Every vibe coding tool. One curated board.

Fair-code workflow automation platform with native AI capabilities. Combine visual building with custom code, self-host or cloud, 400+ integrations.. An open-source mcp server for the AI co…

Compress tool outputs, logs, files, and RAG chunks before they reach the LLM. 60-95% fewer tokens, same answers. Library, proxy, MCP server.

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

Enhanced ChatGPT Clone: Features Agents, MCP, Skills, DeepSeek, Anthropic, AWS, OpenAI, Responses API, Azure, Groq, o1, GPT-5, Mistral, OpenRouter, Vertex AI, Gemini, Artifacts, AI model sw…

Context7 Platform -- Up-to-date code documentation for LLMs and AI code editors. An open-source mcp server for the AI coding ecosystem.

Context window optimization for AI coding agents. Sandboxes tool output, 98% reduction. 15 platforms

A powerful MCP toolkit for coding, providing semantic retrieval and editing capabilities - the IDE for your agent. An open-source mcp server for the AI coding ecosystem.

Trigger.dev – build and deploy fully‑managed AI agents and workflows

GitHub's official MCP Server. An open-source mcp server for the AI coding ecosystem.

Claude Code

Official, Anthropic-managed directory of high quality Claude Code Plugins.. An open-source mcp server for the AI coding ecosystem.

Chrome DevTools for coding agents. An open-source mcp server for the AI coding ecosystem.

Yet another WebUI for Nginx. An open-source mcp server for the AI coding ecosystem.

The leading agent meta-harness for Claude. Deploy intelligent multi-agent swarms, coordinate autonomous workflows, and build conversational AI systems. Features adaptive memory, self-lea…

Code Editor for the AI Agents Era - Run an army of Claude Code, Codex, etc. on your machine. An open-source mcp server for the AI coding ecosystem.

A polyglot document intelligence framework with a Rust core. Extract text, metadata, images, and structured information from PDFs, Office documents, images, and 97+ formats. Available for R…

The GEP-powered self-evolving engine for AI agents. Auditable evolution with Genes, Capsules, and Events. | evomap.ai. An open-source mcp server for the AI coding ecosystem.

MCP Toolbox for Databases is an open source MCP server for databases.. An open-source mcp server for the AI coding ecosystem.

MaxKB is an open-source platform for building enterprise-grade agents. 强大易用的开源企业级智能体平台。. An open-source mcp server for the AI coding ecosystem.

The Open Context Layer for Data and AI, OpenMetadata is the open platform for building trusted data context and business semantics for humans, AI assistants, and agents.. An open-source m…

AI Agent Assistant & development framework that integrates lots of IM platforms, LLMs, plugins and AI feature, and can be your openclaw alternative.. An open-source mcp server for the AI …

Own your AI. The native macOS harness for AI agents -- any model, persistent memory, autonomous execution, cryptographic identity. Built in Swift. Fully offline. Open source.

Fastest enterprise AI gateway (50x faster than LiteLLM) with adaptive load balancer, cluster mode, guardrails, 1000+ models support & <100 µs overhead at 5k RPS.

A MCP for Claude Desktop / Claude Code / Windsurf / Cursor to build n8n workflows for you. An open-source mcp server for the AI coding ecosystem.

Fast and Accurate Code Search for Agents. Uses ~98% fewer tokens than grep+read

Copy/paste detector for programming source code, supports 223 formats. AI-ready with token-efficient reporter, skill and MCP server.. An open-source mcp server for the AI coding ecosystem.

Lemonade helps users discover and run local AI apps by serving optimized LLMs right from their own GPUs and NPUs. Join our discord: https://discord.gg/5xXzkMu8Zk

Persistent memory system for AI coding agents. Agent-agnostic Go binary with SQLite + FTS5, MCP server, HTTP API, CLI, and TUI.

Peekaboo is a macOS CLI & optional MCP server that enables AI agents to capture screenshots of applications, or the entire system, with optional visual question answering through local or r…

vibe coding 2026 | Your first modern Coding course beginners to master step by step.. An open-source mcp server for the AI coding ecosystem.

Open-source, self-hosted CMS platform on AWS serverless (Lambda, DynamoDB, S3). TypeScript framework with multi-tenancy, lifecycle hooks, GraphQL API, and AI-assisted development via MCP se…

Enterprise AI Platform with guardrails, MCP registry, gateway & orchestrator

Streaming music player that finds free music for you. An open-source mcp server for the AI coding ecosystem.

