225 items
MCP-Memory: OKF-Backed Agent Memory Server MCP-Memory is a Model Context Protocol (MCP) server that equips AI agents (such as Claude Desktop, Cursor, Antigravity, Windsurf, or Codex) with persistent, long-term memory capabilities. Memory r…
↯ Model Context Protocol↯ Windsurfwindsurfmodel-context-protocolcursor+2
heard about mcp (model context protocol) like 100 times before i actually tried it. claude desktop, you can give it access to your local files and tools.
↯ Model Context Protocolmodel-context-protocolmcpclaude-code
The 2026-07-28 Model Context Protocol specification is out, bringing a stateless protocol core, Multi Round-Trip Requests, header-based routing, cacheable list results, authorization hardening, a formal extensions framework, and updated Ti…
https://www.infosecurity-magazine.com/news/systemic-flaw-mcp-expose-150/ Security researchers at OX Security disclosed on Tuesday what they describe as a critical, systemic vulnerability in Anthropic's Model Context Protocol, an open-sourc…
↯ Security↯ Model Context Protocolmodel-context-protocolsecuritymcp+1
The Enterprise-Managed Authorization extension to the Model Context Protocol is now stable, enabling organizations to centrally provision MCP server access through their identity provider so users get connected servers on first login witho…
Introducing the Safari MCP server for web developers In Safari Technology Preview 247, we’re introducing the Safari MCP server — a Model Context Protocol server for web developers that makes your web development and debugging workflow fast…
Claireon Model Context Protocol server for Unreal Editor automation Claireon is an Unreal Engine editor plugin that runs a Model Context Protocol (MCP) server inside the editor, exposing hundreds of editor automation tools for AI-assisted…
MOST POPULAR AI - DEVOPS Model Context Protocol prepares to break with its stateful past Biggest overhaul since launch ditches sessions, guts little-used features, and leaves homebrew implementations facing a slog - Offbeat Tesla burns thr…
Do MCPs Actually Improve Coding Agents? Part 1 Testing Context7, the most popular third-party MCP, on Terminal-Bench 2.0 with Codex This is the first entry in a multi-part series investigating whether MCPs (Model Context Protocol servers)…
- July 28, 2026 - 5min The fifth spec release of the Model Context Protocol, MCP 2026-07-28, is live today. The latest spec moves MCP to a stateless core, while hardening authorization and graduating official extensions.
- May 19, 2026 - 5min Starting today, Claude Managed Agents can operate in a sandbox you control and connect to your private Model Context Protocol (MCP) servers. Both the sandbox where an agent executes tools and the services it reaches r…
Hi HN, I built VT Code, a semantic coding agent. Supports all SOTA and open sources model.
↯ Ollama↯ Model Context Protocolmodel-context-protocolollamagemini+4
Persistent, Project-Local Memory for AI Coding Agents Coding agents forget decisions between sessions. OpenContext MCP exposes a lightweight Model Context Protocol server that enables AI agents to read and write durable .opencontext/ markd…
An MCP (Model Context Protocol) server lets Claude (Claude Code, Claude Desktop) render and generate diagrams through this service directly — no copy/paste. It is a thin wrapper over the HTTP API, so it works against this hosted instance o…
↯ Model Context Protocolmodel-context-protocolmcpclaude-code
Authplane The self-hosted authorization server for the Model Context Protocol. One Go binary.
Paper2Agent converts research papers into interactive artificial intelligence agents by turning manuscripts, code and data into model context protocol-based tool-invoking systems that reproduce original results, answer new scientific queri…
Your MCP Wallet URL No connected MCPs yet FAQs What is an MCP Wallet? An MCP Wallet gives you one URL for all your connected Model Context Protocol servers, so you can bring the same tools with you across compatible AI clients.
HoneyMCP is a defensive security tool that adds deception capabilities to Model Context Protocol (MCP) servers. It injects "ghost tools" (fake security-sensitive tools) that act as honeypots.
The next generation of MCP Over the last year and a half, the Model Context Protocol (MCP) has become the universal standard for how agents interact with external services. But one of the main criticisms of MCP was that the protocol requir…
This major update of MCP transforms it into a stateless protocol, stripping out core scaling bottlenecks, formalizing governance, and hardening security to make it truly enterprise-ready. Everyone loved Model Context Protocol (MCP) when it…
Developers Citation Safe, from inside your AI tools. The Model Context Protocol (MCP) is an open standard that lets AI assistants like Claude call external tools directly, instead of you copy-pasting between a chat window and a browser tab.
