substrait-io / substrait
A cross platform way to express data transformation, relational algebra, standardized record expression and plans.
substrait-io / substrait
OpenSLO / OpenSLO
Open specification for defining and expressing service level objectives (SLO)
litestar-org / polyfactory
Simple and powerful factories for mock data generation
fsspec / filesystem_spec
A specification that python filesystems should adhere to.
BullsEye0 / shodan-eye
Shodan Eye This tool collects all the information about all devices directly connected to the internet using the specified keywords that you enter. Author: Jolanda de Koff
matrix-org / matrix-spec-proposals
Proposals for changes to the matrix specification
sgl-project / SpecForge
Train speculative decoding models effortlessly and port them smoothly to SGLang serving.
mpmath / mpmath
Python library for arbitrary-precision floating-point arithmetic
marshmallow-code / apispec
A pluggable API specification generator. Currently supports the OpenAPI Specification (f.k.a. the Swagger specification)..
ethereum / execution-specs
Specification for the Execution Layer. Tracking network upgrades.
awesome-spectral-indices / awesome-spectral-indices
A ready-to-use curated list of Spectral Indices for Remote Sensing applications.
tlecomte / friture
Real-time audio visualizations (spectrum, spectrogram, etc.)
package-url / purl-spec
A minimal specification for purl aka. a package "mostly universal" URL, join the discussion at https://gitter.im/package-url/Lobby
fraunhoferportugal / tsfel
Time Series Feature Extraction Library (TSFEL): 60+ statistical, temporal, spectral and fractal features for time series classification, regression and signal processing in Python
opengeospatial / geoparquet
Specification for storing geospatial vector data (point, line, polygon) in Parquet
fsspec / s3fs
S3 Filesystem
beizhu-1209 / AIHelms
企业级 AI 资源纳管平台，提供统一 AI网关、Token调度能力，纳管 OpenAI、Azure、Claude、DeepSeek 等主流模型，并支持 MCP 工具与 Skill 的集中注册分发。具备内外双轨定价、成本归因、统一身份认证、安全审计与效能报表，帮助企业精准控制成本、量化 ROI，高效治理 AI 资产。
SpecterOps / Nemesis
An offensive data enrichment pipeline
tox-dev / platformdirs
A Python package for determining platform-specific directories (e.g. user data, config, cache, logs). Handles the differences between macOS, Windows, Linux/Unix, and Android so you don't have to.
cryptoadvance / specter-desktop
A desktop GUI for Bitcoin Core optimised to work with hardware wallets
dipy / dipy
DIPY is the paragon 3D/4D+ medical imaging library in Python. Contains generic methods for spatial normalization, signal processing, machine learning, statistical analysis and visualization of medical images. Additionally, it contains specialized methods for computational anatomy including diffusion, perfusion and structural imaging.
Haervwe / open-webui-tools
Open‑WebUI Tools is a modular toolkit designed to extend and enrich your Open WebUI instance, turning it into a powerful AI workstation. With a suite of over 15 specialized tools, function pipelines, and filters, this project supports academic research, agentic autonomy, multimodal creativity, workflows, and more
ITSpecialist111 / ai_automation_suggester
This custom Home Assistant integration automatically scans your entities, detects new devices, and uses AI (via cloud and local APIs) to suggest tailored automations. It supports multiple AI providers, including OpenAI, Anthropic, Google, Groq, Ollama and more! The integration provides automation suggestions via HASS notifications
ReflexioAI / claude-smart
Turns corrections into Preferences, Project-specific skills, and Shared skills for Claude Code, Codex, and OpenCode.
buddy-compiler / buddy-mlir
An MLIR-based compiler framework bridges DSLs (domain-specific languages) to DSAs (domain-specific architectures).
kiwigrid / k8s-sidecar
This is a docker container intended to run inside a kubernetes cluster to collect config maps with a specified label and store the included files in a local folder.
json-schema-org / JSON-Schema-Test-Suite
A language agnostic test suite for the JSON Schema specifications
AmazingAng / old-coder
An old coder's strategy for the agent era: don't read the code — make it run the gauntlet. Evidence-first development skill for coding agents, inspired by Uncle Bob.