LLM-Driven Extraction of Unstructured Data — Built for API Deployments & ETL Pipeline Workflows. An open-source mcp server for the AI coding ecosystem.

Neo.mjs is a self-evolving software organism: a professional end-to-end AI engineering team whose cross-model swarm inhabits live apps via Neural Link, Active Hybrid GraphRAG, DreamService,…

On-screen aware AI assistant for your desktop. Uses current app context, multiple LLMs, and MCP tools to help you act across apps.. An open-source mcp server for the AI coding ecosystem.

Industrial-grade speech recognition toolkit: 170x realtime, 50+ languages, speaker diarization, emotion detection, streaming, and OpenAI-compatible API.. An open-source mcp server for the A…

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. D…

Control what your AI can see. LeanCTX (Lean Context) is the context intelligence layer for AI agents — one local Rust binary that decides what they read, remembers what they learn, guards w…

MCP Aggregator, Orchestrator, Middleware, Gateway in one docker

"Vibe-Trading: Your Personal Trading Agent". An open-source mcp server for the AI coding ecosystem.

The missing open source Kubernetes UI. Topology, event timeline, and service traffic — plus resource browsing and Helm management.

Claude CodeClaude, Go, TypeScript, JavaScript, Python, Rust, Ruby, Java, C++, Swift, Kotlin, PHP, OpenAI, LangChain, Ollama, pnpm

Code search MCP for Claude Code. Make entire codebase the context for any coding agent.. An open-source mcp server for the AI coding ecosystem.

High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in milliseconds. 158 languages, sub-ms queries, 99% fewer tokens. Single st…

Multi-modal Generative Media Skills for AI Agents (Claude Code, Cursor, Gemini CLI). High-quality image, video, and audio generation powered by muapi.ai.. An open-source mcp server for the …

MCP server for Grafana. An open-source mcp server for the AI coding ecosystem.

This is MCP server for Claude that gives it terminal control, file system search and diff file editing capabilities. An open-source mcp server for the AI coding ecosystem.

Java enterprise application development framework for full scenario: Restrained, Efficient, Open, Ecologicalll!!! 700% higher concurrency 50% memory savings Startup is 10 times faster. P…

AI Skills, MCP Tools, and CLI for Unity Engine. Full AI develop and test loop. Use cli for quick setup. Efficient token usage, advanced tools. Any C# method may be turned into a tool by a s…

You're the boss, agents are your team. They handle tasks on their own, message each other, and review each other's work. You just watch the kanban board and give high-level commands. Codex/…

Game Boy / Game Boy Color / Super Game Boy emulator, debugger and embedded MCP server for macOS, Windows, Linux, BSD and RetroArch.

Your own search engine

MCP server integration for DaVinci Resolve Studio

Carbon is an open source ERP, MES and QMS for manufacturing. Perfect for complex assembly, contract manufacturing, and configure to order manufacturing.

Your personal AI desktop agent for Windows, macOS, Linux & Android. Set a goal, it works on its own. Teams (pair two desktops, agents + humans), Agent2Agent, Workflows, Codework, multi-agen…

A multi-model AI agent desktop client — connect any AI provider, extend with MCP & skills, control from your phone. Built with Electron + Next.js.. An open-source mcp server for the AI codi…

Enterprise-grade (40m+ LOC) codebase intelligence, zero-setup, local & private Plugin/Skill/Extension or MCP: hybrid semantic search, polyglot dependency graphs, symbol-level impact analysi…

Local-first workflow engine with a Web UI for small teams. Define DAGs in a declarative YAML format. Self-contained and no DBMS required. Use any AI agent to manage your DAGs.

Transparent and Efficient Financial Analysis. An open-source mcp server for the AI coding ecosystem.

Model Context Protocol (MCP) server for Kubernetes and OpenShift

Claude Code

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 l…

Laravel-focused MCP server for augmenting your AI powered local development experience.. An open-source mcp server for the AI coding ecosystem.

A free, open-source, native macOS GUI for the Mole CLI (mo): clean, uninstall, optimize, analyze disk, and watch live status. Plus long-range history + an MCP server for AI agents.

