Tag
169 posts tagged #mcp
Coverage for Model Context Protocol tooling, server design, integration patterns, and developer workflows that rely on structured tool access.
Connect AI agents directly to UnDatasIO document parsing via an MCP server. Upload files, trigger parsing, and poll results through a stateful interface without writing workflow boilerplate.
CapaKit is a free runtime and CLI toolkit for building, packaging, and running AI app Kits — self-contained workloads with MCP tools, voice agents, and more.
Bloomiro connects your website to Google Search Console and AI search results, then turns the data into prioritized SEO and GEO tasks you can run through an MCP agent in Cursor, Claude, or ChatGPT.
mcp-use is the open-source MCP framework with TypeScript and Python SDKs. Build MCP servers and apps, test with the inspector, and deploy to Manufact Cloud.
An open-source architecture graph tool that statically analyzes multiple repositories to map every service, API, queue, and database. Supports MCP for AI agents.
Stop AI code hallucinations. GitMCP creates an MCP server for any public GitHub repo, giving AI coding tools like Cursor and Claude accurate, up-to-date documentation and code.
Turn any browser action into a reusable MCP tool. Codify records Playwright workflows and exposes them as JSON-driven tools for AI agents like Claude and Cursor.
Open-source MCP server providing persistent semantic memory for AI agents. Supports Postgres + pgvector, OAuth 2.0, and 20 tools for storage, retrieval, and knowledge graphs.
A CLI tool for developers to add, run, list, and remove MCP servers across clients like Claude, with tool-level permissions and logging.
Build and run agentic workflows across channels with YAML, MCP tools, memory and RAG. Step-by-step setup using the Hexabot CLI.
A remote MCP server that lets AI agents search, publish, fork, and improve browser games on GameFork — TIC-80 cartridges, HTML games, and more.
A fast CLI and MCP server for managing Lambda cloud GPU instances via natural language commands in Claude Code or other AI assistants.
Coasty is a computer-use AI agent ranking 85.60% on OSWorld, with a REST API at $0.05 per predict, MCP server, and 1,000+ OAuth integrations for $99/month flat.
A free web-based debugger for Model Context Protocol servers. Inspect JSON-RPC traffic, test tools, and explore resources in real time without installing anything.
Safari MCP drives your real Safari browser from any MCP-compatible AI coding agent. 97 tools, no Puppeteer or Playwright needed, ~60% less CPU than Chrome.
Open-source tool that turns long podcast episodes into short clips with face tracking, burned-in captions, and 26 MCP tools for agent-driven workflows.
Find the best MCP servers for Claude and AI workflows. MCP Review is a free, open-source directory with community-driven ratings and reviews, MIT licensed.
OpenTrace connects Claude Code and Cursor directly to your production observability data via MCP. Self-hosted, no Elasticsearch, runs on a $4/month VPS.
Open-source MCP server that gives AI agents eyes and hands inside any running app. Zero test code, 10 platforms, works with Claude, Cursor, Copilot.
Self-host a persistent AI agent with sandboxed execution, multi-channel messaging, voice, memory, and MCP tools — no Node.js required.
Connect, secure, control and observe every MCP connection, AI skill and agent session. Speakeasy is the control plane for enterprise AI governance at runtime.
AI Agent Tools maps 510+ tools across 31 categories including MCP servers, frameworks, coding agents and platforms - updated daily. Find the right tool for any AI agent build.
An MCP server that gives AI agents full control of a real iPhone through macOS iPhone Mirroring. Screenshots, taps, swipes, and app control.
Captain connects to S3, SharePoint, and 20+ sources to index video, images, PDFs, and audio, then serves AI agents via a clean REST API or MCP server. YC W26.
GitHits is an open-source CLI and MCP server that gives AI coding agents version-aware indexed access to public open-source code, package docs, and changelogs.
An MCP server that bridges Ghidra's binary analysis engine with AI tools, providing 200+ tools for decompilation, live debugging, and P-code emulation.
ScopeGate is an open-source MCP proxy that gives each AI agent exactly the access it needs — nothing more. Connect Google services, define granular OAuth scopes, and get an MCP endpoint URL in minutes.
Deploy a self-hosted RAG pipeline with built-in MCP tools for PostgreSQL, MSSQL, MySQL, SSH, and filesystem indexing. Works with Claude Desktop, Cursor, and any OpenAI-compatible client.
