A collection of 177 validated scientific skills for AI agents, covering biology, chemistry, medicine, and data analysis, plus 100+ scientific database references.
HarnessRouter Community Edition: the self-hosted, Apache-2.0 edition of the unified interface for agent harnesses. Run Codex, Claude Code, Hermes, PI, DSH, and more through one API, with sessions, streaming, files, cancellation, and failure handling. Implements the Unified Harness Protocol (UHP), an open standard. Your keys, your infrastructure.
Open Source AI Accelerator Research Platform Standard / 开源推理研究平台
Governance standard and reference toolset for LLM-maintained knowledge corpora
A standard API for single-agent reinforcement learning environments, with popular reference environments and related utilities (formerly Gym)
A logical, reasonably standardized, but flexible project structure for doing and sharing data science work.
A standard API for multi-agent reinforcement learning environments, with popular reference environments and related utilities
Apache Ossie, industry wide specification effort to standardize how we exchange semantic metadata across analytics, AI and BI platforms, providing a vendor neutral, single source of truth for semantic data
Spec-Driven Development with organizational governance. Specs tell AI agents what to build; Charter governs how they build it. Git-native missions, enforceable workflows, and consistent engineering standards across AI coding agents and harnesses.
PACE: A systematic approach for sim-to-real transfer of legged robots, identifying actuator and joint dynamics with standard joint encoders.
SSL and TLS protocol test suite and fuzzer
A fully modular 3D-printable rack-building system
Package manager for things. Start designing modular hardware! PartCAD is the standard for documenting manufacturable physical products (a.k.a. Digital Thread or TDP). It comes with a set of tools to maintain product information and to facilitate efficient and effective workflows at all product lifecycle phases, boosted by AI.
面向中文 Word 文档的排版、规范化与交付工具,将复杂格式要求转化为可复用的工作流。 / Format, standardize, and deliver Chinese Word documents with reusable workflows.
Claude skills for industry-standard Remotion motion graphics: klik-anim-bible (animation craft laws, standalone) + klik-remotion-method (end-to-end video production pipeline). Install one or both — see README.
High-speed parallel stream engine & local web dashboard for streaming HTTP/HTTPS downloads directly to PlayStation 5 FTP storage. Pure Python standard library, zero pip packages, macOS & Windows.
This repo is a alternative solution for standard self-attention. It uses tree routing with learnable functions for cheaper self-attention while not compromising accuracy.
Open standard for machine learning interoperability
A modern Python package and dependency manager supporting the latest PEP standards
🔩 Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python standard library. Nothing like Michael Bolton.
A functional standard library for Python.
Useful extensions to the standard Python datetime features
The OWASP MASVS (Mobile Application Security Verification Standard) is the industry standard for mobile app security.
A unified orchestration layer for heterogeneous AI compute. It standardizes how to manage compute and run training and inference on GPU clouds, Kubernetes, VMs, or bare-metal clusters.
Privacy and security enhanced releases of Chromium for GrapheneOS. Vanadium provides the WebView and standard user-facing browser on GrapheneOS. It depends on hardening in other GrapheneOS repositories and doesn't include patches not relevant to the build targets used on GrapheneOS.
A standard format for offline reinforcement learning datasets, with popular reference datasets and related utilities
High-quality implementations of standard and SOTA methods on a variety of tasks.
Automatically convert video files to a standardized format with metadata tagging to create a beautiful and uniform media library
A cross platform way to express data transformation, relational algebra, standardized record expression and plans.
Access large archives as a filesystem efficiently, e.g., TAR, RAR, ZIP, GZ, BZ2, XZ, ZSTD archives
The day-to-day front-end to the IETF database for people who work on IETF standards.
Additional linear models including instrumental variable and panel data models that are missing from statsmodels.
Finally, a JSONPath implementation for Python that aims to be standard compliant. Enjoy!
Python implementation of UDS (ISO-14229) standard.