MOST POPULAR AI - Systems AMD attacks the rack with Helios systems that rival Nvidia's Spec for spec, the House of Zen's first rack-scale AI compute platform is bigger and faster than Nvidia's Vera Rubin by nearly every metric, but that's…
There’s a multitude of concepts that have been created during this advent of AI. Which do you predict will be resilient and long-lasting, and which do you think will churn away as harnesses evolve?
◆ LUMEN Lightweight Universal Model Exchange Network A binary protocol for MCP that makes JSON-RPC feel like dial-up. Wire savings: 40–80%.
I just published a repo called MCP from Scratch that teaches the Model Context Protocol by building it step by step in plain Node.js. Most of the repo is about understanding MCP itself, but the later modules may be relevant here: I added a…
↯ Llama↯ Model Context Protocolmodel-context-protocolllamamcp
I've been running a small fleet of honeypots for about a year. They get hit by a mix of research scanners (Censys, Shadowserver, etc.), old worms, and a bump of CVE probes the day a new Nuclei template ships.
↯ Security↯ Model Context Protocolmodel-context-protocolsecuritycursor+1
Pre-install security audits for Model Context Protocol servers. AIVSS scoring, multi-LLM consensus, line-level findings.
MCP Steroid is a Model Context Protocol server for JetBrains IDEs. It exposes IntelliJ Platform APIs, visual state, and runtime environment to any MCP-compatible AI agent via Kotlin code execution and screenshot capture.
Was using Claude to do some research on the Model Context Protocol stuff and asked it to pull info from a few roadmap pages. Agent comes back and the first thing it tells me is that it found a fake system reminder hidden inside the page co…
↯ Security↯ Model Context Protocolmodel-context-protocolprompt-injectionsecurity
An open catalogue of attack patterns against AI agents using the Model Context Protocol. 40+ verified patterns across 14 attack families.
Jira AI Auditor Find the problems your Jira dashboard doesn't show you. An MCP (Model Context Protocol) server that brings advanced project and sprint health auditing directly into Claude Desktop.
OSM Edit MCP A Model Context Protocol server for finding relevant places in OpenStreetMap and turning a selected part of a local GPX survey into a reviewed road-edit proposal. Alpha software.
DaVinci Resolve MCP Server English | 简体中文 -blue.svg) -18%20tools-blueviolet.svg) A Model Context Protocol (MCP) server that lets AI assistants control DaVinci Resolve Studio through the official Scripting API. It provides full API coverage…
MCP Is the GraphQL of AI (and That's Fine) Every few months a new acronym arrives and people talk about it like it changed everything. Right now that acronym is MCP, the Model Context Protocol.
dmx is an open source AI-native engineering harness. It runs as an MCP server inside Cursor, Claude Code, Copilot, or any IDE that speaks the Model Context Protocol, and wraps your AI workflows in structured, verifiable loops.
↯ Copilot↯ Model Context Protocolmodel-context-protocolcopilotcursor+2
MCP Session Bridge A free MCP (Model Context Protocol) server that exposes authenticated browser-session automation: session* tools that run in the user's own Chrome profile and real logged-in session, which cloud browser APIs cannot do. A…
Remote MCP Server Tester A web-based tool for inspecting Model Context Protocol (MCP) servers. Connect to any MCP server, browse its Tools, Resources, and Prompts, measure fetch latency, estimate token usage, score the quality of tool defi…
cosmos-mcp Build moodboards with an AI agent. cosmos-mcp is an unofficial Model Context Protocol server for cosmos.so, the visual discovery site.
Draw.io MCP Server The official draw.io MCP (Model Context Protocol) server that enables LLMs to create and open diagrams in the draw.io editor. Four Ways to Create Diagrams This repository offers four approaches for integrating draw.io wi…
MCPEmails Give your AI agent an inbox. A hosted Model Context Protocol server that lets Claude, Cursor, or any MCP‑compatible client read, search, send, organize, and schedule email through your existing mailboxes — without ever storing yo…
Maverik Benchmark, compare, and cost-predict your MCP agents. Think JMeter — but for agents built on the Model Context Protocol.