Skillscript is a Makefile-inspired DSL that lets AI agents author reusable, human-approved workflows with built-in security guardrails and MCP connectivity.
Cordon is an open-source security gateway that sits between AI agents and MCP servers, enforcing policy-based access control with human-in-the-loop approvals.
Airweave is an open-source context retrieval layer that syncs 50+ apps, databases, and docs into a unified LLM-friendly search interface for AI agents.
Free open-source toolkit that scores your site 0-100 on AI visibility, checks whether ChatGPT and Perplexity cite you, and generates actionable fixes. CLI, Python, MCP.
Build MCP servers and apps in TypeScript or Python, debug in a browser inspector, and deploy to production with one CLI command via Manufact MCP Cloud. 10k+ GitHub stars.
WhoDB is a fast, lightweight database GUI (under 100MB, starts in under 1 second) that also ships a CLI doubling as an MCP server, letting AI agents query databases directly.
An MCP server that gives AI agents real-time football scores, player lookups, and match summaries from Vublox. No API key needed.
Semble indexes any codebase in ~250ms and answers natural-language queries in ~1.5ms on CPU, using 98% fewer tokens than grep-plus-read. MIT-licensed, no API keys needed.
A browser-based tool to connect to multiple Model Context Protocol servers, browse tools and resources, and chat with AI models.
Connect any database to AI agents via auto-generated MCP or REST APIs. Supports PostgreSQL, MySQL, ClickHouse, Snowflake, BigQuery, and more with built-in PII protection.
OpenBrowser is an open-source AI browser automation framework using a CodeAgent architecture to control any browser via CDP, with MCP and Python 3.12+.
Nimble is an MCP server that lazy loads tools on demand instead of flooding your context window with every tool schema. Over 99% token savings on initial MCP load.
Open-source observability for MCP servers. TypeScript and Python SDKs plus a CLI, with real-time tracing, per-tool latency breakdown, and alerting.
AMP is an open-source memory server for AI agents with MCP native support, SQLite storage, D3.js visualization, and a 3-layer brain architecture.
An open-source MCP server that gives AI agents 18 tools for querying FIFA World Cup 2026 data – matches, teams, venues, standings, and more – with no API keys required.
Production-ready MCP server bridging Ghidra's reverse engineering capabilities with AI tools and automation frameworks. 256 tools, Docker headless mode, convention enforcement.
Linkly AI indexes your local documents and exposes full-text search via an MCP server and CLI, letting any AI coding agent query your knowledge base directly.
Dedalus Labs launches persistent Linux machines that boot in under 250ms with full VM isolation. Connect any LLM to any MCP tool without YAML or Dockerfile config.
One framework to ship agents (A2A), MCP tools, prompts, and database adapters from a single deployable process. Declarative config, TypeScript handlers, and OpenTelemetry built in.
One binary Rust agent server with sandboxed execution, multi-provider LLM support, voice, memory, MCP tools, and built-in integrations for Telegram, Discord, and more.
Ragtoolina adds semantic codebase RAG to any MCP-compatible AI coding tool, cutting token usage by 63% with one line of config. Self-hosted option included.
Vessel is an open-source browser built from the ground up for AI agents. It provides durable sessions, MCP control, and BYOK for autonomous web browsing on Linux, Mac, and Windows.
Manufact Cloud lets you build, deploy, and distribute MCP servers and AI apps for ChatGPT, Claude, and Gemini from a single codebase. Built on the open-source mcp-use SDK with 10k+ GitHub stars.
Connect Claude or Copilot directly to Ghidra's full analysis engine. This MCP server gives AI agents 256 tools for decompilation, P-code emulation, live debugging, and cross-binary documentation workflows.
Connect any MCP-compatible AI assistant to your Zabbix monitoring stack. Zabbix MCP Server exposes 237 tools via the Model Context Protocol, letting Claude, Codex, and others query hosts, acknowledge events, and manage templates directly.
Drag-and-drop your OpenAPI or Postman spec into liblab and get a hosted MCP server URL in 30 seconds. Connects any REST API to Claude, Cursor, OpenAI, or Gemini as an AI-ready tool.
Self-hostable OAuth 2.0 server for Model Context Protocol. Secure your MCP apps with full control—no separate auth server, works with Next.js, Express, Prisma, and Drizzle.