MCP server for reverse engineering tasks in Ghidra

Claude Code

The leading, most token-efficient MCP server for GitHub source code exploration via tree-sitter AST parsing

Build AI workflows by prompt or visual canvas. Heym is source-available and self-hosted, with agents, RAG, MCP, HITL, observability, evals, token cost tracking and more.

Zero-dependency, token-efficient database MCP server for Postgres, MySQL, SQL Server, MariaDB, SQLite.. An open-source mcp server for the AI coding ecosystem.

Open-source MCP server for LinkedIn. Give Claude and any MCP-compatible AI agent access to profiles, companies, jobs, and messages.. An open-source mcp server for the AI coding ecosystem.

Private on-device AI suite for Android. Fork of Google AI Edge Gallery with llama.cpp, whisper.cpp, stable-diffusion.cpp, GGUF import, voice chat, vision AI, on-device image generation, bio…

The Unofficial and Awesome Home Assistant MCP Server. An open-source mcp server for the AI coding ecosystem.

A unified hub for centrally managing and dynamically orchestrating multiple MCP servers/APIs into separate endpoints with flexible routing strategies.. An open-source mcp server for the AI …

BioMCP: Biomedical Model Context Protocol

lunar.dev: Agent native MCP Gateway for governance and security

The Apify MCP server enables your AI agents to extract data from social media, search engines, maps, e-commerce sites, or any other website using thousands of ready-made scrapers, crawlers,…

Local first codebase intelligence

Enable AI agents to work reliably - giving them secure access to structured data, tools to take action, and the context needed to make smart decisions.

An opinionated, AI-native development workflow for Java Enterprise — reusable Skills, Agents, Commands, and MCP servers combined with a human-in-the-loop model to modernize real-world SDLC …

Sega Master System / Game Gear / SG-1000 emulator, debugger and embedded MCP server for macOS, Windows, Linux, BSD and RetroArch.

Unofficial API for Yahoo Finance with CLI, MCP and Agent Skill

Your First LLM-Wiki Conversation Knowledge Base

AI antivirus for developer agents: protect Codex, Claude Code, Cursor, Gemini, OpenCode, plugins, skills, MCP servers, and AI harnesses before tools run.

Next-Gen AI-Aware Git. Auditable sandbox, prompt-aware commits, 95% less token waste, 3.5x richer PR brief, 1.8x faster multi-agent loops.

MCP-powered fallback layer that lets AI agents execute tasks through the GUI when APIs, tools, or direct integrations are unavailable. Cross-OS, accessibility-first, local-only.

Stop re-explaining yourself to AI. MARM offers persistent memory, cross-agent context sharing, write queues, swarm-ready presets, and compaction for clean recall. Includes a live web dashbo…

phpMyFAQ - Open Source FAQ web application for PHP 8.3+ and MySQL, PostgreSQL and other databases

Vibe Check is a tool that provides mentor-like feedback to AI Agents, preventing tunnel-vision, over-engineering and reasoning lock-in for complex and long-horizon agent workflows. KISS you…

One capabilities.yaml wires skills, tools, rules, sub-agents, MCP servers, and plugins into Cursor, Claude Code, Codex, Windsurf, GitHub Copilot, and 30+ other AI coding agents

Unreal Engine Vibe Coding tool

A self-hosted RSS reader and personal knowledge management tool.

Nextcloud MCP Server

Discover and compare open-source Agent Skills, tools & MCP servers — with quality scoring, trending analysis, and automated GitHub sync

The local-first LLM Wiki: open-source knowledge graph builder, RAG knowledge base, and agent memory store. Built on Andrej Karpathy's pattern. An Obsidian alternative for personal knowledge…

Fast, local-first web content extraction for LLMs. Scrape, crawl, extract structured data — all from Rust. CLI, REST API, and MCP server.

A Model Context Protocol server to connect to MongoDB databases and MongoDB Atlas Clusters.

Meta-prompting, context engineering, and centralized instructions management for AI coding agents. An open-source mcp server for the AI coding ecosystem.

The batteries-included, No-Code FinOps automation platform, with the AI you trust.

Local codebase intelligence CLI + MCP server for AI coding agents: SQLite code graph, 28 languages, 238 commands, 224 MCP tools, change-safety gates, audit evidence, zero API keys.