Rapid & standardized annotation of bacterial genomes, MAGs & plasmids
A comprehensive collection of AI development patterns for building software with AI assistance, organized by implementation maturity and development lifecycle phases. Includes Foundation, Development, and Operations patterns with practical examples and anti-patterns.
Linked Open Data Modeling Language
㊙️ Create standard barcodes with Python. No external dependencies. 100% Organic Python.
pygeoapi is a Python server implementation of the OGC API suite of standards. The project emerged as part of the next generation OGC API efforts in 2018 and provides the capability for organizations to deploy a RESTful OGC API endpoint using OpenAPI, GeoJSON, and HTML. pygeoapi is open source and released under an MIT license.
Simulate Functional Mock-up Units (FMUs) in Python
kloppy: standardizing soccer tracking- and event data
7zip in python3 with ZStandard, PPMd, LZMA2, LZMA1, Delta, BCJ, BZip2, and Deflate compressions, and AES encryption.
Convert your notes to Markdown
Free and open-source digital preservation system designed to maintain standards-based, long-term access to collections of digital objects.
A Model Context Protocol (MCP) server that enables AI agents and LLMs to query and analyze Prometheus metrics through standardized interfaces.
nnInteractive is a framework for 3D interactive segmentation, supporting intuitive prompts like points, scribbles, bounding boxes, and lasso. Trained on 120+ diverse 3D datasets, it sets a new standard in accuracy, usability, and adaptability for clinical and research applications.
A local detector for AI-writing patterns. Scores every prose file your agent saves. Python standard library only, no network, no model.
An automated benchmark platform for AI-generated apps — built-in evaluation rules, standard sample sets, and layered test cases across a multi-dimensional metric system. One pipeline runs build, install, E2E tests, and scoring into a shareable report.
Inspect Codex / Claude logs, verify metering samples and re-count supported billing exports. Free local tools; bounded $10 diagnosis and $20 QA.
Not Ai isn’t just about bypassing AI detectors. It puts good writing first, creating clear, honest prose shaped by human writing standards. It’s perfect for college and school projects, LinkedIn/X posts, emails, factual articles, personal essays, social media posts, and technical documentation, especially GitHub READMEs
Reliable multi-source financial data ingestion with provenance, retries, normalization, and standard HTML/CSV/JSON reports.
Deterministic, bounded local Git context as Markdown or JSON. Standard-library Python CLI.
SAE(Standard Academic Editing)Skill
Turn any AI agent into an AI Scientist. The #1 Agent Skills library for science, used by 190,000+ scientists worldwide. 165 ready-to-use validated skills plus 100+ scientific databases covering biology, chemistry, medicine, and drug discovery. Compatible with Cursor, Claude Code, Codex, Pi, Antigravity, and the open Agent Skills standard.
Open plain-text file format for AI memory. Your assistant's long-term memory as .dai files on your disk: readable by Claude, GPT, Gemini, Cursor, local models and grep (all LLM models work). MCP server + hooks for Claude Code, Claude Desktop, Cursor, Windsurf, Codex. 83% LongMemEval-S (GPT-4o), 92% (Claude Fable 5), 10x fewer tokens.
Deterministic, read-only Git evidence for coding agents and automation. Standard-library Python CLI.
tooling to support clustermax.ai, the industry standard rating system for neoclouds
Rename peer-reviewed PDF articles to a standard naming format [(Last name, year) Title]
Open-source, cross-agent Agent Skills for DevOps, DevSecOps, Cloud, Kubernetes/platform engineering, CI/CD tooling, GitOps/Argo, policy, security scanning, SRE, standards/compliance, MLOps, AgentOps, and enterprise collaboration. Build once, use in Claude Code, GitHub Copilot, OpenAI Codex, Cursor and Gemini CLI.
It is a "LifeContext" operating system designed to run entirely on-device, transforming personal data—such as chat logs, documents, and oral histories—into digital memories and personality structures that are traceable, editable, and portable. We aim to establish a standardized LifeContext format, creating an open foundation for personalized agents