Klavis AI provides MCP integration platforms that let AI agents use 100+ prebuilt tools reliably at any scale, with self-hosting, Python and TypeScript SDKs, and REST API. Apache-2.0 licensed.
Tabularis is a free, open-source desktop SQL client for PostgreSQL, MySQL, SQLite, DuckDB, ClickHouse, Redis and more, with a built-in MCP server so AI coding tools can query your databases directly.
Smithery connects AI agents to 300+ MCP tools — weather, crypto, search, DNS and more — with auth and credentials handled for you.
API 200 is an open-source API gateway that simplifies third-party API integrations. Import endpoints, set up caching, retries, and mocks, then access everything via one URL. Supports MCP servers and runs on your own infrastructure.
HyprMCP Jetski adds prompt analytics, auto-generated setup instructions, and OAuth2 auth to any MCP server with zero code changes. Open source, Go-based, Kubernetes-ready.
Paper Lantern MCP brings 2M+ research papers to AI coding agents. On-demand academic knowledge for Claude Code, Copilot, and Cursor.
Save X bookmarks with one click, organize with folders and tags, and query them from Claude Code via a built-in MCP server.
A production-ready MCP server bridging Ghidra's binary analysis capabilities with AI agents. 251 tools, P-code emulation, live debugging, and convention enforcement for reverse engineers.
Talk to Claude to build and manage durable workflows. No node editors, no connectors. Zyk deploys on Hatchet with retries, scheduling, and human-in-the-loop built in.
Superagents lets you connect a spreadsheet to any database, API or MCP server. Query Postgres, Stripe, and Google Analytics using natural language — no SQL required.
MCP Manager is an open-source Python CLI that lets you search, install, and manage Model Context Protocol servers across Claude Desktop, Cursor, and Claude Code from one command.
TengineAI provides a remote MCP server that exposes your HTTP APIs as tools to AI runtimes, handling auth, execution, and observability.
Open-source MCP server that scores AI agent output quality, catches safety failures like PII leaks, and enforces cost budgets across traces.
Generate MCP-compatible tools from any OpenAPI spec and connect to Claude, Cursor, or any MCP client. Official Taskade MCP server with 62 built-in tools.
A Chrome Extension that exposes your browser as a remote MCP server, letting any AI agent drive web tasks without context switching. BYO-subscription model.
Fusio is an open-source API management platform that turns your backend into scalable REST APIs with built-in developer portals, SDK generation, and native MCP support.
Before installing an MCP server, check its trust score, permission map, and security report. Vet maintains a free registry of 136K+ AI tools and MCP servers.
Connect Claude and other AI assistants to a Morphik knowledge base via the official MCP server. Supports multimodal search, file ingestion, and document retrieval.
Open-source toolkit to audit AI agents and MCP servers against NIST AI RMF, OWASP, and GDPR — with a dashboard and 8+ attack testing strategies.
ROS-MCP-Server bridges Model Context Protocol to ROS, letting Claude, GPT, or Gemini control physical robots without touching robot source code. Setup uses rosbridge, works across ROS 1 and ROS 2.
Turn 2.38 billion Reddit posts into a browsable offline archive with Redd-Archiver. PostgreSQL-backed, three serving modes, incremental updates.
Sequel acts as a secure MCP bridge between your databases, SaaS tools, and any AI agent. Connect once, query in plain English across PostgreSQL, BigQuery, Stripe, and 100+ sources.
Agentyc is a lightweight MCP-first browser automation runtime built in Rust. No API keys, no LLM dependency — just CDP, stdio MCP, and 61 deterministic tools.
Build and run AI agentic workflows across channels with YAML definitions, MCP integration, memory support, and multi-channel continuity in one Node.js runtime.
Memobase is a persistent memory server for AI agents that eliminates context silos across Claude, Cursor, and ChatGPT via MCP and OpenAI Actions. Self-hosted option included.
Soma is a Rust-based AI agent and workflow runtime with a TypeScript SDK that brings resumability, MCP integration, and A2A protocol support to your existing AI stack.
CyberCage adds enterprise-grade security to AI coding assistants and MCP servers — discovery, approval workflows, PII detection, and audit logs.
Connect Claude, Codex, and any MCP client to your Zabbix server for host management, problem querying, template ops, PDF reports, and anomaly detection via a self-hosted MCP server.