StatsPAI is the first agent-native Python library for causal inference and applied econometrics — unified API, broad cross-method coverage, structured result objects, machine-readable schem…

PC Engine / TurboGrafx-16 / SuperGrafx / PCE CD-ROM² emulator, debugger, and embedded MCP server for macOS, Windows, Linux, BSD and RetroArch.

vMLX - JANGTQ Uber Compressed MLX Models - L2 Disk Cache (survives restart) + L1 Paged (super fast ttft) + Hybrid SSM Scheduler + Cont Batching + etc!

Provide AI agents with full Tor network access and dark web data through a zero-config OpenClaw skill or standalone tool.

Lightweight, Airbrake/Sentry-compatible, PostgreSQL-based Open Source Error Catcher

Java AI application development framework (supports LLM-tool,skill; RAG; MCP; Agent-ReAct,Team-Agent). Compatible with java8 ~ java25. It can also be embedded in SpringBoot, jFinal, Vert.x,…

An MCP (Model Context Protocol) server implementation for Microsoft Teams integration, providing capabilities to read messages, create messages, reply to messages, mention members.

Open-source self-hosted AI agent runtime and multi-agent framework for autonomous agent swarms. Agent memory, MCP tools, schedules, delegation, and 23+ LLM providers (Claude, GPT, Gemini, O…

World's first local-only AI memory to break 74% retrieval and 60% zero-LLM on LoCoMo. No cloud, no APIs, no data leaves your machine. Additionally, mode C (LLM/Cloud) - 87.7% LoCoMo. Resear…

A markdown editor — and the bridge to your LLM. Local-first, MIT, ~15 MB. Bundled MCP server lets Claude Code / Codex / Cursor drive your vault directly. 14 AI providers BYOK.

Local-only Go static analysis engine with a built-in MCP server. Gives AI coding agents deterministic structural awareness: call graphs, impact analysis, symbol search, and more.

Fast, lightweight Firecrawl alternative in Rust. Web scraper, crawler & search API with MCP server for AI agents. Drop-in Firecrawl-compatible API (/v1/scrape, /v1/crawl, /v1/search). 2.3x …

Official, AWS-supported MCP servers, skills, and plugins to help AI agents build on AWS

Local-first AI memory you can see, edit, and override — portable across Claude Code, Codex, Cursor, Windsurf, and other MCP coding tools.

A complete list of SAP MCP Servers and SAP AI Skills

MESH-API — Off-Grid AI & API Router & with MCP server & over 30 API extensions for Meshtastic & MeshCore - Seamlessly connect LM Studio, Ollama, AI Providers, 3rd-party APIs, Agents & Hom…

Windows tmux alternative for AI agents — split terminals for Claude Code, Codex, Gemini CLI with MCP browser automation. No WSL required.

Pragmatic AI Labs MCP Agent Toolkit - An MCP Server designed to make code with agents more deterministic

Official SonarQube MCP Server for code quality and security in AI agents

AI-native ontology engine: a Rust MCP server with tools for building, validating, querying, and reasoning over RDF/OWL ontologies. In-memory Oxigraph triple store, native OWL2-DL tableaux r…

Persistent memory + local AI for coding agents. 1.7B–32B open-weight LLM fleet, cross-session Mind Palace, cognitive routing, L3 grounding verifier, multi-agent Hivemind. Works with Claude …

Offensive-security MCP server with 205 wrapped tools, 17 specialist agents, and 60 SPA-aware probes for OWASP Top 10. CLI + MCP, BYO LLM. No API key needed on MCP path.

The governance runtime for AI agents. Intercept actions, enforce guard policies, require approvals, and produce audit-ready decision trails.

Vibe Design System - Official monday.com UI resources for application development in React.js

MCP server that gives AI agents full access to WordPress through PHP execution and filesystem operations

AI-powered E2E testing for 10 platforms. 253 MCP tools. Zero config. Works with Claude, Cursor, Windsurf, Copilot. Test Flutter, React Native, iOS, Android, Web, Electron, Tauri, KMP,.NET …

Governed shared memory for AI agent fleets — multi-agent, multi-tenant, MCP-native. Trust tiers, keystone policies, audit trails, knowledge graph, self-improving retrieval. Apache 2.0.

Plug-and-play homelab dashboard in one container — GPU, local-AI VRAM, Docker, systemd, host health. Built-in read-only MCP server so AI agents can explore it too.

