Popular GitHub Repositories for Specs

Web Testing AI Agent - Write your specs, it does the rest

The OpenAPI-MCP proxy translates OpenAPI specs into MCP tools, enabling AI agents to access external APIs without custom wrappers!

A RAG API server written in Rust following OpenAI specs

Autospec is an open-source AI agent that takes a web app URL and autonomously QAs it, and saves its passing specs as E2E test code

Carrot auto-writes specs and catches AI code drift. MCP server for Cursor that AST-validates every commit.

Open-source ChatGPT like UI offering real-time messaging, conversation trees, and plugin support in line with OpenAI specs.

Type-safe AI agents for Go. Suricata combines LLM intelligence with Go’s strong typing, declarative YAML specs, and code generation to build safe, maintainable, and production-ready AI agents.

Outline Driven Development – Beyond "specs" or "vibes" using AST analysis and Modern CLI Tools w/ context engineering; batteries-included

A Claude Code plugin that provides a conversational, adaptive, and agentic subagent for co-creating rigorous, multi-perspective technical specs—featuring dynamic memory graphs, adaptive workflows, and explicit multi-role analysis. Especially useful for non-technical users and teams adopting the Spec Kit Methodology.

AI sheet music generator and player generator from prompt and specs.

This repository demonstrates how to do inference with llama-2-7b-chat using llama.cpp on a machine with minimal specs.

A TypeScript MCP server bridging Dust.tt agents with external tools via JSON-RPC, SSE, and secure API integration. Implements MCP specs/sdk for Claude Desktop compatibility, featuring session management, real-time streaming, and Dust API connectivity.

? Curated resources for Google's Agent Payments Protocol (AP2), A2A & x402 — blogs, videos, repos & specs. Contributions welcome!

This project uses LlamaIndex's Introspective Agent to summarize product specification documents with a focus on performance specs and safety features. The pipeline loads PDF documents, extracts text, and generates a summary in less than 50 words using a reflective agent loop.

Turn OpenAPI specs to conversations with Developers in chat based environments.

MCP server providing token-efficient access to OpenAPI/Swagger specs via MCP Resources for client-side exploration.

This Python tool leverages OpenAI and Groq APIs to generate custom technical specs and project outlines, ideal for DIY projects and more. With adjustable prompts, structured guidance, and API integration, it helps users easily plan, understand, and execute complex projects across robotics, software, and educational fields.

generate stackql provider for Anthropic from openapi specs

AI-enhanced development framework that turns natural language into formal specs and production-grade code with agentic pipelines and quality gates.

Cloudflare Workers + Pages app that ingests OpenAPI specs, stores context in Durable Objects, and offers an AI copilot. Calls workers api : https://cf-ai-api-copilot.griffinstanui99.workers.dev/