… No issuesData & analyticsResearch14k
- fine-tuning-serving-openpiorchestra-researchFine-tune and serve Physical Intelligence OpenPI models (pi0, pi0-fast, pi0.5) using JAX or PyTorch backends for robot policy inference… Review findingsResearchData & analytics14k
- fine-tuning-openvla-oftorchestra-researchFine-tunes and evaluates OpenVLA-OFT and OpenVLA-OFT+ policies for robot action generation with continuous action heads, LoRA adaptation,… Review findingsResearchEngineering14k
- segment-anything-modelorchestra-researchFoundation model for image segmentation with zero-shot transfer. Use when you need to segment any object in images using points, boxes, or… Review findingsResearchAI & agents14k
- stable-diffusion-image-generationorchestra-researchState-of-the-art text-to-image generation with Stable Diffusion models via HuggingFace Diffusers. Use when generating images from text… Review findingsImages, video & audioResearch14k
- whisperorchestra-researchOpenAI's general-purpose speech recognition model. Supports 99 languages, transcription, translation to English, and language… Review findingsImages, video & audioResearch14k
- knowledge-distillationorchestra-researchCompress large language models using knowledge distillation from teacher to student models. Use when deploying smaller models with… Review findingsResearchAI & agents14k
- long-contextorchestra-researchExtend context windows of transformer models using RoPE, YaRN, ALiBi, and position interpolation techniques. Use when processing long… Review findingsResearchDocuments14k
- model-mergingorchestra-researchMerge multiple fine-tuned models using mergekit to combine capabilities without retraining. Use when creating specialized models by… Review findingsEngineeringProductivity14k
- model-pruningorchestra-researchReduce LLM size and accelerate inference using pruning techniques like Wanda and SparseGPT. Use when compressing models without… Review findingsResearchAI & agents14k
- moe-trainingorchestra-researchTrain Mixture of Experts (MoE) models using DeepSpeed or HuggingFace. Use when training large-scale models with limited compute (5× cost… Review findingsResearchAI & agents14k
- speculative-decodingorchestra-researchAccelerate LLM inference using speculative decoding, Medusa multiple heads, and lookahead decoding techniques. Use when optimizing… Review findingsResearchAI & agents14k
- academic-plottingorchestra-researchGenerates publication-quality figures for ML papers from research context. Given a paper section or description, extracts system… No issuesResearchData & analytics14k
- ml-paper-writingorchestra-researchWrite publication-ready ML/AI papers for NeurIPS, ICML, ICLR, ACL, AAAI, COLM. Use when drafting papers from research repos, structuring… Review findingsResearchWriting & content14k
- presenting-conference-talksorchestra-researchGenerates conference presentation slides (Beamer LaTeX PDF and editable PPTX) from a compiled paper with speaker notes and talk script.… No issuesResearchDocuments14k
- systems-paper-writingorchestra-researchComprehensive guide for writing systems papers targeting OSDI, SOSP, ASPLOS, NSDI, and EuroSys. Provides paragraph-level structural… No issuesResearchWriting & content14k
- brainstorming-research-ideasorchestra-researchGuides researchers through structured ideation frameworks to discover high-impact research directions. Use when exploring new problem… No issuesResearchProductivity14k
- creative-thinking-for-researchorchestra-researchApplies cognitive science frameworks for creative thinking to CS and AI research ideation. Use when seeking genuinely novel research… No issuesResearchAI & agents14k
- ara-compilerorchestra-researchCompiles any research input: PDF papers, GitHub repositories, experiment logs, code directories, or raw notes, into a complete… No issuesEngineeringResearch14k
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SOC 2 Type II attested · ISO/IEC 27001:2022 certified · HIPAA with a BAA · aligned to the EU AI Act and NIST AI RMF