Point WebMCP Core at any URL, get AI agent tool definitions in seconds. Auto-crawls forms, APIs, and interactive elements; outputs TypeScript, React hooks, or YAML for Chrome 146+.
A practical guide to Nanobot, the open-source standalone MCP host that lets you build dedicated AI agents from any MCP server with a YAML config.
Kryfto is an open-source framework that gives AI agents real web browsing capabilities. Ships a 42-tool MCP server for Claude Code/Cursor/Codex, anti-bot stealth, and Docker-based self-hosting.
OpenBrowser lets any LLM control Chrome via natural language, using a CodeAgent that writes and executes Python code against live CDP sessions. 2-6x fewer tokens than Playwright MCP.
OpenTrace is a self-hosted observability server that connects AI coding agents directly to production logs and errors via MCP — no dashboards, no copy-paste.
A production-ready MCP server bridging Ghidra's binary analysis engine with AI agents. Covers 251 tools, P-code emulation, live debugger integration, and Docker headless mode.
Build and monetize your own MCP service marketplace in minutes. Self-hosted, open-source, supports Stripe billing and OAuth.
Deploy your own MCP marketplace in 10 minutes. XPack converts any OpenAPI spec into a callable MCP service with Stripe billing, OAuth auth, and per-call pricing.
Build, test, and deploy MCP servers and apps with mcp-use, the open-source SDK from Manufact that supports TypeScript and Python.
l6e is an open-source MCP server that adds cost enforcement to Cursor, Claude Code, and Windsurf. Set a session budget, and the agent checkpoints and halts when spending gets too high. Free MIT tool.
MCPJam Inspector is a local dev client for testing MCP servers and ChatGPT apps. Chat with AI models, trace tool calls, validate OAuth flows, and run CI/CD evals.
Unofficial CLI and MCP server for managing Lambda cloud GPU instances from the terminal or inside AI editors like Cursor and VS Code.
Deploy AI agents into secure cloud VMs with a full REST runtime API. File ops, terminal, exec, and search — controlled entirely from your agent code.
Share and search AI coding sessions across Claude Code, Codex CLI, Gemini CLI, and opencode with this open-source MCP server.
Actionbook turns any website into an AI-agent-operable page via MCP connector and Chrome extension. No CLI install, handles logins and paywalls, 10x faster than traditional browser agents.
Kumbukum is an AGPL-3.0 open-source memory infrastructure that gives AI tools persistent, shared context across sessions, projects, and clients.
Hyperterse packs agents, MCP tools, prompts, and resources into one deployable service with declarative configs, DB adapters, and OpenTelemetry.
Self-host your own OAuth 2.0 server for MCP clients like ChatGPT. mcpauth supports Next.js, Express, Prisma, and Drizzle — no vendor lock-in.
Kvlar is an open-source Rust-based policy engine that intercepts AI agent tool calls via MCP, evaluating every action against YAML policies before execution. Fail-closed security with audit logging.
Smooth CLI gives AI agents a token-efficient browser. Natural language interface instead of click/type/scroll. 5x faster, 7x cheaper than Playwright MCP.
AIMX is a self-hosted SMTP server with built-in MCP integration. Give AI agents their own email addresses with Markdown-based storage and DKIM trust.
Open-source, self-hosted knowledge graph with semantic search, wiki synthesis, and MCP integration. Turn markdown notes into connected ideas.
machine0 gives developers persistent NixOS and Ubuntu VMs with static IPs, per-minute billing, and an MCP server so AI agents can provision infrastructure from the terminal.
BrowserOS is an open-source Chromium fork with built-in AI agents, MCP server, scheduled tasks, and 40+ app integrations. Privacy-first, BYOK, runs local models via Ollama.
OpenOSINT is an MIT-licensed AI OSINT agent with 16 tools, an interactive REPL, a CLI, a Web UI, and an MCP server, supporting Anthropic Claude, OpenAI, and local Ollama models.
Burrow is a free, open-source, native macOS GUI for the Mole CLI, with long-range metric history, an MCP server for AI agents, and tools for clean, purge, and uninstall.
MCP server providing token-optimized context from 10,000+ official docs. Works with Claude Code, Codex, Cursor. Free tier available.
Build, run, and export MCP tools and AI agents entirely in your browser. No install, no server, no backend. Powered by Pyodide WASM and DuckDB-WASM for free.