The Model Context Protocol has had a fast eighteen months. Since Anthropic open-sourced it in late 2024, it has gone from a spec nobody had heard of to the most widely adopted protocol for connecting AI agents to external tools, APIs, and…
Welcome to the daily AI news brief for vibe coders. It is Thursday, July 30, 2026, and the last 24 hours were about the plumbing you build on: a new Model Context Protocol spec, another open-weight model in your terminal, and two speech AP…
↯ Ollama↯ Model Context Protocolmodel-context-protocolollamamcp+1
mcploitable A collection of deliberately vulnerable MCP servers — the "Metasploitable" of the Model Context Protocol. mcploitable is a set of ordinary-looking MCP servers — a mail assistant, an analytics assistant, an account-recovery bot,…
MCP Server for WinDbg Crash Analysis A Model Context Protocol server that bridges AI models with WinDbg for crash dump analysis, user-mode remote debugging, and kernel debugging. Overview This server drives the Windows debuggers - CDB for…
Mosaic Bridge AI agents that drive the Unity Editor. Mosaic Bridge connects MCP-compliant AI clients — Claude Code, Claude Desktop, Cursor, Gemini CLI, and any other Model Context Protocol client — to a running Unity Editor.
↯ Model Context Protocolmodel-context-protocolgeminicursor+2
A local-first firewall for the Model Context Protocol. Deny-by-default policies, SOC 2-aligned audit trails, and a one-command install for Claude Desktop and Cursor.
Mnemo AI A local agentic AI assistant with MCP (Model Context Protocol) integration, RAG capabilities, and intelligent conversation management. Built on LangGraph with LangChain for multi-provider LLM support (Ollama, Amazon Bedrock, OpenA…
↯ Ollama↯ Model Context Protocolmodel-context-protocolollamarag+2
A field guide to authentication and authorization in the Model Context Protocol: OAuth 2.1 with PKCE, dynamic client registration, client ID metadata documents, machine-to-machine flows, and what changes when an MCP gateway sits in the mid…
MCP Test Harness []() Release 2.0.0 — install from PyPI (pip install mcp-test-harness) or use the OCI image on GitHub Container Registry: ghcr.io/vaquarkhan/mcp-test-harness. Tags: latest and 2.0.0 (runtime, mcp-test entrypoint), dev and 2…
The Model Context Protocol (MCP) lets OpenCode trigger pipelines or interact with developer tools such as Git directly from the editor. Local command-based connections are straightforward, but adding more services can create configuration…
In this article, you will learn how the Model Context Protocol (MCP) standardizes the way AI applications connect to external tools and data sources, broken down across three levels of depth. Topics we will cover include: - Why connecting…
Model Context Protocol (MCP)# LLDB supports the Model Context Protocol (MCP). This structured, machine-friendly protocol allows AI models to access and interact with external tools, for example debuggers.
Model Context Protocol is the API contract for the AI era. Go is the only language that lets you build one in an afternoon.
uptime-mcp A Model Context Protocol (MCP) server for Uptime.com. It exposes Uptime.com website, server, and infrastructure monitoring as MCP tools, so AI assistants such as Claude can create and manage checks, read alerts and outages, mana…
CoreMCP A Model Context Protocol (MCP) server, written in Go, that exposes SQL databases as MCP tools and prompts. It runs as a single static binary, embeds its drivers, and talks either stdio (for local MCP clients like Claude Desktop) or…
ProData AI Professional data analysis tool integrated with Claude's Model Context Protocol, featuring AutoML training, time series forecasting, dataset analysis, feature importance, and report generation. How to pay Subscribe $9/month Pred…
FOXBOX is proud to be the first SMS hardware gateway in the world to implement MCP (Model Context Protocol), bringing native AI and automation interoperability to on-premise SMS infrastructure. With MCP, FOXBOX is no longer just an SMS gat…
A Practical Guide for Secure MCP Server Development provides actionable guidance for securing Model Context Protocol (MCP) servers—the critical connection point between AI assistants and external tools, APIs, and data sources. Unlike tradi…
🍎 macOS-MCP Overview macOS-MCP is a lightweight, open-source Model Context Protocol server that bridges AI agents and the macOS operating system. It enables seamless automation of macOS through LLMs via tasks such as file navigation, appli…
Like everyone else, I’ve been testing the newly released Gemini 3.5 Flash. The speed is phenomenal, but I wanted to see how it handles large, structured data aggregations directly in the prompt versus using a delegated tool architecture.