Selene is a desktop app that runs AI agents on your machine. Connect them to your WhatsApp, Telegram, Slack, or Discord. Write code, generate images, build personal assistants. All from one…

Official Model Studio CLI（阿里云百炼 CLI）built for AI Agent frameworks, exposing models, search, multimodal, and workflow capabilities as structured tool calls.

Opinionated agentic RAG powered by LanceDB, Pydantic AI, and Docling

High-performance code graph and code intelligence engine, supports 257 languages, multi repositories, with access via CLI, MCP Server, and API. Built for AI coding agents - expose only ne…

MCP server for Dynamics 365 Finance & Operations with standard and custom indexed X++ objects. Provides IntelliSense-like code navigation, intelligent EDT suggestions, AI-driven table/fo…

한국 로컬 리테일과 영화관 조회를 MCP, CLI, Codex Skill로 연결합니다.

Security toolkit for AI agents. Scan your machine for dangerous skills and MCP configs, monitor for supply chain attacks, test prompt injection resistance, and audit live MCP servers for to…

The memory your AI should have had from the start. Automatic capture, automatic recall, 100% local. One SQLite file, zero cloud. Works with Claude Code, Claude CLI, Cursor, Codex CLI, Gemin…

Claude Code

Local, git-versioned memory for AI coding agents. No RAG, no Docker, no external service. Capture, compile, recall over a local LLM wiki with on-device embeddings and an MCP server.

微信聊天数据分析的本地化AI-agent(Docker/Windows/MacOS) · AI分身 / 大模型分析 / 好友排行 / 词云 / 情感趋势 / 群聊画像

Rust MCP server for multi-agent coordination: 34 tools, Git-backed archive, SQLite indexing, advisory file locks, and an interactive TUI console

Give hands to AI. MCP server to run shell commands securely, auditably, and on demand.

An LLM-powered, autonomous coding assistant. Also offers an MCP and ACP mode.

MCP server for AI assistants to read and manage Coros fitness data: sleep, HRV, daily metrics, activities, and structured workouts via the unofficial Coros API

MCP server for Basecamp 3 with OAuth, FastMCP, and 75 tools for projects, todos, messages, card tables, docs, uploads, and search.

Search ClinicalTrials.gov trials, retrieve study details and results, and match patients to eligible trials via MCP. STDIO or Streamable HTTP.

Agentic AI memory with Ebbinghaus forgetting curve decay. +16pp better recall than Mem0 on LoCoMo.

OpenClaw plugin to search tweets, search replies, post tweets, export followers, manage media, monitor X/Twitter, and run giveaway draws via Xquik.

API Framework heavily relying on the power of DuckDB and DuckDB extensions. Ready to build performant and cost-efficient APIs on top of BigQuery or Snowflake for AI Agents and Data Apps

MCP (Model Context Protocol) Servers authored and maintained by the PulseMCP team. We build reliable servers thoughtfully designed specifically for MCP Client-powered workflows.

Unofficial MCP Server for Picnic

The engine powering hundreds of thousands of MCP connections

Config-driven engine that turns JSON into production-grade AI agents. Multi-agent orchestration, 12+ LLM providers, MCP/A2A protocols, RAG, persistent memory, and enterprise compliance (EU …

Code intelligence CLI — function-level dependency graph across 34 languages, 34-tool MCP server for AI agents, complexity metrics, architecture boundary enforcement, CI quality gates, git d…

Atari Lynx emulator, debugger, and embedded MCP server for macOS, Windows, Linux, BSD and RetroArch.

MCP server that lets your AI assistant remember everything about your home.

Claude Code

Plug and play AI agents for any domain

Local-first memory for Hermes Agent that lives in your Obsidian vault and remembers project context. Nightly dream passes turn repeat corrections into confirmed preferences with measu…

Local Figma MCP server with no REST rate limits, no metered tool-call quotas, and a verification loop. Drop-in alternative to Figma's Dev Mode MCP and Framelink for Claude Code, Cursor, Win…

IJFW — It Just F*cking Works. Ferrox Labs' local-first infrastructure for AI coding agents: shared memory, smart routing, multi-AI cross-audits, disciplined workflow.

MCP server for Unusual Whales API - access options flow, dark pool, congress trades, and more

Native Delphi Server implementation of the Model Context Protocol (MCP)

Claude Code

The leading, most token-efficient MCP server for documentation exploration and retrieval via structured section indexing

Define task-specific AI sub-agents in Markdown for any MCP-compatible tool.

