Search results for "specification"
SPDX parser and tools.
AWS SDK extension for OpenTelemetry
OpenInference Semantic Conventions
Make Anthropic Model Context Protocol (MCP) tools compatible with LangChain and LangGraph agents.
Sane and flexible OpenAPI 3 schema generation for Django REST framework
Toolbox for imbalanced dataset in machine learning
CORS support for aiohttp
Multi-Language Server WebSocket proxy for Jupyter Notebook/Lab server
A library implementing the 'SemVer' scheme.
Pydantic OpenAPI schema implementation
OpenTelemetry Protobuf encoding
OpenTelemetry Collector Protobuf over gRPC Exporter
OpenTelemetry Collector Protobuf over HTTP Exporter
OpenTelemetry Semantic Conventions
FastAPI framework, high performance, easy to learn, fast to code, ready for production
Generates Kotlin Code from OpenAPI 3 Specifications
Don Cheli — SDD Framework. The most comprehensive Specification-Driven Development framework for AI agents. 88+ commands, 51 skills, 15 reasoning models. TDD mandatory, OWASP audit, Autonomous Mode, C
Executable specs - run Gherkin feature files with an AI agent in the browser
Soul-driven AI agent with permission-hardened tools, token budgets, and multi-channel access. Runs 24/7 from CLI or Telegram.
Stop prompting. Start specifying.
A Go implementation of the Model Context Protocol (MCP), enabling seamless integration between LLM applications and external data sources and tools.
MCP server for Kaseya Autotask PSA — 39 tools for companies, tickets, projects, time entries, and more
♾️ Private Agent Fleet with Spec Coding. Each agent gets their own GPU-accelerated desktop. Run Claude, Codex, Gemini and open models on a full private AI Stack ♾️
Official MCP Servers for AWS
A Model Context Protocol (MCP) server for interacting with Microsoft 365 and Office services through the Graph API
Universal AI Development Platform with MCP server integration, multi-provider support, and professional CLI. Build, test, and deploy AI applications with multiple ai providers.
A text-based user interface (TUI) client for interacting with MCP servers using Ollama. Features include agent mode, multi-server, model switching, streaming responses, tool management, human-in-the-l
The open-source LLMOps platform: prompt playground, prompt management, LLM evaluation, and LLM observability all in one place.
Open-source persistent memory for AI agent pipelines (LangGraph, CrewAI, AutoGen) and Claude. REST API + knowledge graph + autonomous consolidation.
Rediscover your social memories with local, AI-powered analysis. 本地化的聊天记录分析工具，通过 AI Agent 回顾你的社交记忆。
Seedance 2.0 Shot Design Skills
Securely scale AI usage across your organization. Control plane for building, securing and monitoring your agents, mcp and skills.
EdegQuake 🌋 High-performance GraphRAG inspired from LightRag written in Rust; Transform documents into intelligent knowledge graphs for superior retrieval and generation
Composio powers 1000+ toolkits, tool search, context management, authentication, and a sandboxed workbench to help you build AI agents that turn intent into action.
Make AI work for Everyone - Monitoring and governing for your AI/ML
The official Rust SDK for the Model Context Protocol
A Model Context Protocol (MCP) server that provides authenticated access to Google Workspace APIs, offering integrated Authentication, Gmail, Calendar, and Drive functionality
The official Python library for the OpenAI API
mcpc is a CLI client for MCP. It supports persistent sessions, stdio/HTTP, OAuth 2.1, JSON output for code mode, proxy for AI sandboxes, and much more.
mcpc is a universal CLI client for MCP. It supports persistent sessions, stdio/HTTP, OAuth 2.1, tasks, JSON output for code mode, proxy for AI sandboxes, x402, and more.
A local-first, CLI-driven multi-agent AI software engineering workflow orchestrator with feed specs, PRDs, and guidelines to auto-generate implementation plans and code.
Control Gmail, Google Calendar, Docs, Sheets, Slides, Chat, Forms, Tasks, Search & Drive with AI - Comprehensive Google Workspace / G Suite MCP Server & CLI Tool
MCP server for querying CKAN open data portals (package search, DataStore SQL, organizations, groups, tags)
OpenTelemetry Instrumentation for AI Observability
MCP (Model Context Protocol) Servers authored and maintained by the PulseMCP team. We build reliable servers thoughtfully designed specifically for MCP Client-powered workflows.
MCP Toolbox for Databases is an open source MCP server for databases.
A Model Context Protocol (MCP) server for automating openMSX emulator instances. This server provides comprehensive tools for MSX software development, testing, and automation through standardized MCP
🌊 The leading agent orchestration platform for Claude. Deploy intelligent multi-agent swarms, coordinate autonomous workflows, and build conversational AI systems. Features enterprise-grade archit
The official Kotlin SDK for Model Context Protocol servers and clients. Maintained in collaboration with JetBrains
Cyber Pilot is a traceable delivery system for requirements, design, plans, and code.