One-binary Rust server for self-hosted AI agents with memory, voice, MCP tools, and integrations for Telegram, WhatsApp, Discord, Slack, and more.
Storm MCP connects AI agents to 1,100+ verified MCP servers via one-click deployment. Enterprise security, observability, and zero config required.
BookmarkOS adds an MCP server to your bookmarks, letting AI tools search and retrieve your X bookmarks by folder, tag, or keyword in real time.
Scalable browser infrastructure for AI agents. Launch headless Chrome sessions via API, run web automation at scale without managinginfra.
A visual debugger and test client for Model Context Protocol servers. Debug, test tools, and inspect JSON-RPC traffic in real time.
Google's Antigravity SDK packages typed tools, streaming responses, MCP integration, hooks, and triggers into one Python agent runtime for production-grade workflows.
OpenSquilla combines routing, planning, memory, and optional MCP support into a token-efficient local-first agent workflow with practical CLI setup and tradeoffs.
Perplexity's Bumblebee scans lockfiles, package metadata, MCP configs, and extensions on macOS and Linux to quickly show where vulnerable software is present.
An MCP server that adds a cost signal to AI agents - they plan upfront, stay in budget, and stop when done. Works with any MCP client.
Superhighway serves live web search to AI agents through the x402 payment protocol, charging per-call in USDC with no API key required.
Capframe maps every tool your AI agents reach, mints scoped capability tokens in Rust, and enforces runtime policy decisions in microseconds—no LLM in the path.
Nanobot bridges MCP servers and AI agents, letting you turn any MCP-compatible tool into an autonomous agent with memory, planning, and tool use.
Browse 5,000+ MCP connectors for Claude, ChatGPT, and Cursor. Glama provides a live registry with uptime monitoring, direct connection, and a gateway for remote MCP servers.
Denis Sergeevitch's agents-best-practices packages provider-neutral guidance for building AI agent harnesses with typed tools, approval gates, context compaction, MCP connectors, and rollout safety.
A visual debugger and test client for Model Context Protocol servers. Debug tools, inspect JSON-RPC traffic, and test MCP servers in real time from your browser.
The most comprehensive map of the AI agent ecosystem — 510+ tools across 31 categories including MCP servers, coding agents, and frameworks. Updated daily.
Obot is an open-source MCP gateway that manages MCP servers, Skills, access policies, audit logs, and integrations for AI agents. Deploy via Docker, connect to any MCP client.
YourGPT 2.0 unifies chatbot, voice, and helpdesk into one AI agent platform with native MCP marketplace support, multimodal inputs, and 20+ integrations.
OpenSeek is an open-source TUI coding agent built on Bun with MCP, LSP diagnostics, Plan and YOLO modes, and support for 28 model providers plus local Ollama.
MCP server that pauses AI coding agents when stuck, creates markdown Q&A for human clarification, then resumes. Zero-config, cross-platform, 150 GitHub stars.
Debug, test, and inspect Model Context Protocol servers with this open-source visual workbench. Real-time JSON-RPC inspection, tool testing, and OAuth support.
Superglue (YC W25) turns natural language into production API integrations. Build workflows connecting Stripe, Salesforce, legacy SOAP, and more with schema drift detection and MCP support.
Open-source MCP testing platform: Playground, OAuth conformance, evals across models, and a Skills tab that teaches agents how to use your MCP tools.
Free Chrome extension and web app to save, tag, and search X bookmarks, with a built-in MCP server so Claude Code and Cursor can query your saved tweets.
APIMatic Context Plugins ground Cursor, Claude Code, and VS Code in your real OpenAPI spec, cutting token usage 65% and prompt iterations 81% on PayPal.
Pando is a code firewall for AI agents that indexes your AST and gives Claude, Gemini, and Codex compiler-checked edits, atomic snapshots, and 100x token savings.
Second Brain on Cloudflare gives Claude, ChatGPT, Cursor, and MCP clients shared memory you host yourself. This guide covers one-click deploy, client wiring, auth choices, and real tradeoffs.
Atomic turns markdown notes into a self-hosted, semantically-connected knowledge graph. Rust core, MCP-ready, 1.5k GitHub stars, MIT licensed, with auto-tagging and wiki synthesis.
BracketMadness.ai is a March Madness bracket challenge designed for AI agents, not humans. Agent-first UX, plain-text API docs, and a real leaderboard ranking models.
