Top SPEC GitHub Repositories & Tools (2026)

Tinybot is a lightweight personal AI Agent that is constantly evolving

Online demo without installing at - https://buildit.so/tryit

a language for building system dynamic models

Auto-generate bindings for GObject based libraries at run time using FFI

Build compelling visualizations using declarative react components.

Workbench for biodiversity informatics.

Workflow Runtime Engine based on the Open Workflow Specification (CNCF Sandbox project) for Agentic Workflows

Proteomics search software with integrated calibration, PTM discovery, bottom-up, top-down and LFQ capabilities

An open-source virtual AI Infra team that discovers, benchmarks, and safely upgrades local LLM inference—with independent quality gates, a stable OpenAI-compatible API, and automatic rollback.

Physics-guided augmentation and multi-scale Transformer learning for low-resource spectroscopy; CNMM-MSST XRF implementation optimized based on the JAAS paper.

Taxonomy-aware DNA sequence processing toolkit

Android emulator & ADB GUI for Mac: dark mode, font size, RTL, TalkBack, network, GPS, Layout Inspector in dp. Built-in MCP server lets Claude Code, Codex and Cursor drive the emulator.

The set-and-forget LLM engine for Pascal and Volta: PXQ codec + kernels, auto-tuned per card. Ready-to-run PXQ models in MODELS.md; benchmarks vs llama.cpp in the README.

CLI for streamlined spec-driven development

RaccoonX(DBCheck): Database Inspection Tool

GraphQL Router / API Gateway framework written in Golang, focussing on correctness, extensibility, and high-performance. Supports Federation v1 & v2, Subscriptions & more.