Token-efficient browser MCP server — structured web pages for AI agents, not raw accessibility dumps
AI Agents & MCPs & AI Workflow Automation • (~400 MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI Workflows & AI Agents • MCPs for AI Agents
Official data.gouv.fr Model Context Protocol (MCP) server that allows AI chatbots to search, explore, and analyze datasets from the French national Open Data platform, directly through conversation.
Enterprise-ready MCP Gateway & Registry that centralizes AI development tools with secure OAuth authentication, dynamic tool discovery, and unified access for both autonomous AI agents and AI coding a
Rails Engine with MCP compliant Spec.
From the team behind Gatsby, Mastra is a framework for building AI-powered applications and agents with a modern TypeScript stack.
An open-source, cloud-native, high-performance gateway unifying multiple LLM providers, from local solutions like Ollama to major cloud providers such as OpenAI, Groq, Cohere, Anthropic, Cloudflare an
Kotlin Multiplatform library that generates JSON Schemas from your methods and classes both at compile-time via Kotlin Symbol Processing(KSP) and at runtime via reflection or kotlinx.serialization.
trpc-agent-go is a powerful Go framework for building intelligent agent systems using large language models (LLMs) and tools.
Agentic prompts are the most important code you're not engineering. PromptKit fixes that — composable, version-controlled prompt components (personas, protocols, formats, templates) that snap together
A tremendous feat of documentation, this guide covers Claude Code from beginner to power user, with production-ready templates for Claude Code features, guides on agentic workflows, and a lot of great
The official Python SDK for Model Context Protocol servers and clients
Developer-focused Mapbox MCP Server
Organization-as-Code for autonomous AI agents. Brain-inspired memory that grows, consolidates, and forgets. Multi-model (Claude/Codex/Gemini/Cursor/Ollama).
The official Java SDK for Model Context Protocol servers and clients. Maintained in collaboration with Spring AI
My personal Claude Code and OpenAI Codex setup with battle-tested skills, commands, hooks, agents and MCP servers that I use daily.
This is a Ruby implementation of MCP (Model Context Protocol) client
A local Apple Documentation crawler and MCP server. Written in Swift.
🔥 Comprehensive survey on Context Engineering: from prompt engineering to production-grade AI systems. hundreds of papers, frameworks, and implementation guides for LLMs and AI agents.
Agents and tools for using Quint with LLMs
Structured Outputs
DSL and compiler framework for automated finite-differences and stencil computation
🌊 The leading agent orchestration platform for Claude. Deploy intelligent multi-agent swarms, coordinate autonomous workflows, and build conversational AI systems. Features enterprise-grade architect
AgenticX is a unified, production-ready multi-agent platform — Python SDK + CLI (agx) + Studio server + Machi desktop app. Features Meta-Agent orchestration, 15+ LLM providers, MCP Hub, hierarchical m
Agent Interface Discovery
An API server that implements the official MCP Registry API, providing standardised access to MCP servers from multiple backends, including file-based and other API-compliant registries.
The official PHP SDK for Model Context Protocol servers and clients. Maintained in collaboration with The PHP Foundation.
Command-line tool for debugging MCP servers
Shell and coding agent on mcp clients
A goal-specification file for autonomous coding agents. Generalizes Karpathy's autoresearch to domains with constructed metrics.
Autonomous orchestration framework for Claude Code with MemPalace-inspired memory (4-layer stack, 818-token wake-up), parallel-first Agent Teams (6 teammates), Aristotle First Principles methodology,
FSPEC: The Spec-Driven, Multi-Agent Coding Factory. It is infrastructure for the "Dark Factory"—the emerging model of fully autonomous software development where AI agents handle all implementation wh
A curated list of products, benchmarks, and research papers on autonomous code agents. Beyond coding — they're redefining how software changes the world.
Community-contributed instructions, agents, skills, and configurations to help you make the most of GitHub Copilot.
An open-source harness for spec-driven code generation.
Conversational & memory-enabled AI research partner for multi-omics analysis. From biological idea to full research paper.
This open-source curriculum introduces the fundamentals of Model Context Protocol (MCP) through real-world, cross-language examples in .NET, Java, TypeScript, JavaScript, Rust and Python. Designed for
Generate all the things (focusing on research software)
High-performance zero-dependency L4/L7 load balancer written in Go. Single binary with Web UI, clustering, MCP/AI integration. 8.5K RPS, 39 E2E tests.
A functional programming language optimized for LLM code generation. Compiles to Rust and WebAssembly.