CSS Studio is a browser-based visual editor that streams layout and style changes to Claude Code, Codex, and Cursor via MCP. From the Motion team.
Rtrvr.ai exposes your Chrome as a remote MCP server so any AI agent can drive it. Learn how the architecture works and how to set it up in minutes.
liblab MCP Generator turns any OpenAPI spec into a deployed, hosted Model Context Protocol server in 30 seconds, ready to plug into Claude, ChatGPT, or Cursor.
Cq is an open standard for shared agent learning from Mozilla.ai. Local-first knowledge units, FastMCP integration, and team commons for AI coding agents.
Recomby GEO packages GEO skills, schemas, and a 7-stage workflow for Claude Code and Codex, giving agents a local-first, human-in-the-loop operating model for AI search visibility work.
Superlog is a YC P26 MCP-native observability agent that auto-instruments your repo with OpenTelemetry and opens tested PRs to fix incidents in Slack.
Ink is a deployment platform designed for AI agents, with MCP, Skills, and CLI integrations. Agents ship services in under a minute, billed per-minute while running.
Free in-browser tool to inspect, test, and chat with MCP servers across 30+ models, with a 10K-server registry and JSON tool-call inspector.
One (formerly Pica) is a Rust-based open-source agent infrastructure layer that gives any AI agent managed auth, audit logs, MCP access, and 70,000+ tools across 400+ apps via one CLI.
Persistent memory layer for AI agents across sessions — 9-stage consolidation turns observations into facts, relationships, patterns, and wisdom over time.
AWS skills and MCP server for Claude Code, Codex, and Kiro — covers 300+ AWS services through CDK, CloudFormation, serverless, containers, and Bedrock agents.
Self-improving context layer for data agents — ingests databases, BI tools, and wiki content; builds semantic layer with automatic fan/chasm trap resolution.
AnySearch MCP Server gives AI agents real-time web, finance, and academic search through MCP tools, with batch queries, URL extraction, setup steps, and practical use cases.
Animated desktop pets that react to Claude Code, OpenCode, and MCP agents — privacy-safe reactions and speech without exposing code or secrets.
Butterbase is an open-source backend-as-a-service with Postgres, auth, storage, serverless functions, AI gateway features, and a built-in MCP server you can self-host with Docker.
Continue is an open-source AI coding assistant for VS Code and JetBrains that lets developers build, share, and run custom assistants with any LLM and MCP server.
Hopper connects AI agents to your mainframe through Model Context Protocol, enabling natural language operations and autonomous workflows on COBOL/Java systems.
Moltis is a Rust-native AI agent server with memory, sandboxed execution, multi-provider LLMs, and MCP tool servers. One binary, no runtime deps.
Arkon compiles company docs into an AI knowledge wiki and serves it to Claude via MCP with role-based access control. Self-hosted with Docker with.
Mastra is an open-source TypeScript framework for building AI agents. Learn how it handles workflows, memory, RAG, MCP integration, and local debugging for production apps.
Minicor connects AI agents like Claude Code and Codex to Windows virtual machines through an MCP server, enabling scalable desktop RPA with Python workflows.
Chroma Cloud brings fully-managed, serverless vector search to production AI apps. Built on Apache 2.0 Chroma Distributed in Rust, it powers agents at Apple.
Caddie is a Slack-native AI agent that connects to90+ tools via MCP and automates GTM tasks like CRM logging, cold outreach, and meeting prep with plain.
Strata is an open-source MCP server that reveals AI tools step-by-step as an agent works, instead of overwhelming it with thousands of tools at once.
SourceTable Superagents lets you connect any spreadsheet to external databases, REST APIs, or MCP servers — turning Excel into a universal data hub powered by.
Dedalus Labs spins up persistent full Linux VMs for AI agents in under 250ms. No Dockerfiles, no YAML configs — just SSH, GPU, and a Python SDK.
Nia indexes your codebases, docs, and wikis into a retrievable context layer that stops AI coding agents from hallucinating outdated API references and wrong.
Dedalus Labs connects any LLM to any MCP tool via a single OpenAI-compatible API endpoint. Upload MCP servers to the cloud, skip the Dockerfiles and YAML.
Define multi-agent AI workflows in YAML and run them locally with one command. AgentMesh brings Docker Compose patterns to AI agent orchestration.