Open-source 3D AI agent framework — GLB/glTF avatars with LLM brains, memory, emotions, and autonomous payments. MCP server · x402 · Solana/EVM · Three.js. Embed anywhere as a web component…

Claude Code

A fully functional web workspace for Claude Code CLI—chat, Kanban task board, task scheduling, multi-agent orchestration, MCP servers, skills, remote access (Web, SSH, Telegram), projects, …

Model Context Protocol (MCP) server for Synology NAS - Enables AI assistants (Claude, Cursor, Continue) to manage files, downloads, and system operations through secure API integration. …

codebadger is a containerized Model Context Protocol (MCP) server that gives AI agents and LLMs deep, queryable access to a codebase's structure and data flow through Joern Code Property…

MCP server for querying CKAN open data portals (package search, DataStore SQL, organizations, groups, tags)

 MCP server providing AI agents with instant access to Apple developer documentation via RAG

Fast, elegant SSH connection manager with a TUI dashboard and MCP server

Privacy-first MCP server for AI memory management. Save, search & organize chat history with intelligent summarization.

Zero-config entity resolution that scales from a CSV to 100M+ rows on a Ray cluster (verified: 100M deduped in 213s, 0.30 GB driver). Fuzzy + exact + probabilistic dedupe, identity graph, P…

Persistent memory for AI coding agents

Claude Code

Open-source local-first cognitive memory. AGM-compliant belief revision (49/49 postulates). When a fact changes, downstream beliefs are automatically re-evaluated, not just flagged.

SkillDock is a skill manager and MCP manager for installing, viewing, updating, and syncing AI skills and MCP servers, with Git-aware updates to track upstream changes and local modificatio…

Knowledge graph for token-efficient code reviews -- semantic search and call-graph resolution across your codebase.

MCP server for *arr media management suite

A Model Context Protocol (MCP) server enabling AI assistants to interact with Outline documentation services.

Supercharge AI Agents, Safely

A comprehensive MCP server for Gradle.

MCP SSH Server: 37 tools for remote SSH management | Claude Code & OpenAI Codex | DevOps automation, backups, database operations, health monitoring

This extension enables developers to implement the MCP server features easily.

A Model Context Protocol (MCP) server that enables AI assistants to interact with AKS clusters. It serves as a bridge between AI tools (like Claude, Cursor, and GitHub Copilot) and AKS.

简洁的测试平台日志，波形(FSDB/VCD)，根因分析MCP Server. A Simple and Universal MCP Server to Debug Testbench Simulation Failures Via Log Parsing And Waveform Analysis (FSDB/VCD)

Give your AI agent accurate economic data. 330K indicators from FRED, World Bank, IMF, Eurostat & more. MCP server + web UI.

MCP/HTTP Telegram Gateway — Multi-tenant, MTProto User API, 8 tools, multi-user Bearer auth, global search, session ACL, Docker

Claude Code

arifOS — Constitutional MCP kernel for governed AI execution. AAA trinity: AGI (Mind) · ASI (Heart) · APEX (Judge). Built for the sovereign agentic era.

The Wiki-link doc compiler for the LLM era.

The most comprehensive code intelligence MCP server for AI coding agents. 40+ tools, 30+ languages, 9 agent integrations. Pre-indexed semantic knowledge graphs for instant code understandin…

MCP server for accessing reMarkable tablet data - sync files, extract text from highlights, and browse your reMarkable cloud

The intelligent MCP server for AI-assisted Godot 4 development. 35 tools for spatial intelligence, code understanding, flow tracing, and visual debugging.

A high-performance Semantic Signal Engine with Context OS for Agentic AI. Run your AI with zero noise, pure context, and 90% lower token costs.. An open-source mcp server for the AI coding …

Simple note taking, powerful search, AI ready

Refines Ruby Simplecov test coverage data as CLI, MCP server, and library

MCP server that exposes a V8 JavaScript runtime as a tool for AI agents like Claude and Cursor. Supports persistent heap snapshots via S3 or local filesystem, and is ready for integration w…

MCP server for Apple Mail - Manage emails with AI using Claude Desktop. Search, send, organize mail with natural language.

A Nix-based configuration framework for Model Control Protocol (MCP) servers with ready-to-use packages.