AI-research-SKILLs
by Orchestra-Research
Comprehensive open-source library of AI research and engineering skills for any AI model. Package the skills and your claude code/codex/gemini agent will be an AI research agent with full horsepower. Maintained by Orchestra Research.
About
Comprehensive open-source library of AI research and engineering skills for any AI model. Package the skills and your claude code/codex/gemini agent will be an AI research agent with full horsepower. Maintained by Orchestra Research.
Skill Analysis
Skills (99)
Brief third-person description of what this skill does and when to use it. Include key terms and triggers for discovery. Maximum 1024 characters.
bashOrchestrates end-to-end autonomous AI research projects using a two-loop architecture. The inner loop runs rapid experiment iterations with clear opti...
jsonVisualize training metrics, debug models with histograms, compare experiments, visualize model graphs, and profile performance with TensorBoard - Goog...
bashpythonTrack ML experiments, manage model registry with versioning, deploy models to production, and reproduce experiments with MLflow - framework-agnostic M...
bashpythonTrack ML experiments with automatic logging, visualize training in real-time, optimize hyperparameters with sweeps, and manage model registry with W&B...
bashpythonProvides guidance for experiment tracking with SwanLab. Use when you need open-source run tracking, local or self-hosted dashboards, and lightweight m...
bashpythonData framework for building LLM applications with RAG. Specializes in document ingestion (300+ connectors), indexing, and querying. Features vector in...
bashpythonAutonomous AI agent platform for building and deploying continuous agents. Use when creating visual workflow agents, deploying persistent autonomous a...
bashhttpjavascriptjsonpythonyamlMulti-agent orchestration framework for autonomous AI collaboration. Use when building teams of specialized agents working together on complex tasks, ...
bashpythonyamlFramework for building LLM-powered applications with agents, chains, and RAG. Supports multiple providers (OpenAI, Anthropic, Google), 500+ integratio...
bashpythonProvides guidance for automatically evolving and optimizing AI agents across any domain using LLM-driven evolution algorithms. Use when building self-...
bashmarkdownpythonRecords research provenance as a post-task epilogue, scanning conversation history at the end of a coding or research session to extract decisions, ex...
bashmarkdowntextyamlCompiles any research input — PDF papers, GitHub repositories, experiment logs, code directories, or raw notes — into a complete Agent-Native Research...
textPerforms ARA Seal Level 2 semantic epistemic review on Agent-Native Research Artifacts, scoring six dimensions (evidence relevance, falsifiability, sc...
jsonOpen-source embedding database for AI applications. Store embeddings and metadata, perform vector and full-text search, filter by metadata. Simple 4-f...
bashpythonManaged vector database for production AI applications. Fully managed, auto-scaling, with hybrid search (dense + sparse), metadata filtering, and name...
bashpythonFacebook's library for efficient similarity search and clustering of dense vectors. Supports billions of vectors, GPU acceleration, and various index ...
bashpythonFramework for state-of-the-art sentence, text, and image embeddings. Provides 5000+ pre-trained models for semantic similarity, clustering, and retrie...
bashpythonHigh-performance vector similarity search engine for RAG and semantic search. Use when building production RAG systems requiring fast nearest neighbor...
bashpythonMeta's 7-8B specialized moderation model for LLM input/output filtering. 6 safety categories - violence/hate, sexual content, weapons, substances, sel...
bashpython
Recent Commits
- 28f2d292026-04-28feat: add Agent-Native Research Artifact (ARA) category — 23rd, 3 skillszechenzhangAGI
- 9aff7502026-04-13fix: correct welcome screen defaults and sync package-lock.jsonAmberLJC
- 684be662026-04-13Merge pull request #51 from RUFFY-369/feat/hermes-agent-supportJiachen LIU
- 87588fc2026-04-13fix: address maintainer feedback on Hermes integrationRUFFY-369
- 8e658d82026-04-12docs: complete Hermes Agent support documentation and CLI UI updatesRUFFY-369
- 24c57d42026-04-12feat(hermes): add support for Hermes Agent in skill installerRUFFY-369
- 05f19582026-04-10Merge pull request #47 from Gitsamshi/mainJiachen LIU
- d4639712026-04-10Refactor ml-paper-writing: extract systems-paper-writing skill, bump to v1.5.2AmberLJC
- 594f61a2026-04-09Merge pull request #48 from tianhao909/tianhao909-add-mlsys-260408Jiachen LIU
- a0625272026-04-09Address PR #48 review: fix dependencies, page budget, best-paper citationsroot