↯ Model Context Protocol↯ Gemini 3.5model-context-protocolgeminimcp
n8n-MCP A Model Context Protocol (MCP) server that provides AI assistants with comprehensive access to n8n node documentation, properties, and operations. Deploy in minutes to give Claude and other AI assistants deep knowledge about n8n's…
I built clskillshub.com — a Claude resources site — using Claude Code, and I've been doing more 3D work lately. Wanted to share the workflow that I think is the most interesting practical use of MCP I've found so far, because every other "…
↯ Model Context Protocolmodel-context-protocolmcpclaude-code
A Kill-Chain Analysis of the Model Context Protocol and Runtime Defences via mcpfw The Model Context Protocol (MCP) has rapidly become the standard interface for connecting AI assistants to external capabilities — file systems, databases,…
MCP-AmigaOS4 A Model Context Protocol server for driving AmigaOS 4.1 machines — both QEMU guests and real PowerPC hardware — from MCP-aware clients such as Claude Code, Claude Desktop, and IDE plugins. At a glance Brings AmigaOS 4.1 inside…
↯ Model Context Protocolmodel-context-protocolmcpclaude-code
The State of MCP Security What 1,787 MCP servers can actually do to your systems. We classified every tool on every Model Context Protocol server we could enumerate from the public registries — 25,329 tools across 1,787 working servers.
↯ Model Context Protocolmodel-context-protocolmcpclaude-code
Dokploy MCP Server Dokploy MCP Server exposes all Dokploy API endpoints as tools consumable via the Model Context Protocol (MCP). It allows MCP-compatible clients (e.g., AI models, other applications) to interact with your Dokploy server p…
HEORAgent MCP Server AI-powered Health Economics and Outcomes Research (HEOR) agent as a Model Context Protocol server. Automates literature review across 41 data sources, state-of-the-art cost-effectiveness modelling, HTA dossier preparat…
atlassian-netscaler-mcp An MCP (Model Context Protocol) server for Jira and Confluence Server / Data Center deployments that sit behind Citrix NetScaler SSO. It captures the NetScaler session cookie via a real browser (Playwright), stores…
IEEE TRANSACTIONS ON SOFTWARE ENGINEERING 1 Type-State Authorization for LLM Tool Schemas: A Formal Model with Noninterference Guarantees Andrew Gauger Abstract —The Model Context Protocol (MCP) [1] defines a schema discovery mechanism (to…
The Model Context Protocol (MCP) enables LLMs to invoke external tools, but every tool interaction exposes the model to attacker-controlled text through multiple input channels (tool descriptions, tool results, sampling messages) that shar…
↯ Model Context Protocoltool-callingmodel-context-protocolmcp
Django: introducing django-mcpz, for making MCP servers I made another package! Say hello to django-mcpz, for building Model Context Protocol (MCP) servers in your Django project.
macula-mcp A Model Context Protocol server that exposes the Macula mesh to any agent harness that speaks MCP. The installer auto-registers it with Claude Code, Claude Desktop, Cursor, Windsurf, opencode, and Goose; anything else (Cline, Co…
↯ Model Context Protocol↯ Windsurfclinewindsurfmodel-context-protocol+3
Suomiatlas MCP server An MCP (Model Context Protocol) server that lets an AI assistant query Suomiatlas directly: "how many people live in Toukola?", "what does an apartment cost in Töölö?", "is the air clean in Vantaa?". Covers ~3,000 Fin…
Would you rather be invited by name to a dinner party or head to a club where the only thing between you and the thumping beat is the bouncer checking your ID? The Model Context Protocol (MCP) offers client registration options analogous t…
AI agents that guess at your cluster state from training data will eventually be wrong. This builds a production-grade MCP (Model Context Protocol) server giving agents real, read-only access to Kubernetes — with RBAC, audit logging, and S…
MCP Starter Kit — connect Claude to your own API, database, and filesA production-shaped Model Context Protocol server in Python. Skip the weekend of footguns and ship a real MCP server in an afternoon.Python / FastMCPClaude Desktop + Curs…
MCP Governance & Risk Framework A practical governance framework for organizations adopting the Model Context Protocol (MCP), the open standard that lets AI agents connect to external tools, data sources, and systems. MCP adoption is accel…
Try the Google Analytics MCP server Stay organized with collections Save and categorize content based on your preferences. The Google Analytics Model Context Protocol (MCP) server lets you connect your Analytics data to an LLM, like Gemini.
Enterprise MCP Gateway Production-grade, high-performance Model Context Protocol (MCP) Gateway in Go. A secure, audited, and PII-sanitized bridge connecting AI agents (Claude Desktop, Cursor, Antigravity, LangGraph) to enterprise backends…
🧠 CRBRO — Persistent Neural Memory for AI CRBRO is a local MCP (Model Context Protocol) server that gives your AI assistant persistent long-term memory across sessions. It uses a biological neural architecture — cortex, synapses, hippocamp…
Security linter for MCP JSON-RPC messages — detects nested field injection, validates receipt structure, zero dependencies ccs-lint Security linter for MCP (Model Context Protocol) JSON-RPC messages. Zero dependencies.