ARahim3 / mlx-dspark
Up to 4× faster LLM decoding on Apple Silicon, lossless. Native MLX port of DeepSeek's DSpark & z-lab's DFlash speculative decoding — Gemma-4, Qwen3.8, Muse-Glimmer, Nemotron, LFM2.5, Ornith-1.0, ternary Bonsai-27B.
angel291592 / Intent-Router
Intent compiler for AI agents — converges vague requests into typed IntentSpec contracts (probe, ask, or halt before routing), the input layer for routers and typed-decision models like Jev & Laya
marshmallow-code / flask-smorest
DB agnostic framework to build auto-documented REST APIs with Flask and marshmallow
DedalusProject / dedalus
A flexible framework for solving PDEs with modern spectral methods.
gmickel / flow-next
Faster than your agent alone. And better. A workflow plugin that takes a bug, idea or ticket to a verified pull request: specs, cross-model review by risk, live QA, receipts in your repo. Claude Code · Codex · Cursor · Droid · Grok Build · OpenCode · Muse Code.
UKGovernmentBEIS / inspect_evals
Collection of evals for Inspect AI
carlmontanari / scrapli
Fast, flexible, sync/async, Python 3.10+ screen scraping client specifically for network devices
xmarre / ComfyUI-Spectrum-MiniMax-H3
Training-free Spectrum acceleration for ComfyUI’s native MiniMax H3 audio-video model. Uses Chebyshev ridge feature forecasting to skip selected H3 transformer evaluations, with adaptive scheduling, sampler-aware support for Euler, ER-SDE, RES, SEEDS and SA-Solver, CPU/VRAM history storage, and fail-closed native fallbacks.
LukasNiessen / ArchUnitPython
ArchUnitPython is an architecture testing library. Specify and ensure architecture rules in your Python app. Easy setup and pipeline integration.
spacetelescope / jwst
processing pipeline for James Webb Space Telescope imagery and spectroscopy
transferwise / pipelinewise
Data Pipeline Framework using the singer.io spec
bjodah / chempy
⚗ A package useful for chemistry written in Python
Ecogenomics / GTDBTk
GTDB-Tk: a toolkit for assigning objective taxonomic classifications to bacterial and archaeal genomes.
cryptoadvance / specter-diy
DIY airgapped hardware wallet that uses QR codes for communication with the host
doclang-project / doclang
DocLang spec and reference toolkit
google / cameratrapai
AI models trained by Google to classify species in images from motion-triggered wildlife cameras.
FutureMLS-Lab / OSCAR
OSCAR: Offline Spectral Covariance-Aware Rotation for 2-bit KV Cache Quantization
zengxiao-he / tessera
From teacher to tiles — a from-scratch LLM distillation & serving engine: custom Triton/CUDA kernels, FSDP distillation, paged-KV continuous batching, speculative decoding, a Rust gateway, a JAX oracle, and interpretability tooling.
wrye-bash / wrye-bash
A swiss army knife for modding Bethesda games.
ImKKingshuk / LockKnife
LockKnife: The Ultimate Android Security Research Tool. A unified TUI workspace and headless CLI for deep Android security research, built for researchers and hackers. Powered by Python orchestration and a Rust-accelerated core, enabling AI agent–driven hacking, credential recovery/cracking, APK analysis, intelligence gathering, runtime inspection.
codeskyblue / uiautodev
Mobile UI viewer in browser, view the UI in a tree view, and generate XPath automatically.
dbfixtures / pytest-postgresql
This is a pytest plugin, that enables you to test your code that relies on a running PostgreSQL Database. It allows you to specify fixtures for PostgreSQL process and client.
expectedparrot / edsl
Design, conduct and analyze results of AI-powered surveys and experiments. Simulate social science and market research with large numbers of AI agents and LLMs.
nftechie / doomfly
Fly-connectome simulation controlling a live Doom arena, with experimental neural plasticity, spectator UI, and scientific validation reports.
techjanitor / botmaker
A Hermes Agent skill + SOUL for a bot whose only job is minting other specialist bots
Tencent / AngelSpec
A unified, torch-native training framework for MTP and block-parallel speculative decoding.
Samin100 / codex-ios-assistant
Control and inspect an iPhone from Codex through iMessage and Shortcuts
arsumbris / arsumbris
A workspace and framework to build domain-specific systems for agentic knowledge work.
julianmb / q38rocm
Qwen 3.8 27B ROCmFP4 on AMD Strix Halo (Ryzen AI Max+ 395). Up to 36 tok/s via MTP Speculation, TurboQuant & Mesa RADV Wave64.
MiaAI-Lab / Qwen3.8-27B-DFlash2-EXL3-5.0bpw
Deployment kit: Qwen3.8-27B EXL3 3.5bpw target + DFlash2 EXL3 5.0bpw speculative draft — launcher, config, model cards
alexzhang13 / spec-ptc
Speculative programmatic tool calling (sPTC) for harnesses like RLM, CodeAct, etc.
UditAkhourii / cdaf
CDAF (Cached Descriptive Asset Files) - open sidecar format for video so AI agents stop re-analyzing the same footage. Spec, CLI, agent skill, reproducible benchmark.