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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.

8,882
Stars
99
Skill Files
679
Forks
18
PRs Merged
15
Contributors
8
Issues Open
18
Issues Closed
2026-04-28
Last Activity

Skill Analysis

403
Avg Lines / Skill
1,563
Avg Words / Skill
1658
Code Blocks
526
Total Files
23.43 MB
Repo Size
266
Reference Files
Skill lines81 min / 406 median / 983 max
Code languagesbash, bibtex, http, javascript, json, latex, markdown, python, text, toml, yaml
Frontmatter keysauthor, dependencies, description, license, name, tags, version
Has CLAUDE.mdYes
Has LicenseYes
File typesmd (399), tex (15), sty (15), pdf (11), png (10), tsx (10), bib (9), json (7), js (6), py (5)

Skills (99)

  • example-skill-name
    v1.0.0MIT107 lines275 words6 blocks

    Brief third-person description of what this skill does and when to use it. Include key terms and triggers for discovery. Maximum 1024 characters.

    bash
  • autoresearch
    v1.0.0MIT412 lines3571 words7 blocks

    Orchestrates end-to-end autonomous AI research projects using a two-loop architecture. The inner loop runs rapid experiment iterations with clear opti...

    json
  • tensorboard
    v1.0.0MIT630 lines1560 words28 blocks

    Visualize training metrics, debug models with histograms, compare experiments, visualize model graphs, and profile performance with TensorBoard - Goog...

    bashpython
  • mlflow
    v1.0.0MIT705 lines1481 words29 blocks

    Track ML experiments, manage model registry with versioning, deploy models to production, and reproduce experiments with MLflow - framework-agnostic M...

    bashpython
  • weights-and-biases
    v1.0.0MIT591 lines1313 words23 blocks

    Track ML experiments with automatic logging, visualize training in real-time, optimize hyperparameters with sweeps, and manage model registry with W&B...

    bashpython
  • experiment-tracking-swanlab
    v1.0.0MIT407 lines923 words17 blocks

    Provides guidance for experiment tracking with SwanLab. Use when you need open-source run tracking, local or self-hosted dashboards, and lightweight m...

    bashpython
  • llamaindex
    v1.0.0MIT570 lines1554 words25 blocks

    Data framework for building LLM applications with RAG. Specializes in document ingestion (300+ connectors), indexing, and querying. Features vector in...

    bashpython
  • autogpt-agents
    v1.0.0MIT404 lines1174 words19 blocks

    Autonomous AI agent platform for building and deploying continuous agents. Use when creating visual workflow agents, deploying persistent autonomous a...

    bashhttpjavascriptjsonpythonyaml
  • crewai-multi-agent
    v1.0.0MIT499 lines1477 words22 blocks

    Multi-agent orchestration framework for autonomous AI collaboration. Use when building teams of specialized agents working together on complex tasks, ...

    bashpythonyaml
  • langchain
    v1.0.0MIT481 lines1411 words20 blocks

    Framework for building LLM-powered applications with agents, chains, and RAG. Supports multiple providers (OpenAI, Anthropic, Google), 500+ integratio...

    bashpython
  • evolving-ai-agents
    v1.0.0MIT384 lines1754 words10 blocks

    Provides guidance for automatically evolving and optimizing AI agents across any domain using LLM-driven evolution algorithms. Use when building self-...

    bashmarkdownpython
  • ara-research-manager
    v1.0.0MIT325 lines1544 words7 blocks

    Records research provenance as a post-task epilogue, scanning conversation history at the end of a coding or research session to extract decisions, ex...

    bashmarkdowntextyaml
  • ara-compiler
    v1.0.0MIT246 lines2093 words1 blocks

    Compiles any research input — PDF papers, GitHub repositories, experiment logs, code directories, or raw notes — into a complete Agent-Native Research...

    text
  • ara-rigor-reviewer
    v3.0.0MIT323 lines2392 words1 blocks

    Performs ARA Seal Level 2 semantic epistemic review on Agent-Native Research Artifacts, scoring six dimensions (evidence relevance, falsifiability, sc...

    json
  • chroma
    v1.0.0MIT407 lines970 words17 blocks

    Open-source embedding database for AI applications. Store embeddings and metadata, perform vector and full-text search, filter by metadata. Simple 4-f...

    bashpython
  • pinecone
    v1.0.0MIT359 lines888 words12 blocks

    Managed vector database for production AI applications. Fully managed, auto-scaling, with hybrid search (dense + sparse), metadata filtering, and name...

    bashpython
  • faiss
    v1.0.0MIT222 lines677 words10 blocks

    Facebook's library for efficient similarity search and clustering of dense vectors. Supports billions of vectors, GPU acceleration, and various index ...

    bashpython
  • sentence-transformers
    v1.0.0MIT256 lines712 words11 blocks

    Framework for state-of-the-art sentence, text, and image embeddings. Provides 5000+ pre-trained models for semantic similarity, clustering, and retrie...

    bashpython
  • qdrant-vector-search
    v1.0.0MIT494 lines1271 words19 blocks

    High-performance vector similarity search engine for RAG and semantic search. Use when building production RAG systems requiring fast nearest neighbor...

    bashpython
  • llamaguard
    v1.0.0MIT338 lines977 words13 blocks

    Meta's 7-8B specialized moderation model for LLM input/output filtering. 6 safety categories - violence/hate, sexual content, weapons, substances, sel...

    bashpython

Recent Commits

-337 contributions across all repos
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  • 28f2d292026-04-28
    feat: add Agent-Native Research Artifact (ARA) category — 23rd, 3 skills
    zechenzhangAGI
  • 9aff7502026-04-13
    fix: correct welcome screen defaults and sync package-lock.json
    AmberLJC
  • 684be662026-04-13
    Merge pull request #51 from RUFFY-369/feat/hermes-agent-support
    Jiachen LIU
  • 87588fc2026-04-13
    fix: address maintainer feedback on Hermes integration
    RUFFY-369
  • 8e658d82026-04-12
    docs: complete Hermes Agent support documentation and CLI UI updates
    RUFFY-369
  • 24c57d42026-04-12
    feat(hermes): add support for Hermes Agent in skill installer
    RUFFY-369
  • 05f19582026-04-10
    Merge pull request #47 from Gitsamshi/main
    Jiachen LIU
  • d4639712026-04-10
    Refactor ml-paper-writing: extract systems-paper-writing skill, bump to v1.5.2
    AmberLJC
  • 594f61a2026-04-09
    Merge pull request #48 from tianhao909/tianhao909-add-mlsys-260408
    Jiachen LIU
  • a0625272026-04-09
    Address PR #48 review: fix dependencies, page budget, best-paper citations
    root