Specification and documentation for the Model Context Protocol
Model Context Protocol - MCP for Mifos X
Learn to build AI agents with Strands framework. Covers LLM integration via Amazon Bedrock/Anthropic, AWS service connections, tool implementation with MCP/A2A protocols, and agent evaluation using La
A comprehensive Model Context Protocol (MCP) server that provides access to over 100 IT tools and utilities commonly used by developers, system administrators, and IT professionals. Inspired by https:
The Maestro App Factory: a highly-opinionated multi-agent orchestration tool for app development that emulates the workflow of high-functioning human development teams using AI agents
Docling simplifies document processing, parsing diverse formats — including advanced PDF understanding — and providing seamless integrations with the gen AI ecosystem
Tool for generating TypeScript client code for given Swagger API endpoints
MCP server for guiding Coding Agents via end-to-end requirements to implementation plan pipeline
LLM-powered Agent Runtime with Dynamic DAG Planning & Concurrent Execution
KiCAD MCP is a Model Context Protocol (MCP) implementation that enables Large Language Models (LLMs) like Claude to directly interact with KiCAD for printed circuit board design.
Awesome list of AI-Driven Development.
Comprehensive Vector Data Tooling. The universal interface for all vector database, datasets and RAG platforms. Easily export, import, backup, re-embed (using any model) or access your vector data fro
An opinionated list of awesome Pydantic-AI frameworks, libraries, software and resources.
This Maven plugin converts Java Bytecode binary files to EOLANG programs that use the "opcode" atom
A Slack bot and MCP client acts as a bridge between Slack and Model Context Protocol (MCP) servers. Using Slack as the interface, it enables large language models (LLMs) to connect and interact with v
A Multi-Agentic AI Assistant/Builder
[Community Supported] Perforce P4 MCP Server is a Model Context Protocol (MCP) server that integrates with the Perforce P4 version control system.
A web-based orchestrator for Claude Code agents, supporting full auto-mode.
Rune - Discipline Engineering - Multi-agent engineering orchestration for Claude Code. Plan, work, review, and audit using Agent Teams.
Sign integrity generic notation
Official Scrapfly MCP server for Cursor, Claude Desktop, and any MCP-compatible client. Enterprise-grade web scraping, AI extraction, and anti-bot–aware data access as first-class tools.
JSON Agents - A universal JSON-native standard for describing AI agents, their capabilities, tools, runtimes, and governance in a portable, framework-agnostic format. Based on RFC 8259, JSON Schema 2
Self-evolving AI agent framework with 5-layer safety gatekeeper. Agents observe failures, propose fixes, and safely apply them. Built on HKUDS/nanobot.
Build type-safe OpenAPI APIs for Node.js using TypeScript decorators with automatic spec generation and validation
AgentPin agent pinning protocol, part of the Symbiont Agent Trust Stack
A dotfiles repo that treats AI agent behavior as infrastructure
Workspace Architect is a zero-friction CLI tool that provides curated collections of specialized agents, instructions, and prompts to supercharge your GitHub Copilot experience.
Multi-LLM agent orchestration TUI — parallel Claude/Gemini/Codex sessions, 126 MCP tools
Nikola — autonomous AI system based on ATPM consciousness architecture. Aria is its primary language substrate.
Agent Skill to summon a team of specialist agents into existence
The localhost AI Agent Runtime -- Chat UI, Tools, RAG, and MCP in one pip install
No description
The open, vendor-neutral protocol for governing the lifecycle of AI agent systems. Standardizes planning, coordination, execution, confirmation, and traceability across multi-agent runtimes and tools
Document-centered harness engineering toolkit for AI agent development
AI-powered orchestrator that turns Linear issues into working code — autonomous coding agents, real-time dashboard, and seamless GitHub integration
Orchestrate multiple agents to execute Claude Code workflows with cross-model verification for reliable AI code automation.
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.
A code generator to output type definitions from JSON Schema in a growing amount of programming languages
Optimize websites for AI search engines with a universal TypeScript engine supporting Next.js, NestJS, WordPress, and Shopify integration.
llm-skills breaks down complex AI tasks into small, reusable building blocks that work like LEGO pieces for browser based LLMs. Instead of writing one giant instruction, you snap these simple parts to
The limbic layer. Personality, register, and internal state monitoring. ALBEDO lives here — the session instrument that governs tone, emotional signal detection, and the felt layer of every response.
Add provably safe ethical constraints to AI agents via Phronesis
🤖 AI-powered code generation tool for scratch development of web applications with a team collaboration of autonomous AI agents.
Robust, fast, scalable, and sandboxed open-source online code execution system for humans and AI.
A structured reasoning and decision architecture for stable, interpretable, and hallucination‑resistant AI systems. An open standard for human–AI collaboration and autonomous systems.
Intelligent Model Context Protocol (MCP) server for AI-assisted API development. Generate mock servers from OpenAPI specs with advanced logging, performance analytics, and server discovery. Optimized
These guides are designed to help teams and individuals leverage AI tools like GitHub Copilot, OpenAI, and Claude to build software projects efficiently and effectively