# locus-engine 🦀⚡ Deterministic AST Safety Guard, Polyglot Semantic Symbol Graph, Surgical Byte-Span Patching, and Zero-Dependency Model Context Protocol (MCP) Server in Pure Rust. -brightgreen.svg) -success.svg) -purple.svg) ⚡ Overview &…
Model Context Protocol (MCP) is an open protocol that describes how agents can connect to external tools and data sources, and is now widely supported by the most popular coding agents (like GitHub Copilot, Claude Code, and Codex) and agen…
↯ Copilot↯ Model Context Protocolmodel-context-protocolcopilotcodex+2
Top 5 Open Source MCP Gateways in 2026 The Model Context Protocol (MCP) has become the common standard for connecting AI models to external tools and data, and as teams add more MCP servers, an open-source MCP gateway becomes the control p…
sabrix-bench ⚡ Ultra-fast, zero-bloat developer CLI and benchmark harness for Model Context Protocol (MCP) traffic inspection and agent loop latency profiling. 🎯 The Problem Developers building autonomous AI agents locally lack visibility…
AI Agents Model Context Protocol (MCP) explained — what it is, how it works, how MCP servers expose tools and resources, and why it replaces custom LLM integrations. With code examples.
Hey HN, I’m Austin, founder of Salestrics (salestrics.com). The Problem: > Most AI agents today are trapped in chat windows.
FreeCAD MCP This repository is a FreeCAD MCP that allows you to control FreeCAD from Claude Desktop. Demo Design a flange Design a toy car Design a part from 2D drawing Input 2D drawing Demo This is the conversation history.
A from-zero explanation of prompt chains, tool calling, and the Model Context Protocol, using three production LangGraph agents as worked examples, with a SWOT for every approach and an honest audit of which techniques those agents actuall…
mcpscore Lighthouse for MCP. Audit any MCP (Model Context Protocol) server and get a scored, actionable report in seconds.
🐚 umcp A lightweight, zero-dependency implementation of the Model Context Protocol (MCP) in pure Python -- inspired by the original bash implementation by Muthukumaran Navaneethakrishnan. Why?
MCP Queen probes every remote server in the official Model Context Protocol registry on a continuous cycle. This report is generated from 43,320 live probes of 9,326 remote servers, plus registry metadata for the full corpus.
The Model Context Protocol (MCP) standardizes how large language model applications communicate with external tools, but leaves the application side unspecified: unlike traditional dependencies resolved through package managers, developers…
MCP’s biggest update removes the machinery many servers were built around The biggest update to the Model Context Protocol (MCP) since its launch is almost here. Lead maintainers froze the release candidate on May 21, with the final specif…
Drive your real, logged-in Chrome from an AI agent - over the Model Context Protocol. No headless browser.
Search a continuously updated registry of Model Context Protocol endpoints detected on company websites. Open any result to connect to its MCP server, inspect the tools it exposes and invoke supported tools directly from the registry.
Awesome MCP Open Model Context Protocol servers you can actually run yourself. I kept running into the same thing: I'd find a promising MCP server, wire it up, and only then realize it was just a shell around some company's paid API.
mcp-console A CLI client for Model Context Protocol (MCP) servers that supports two OAuth 2.0 client authentication strategies: CIMD (Client ID Metadata Document) — the client's HTTPS metadata URL is used directly as client_id. The authori…
Open and Async — MCP Server Bring async-first working practices into your editor and AI assistant. This Model Context Protocol server gives your AI the tools to draft a decision doc, turn a meeting into an async artifact, pressure-test a s…
Figma Console MCP Server Your design system as an API. Model Context Protocol server that bridges design and development—giving AI assistants complete access to Figma for extraction, creation, debugging, and bidirectional token sync.
gocd-mcp A production-grade Model Context Protocol (MCP) server that exposes GoCD over Streamable HTTP, authenticated per-user with GoCD Personal Access Tokens (PAT). It lets MCP-capable agents (Claude Code, Claude Desktop, IDE extensions,…
↯ Model Context Protocolmodel-context-protocolmcpclaude-code
This guide walks you through connecting Claude directly to live market data using the Model Context Protocol (MCP). By adding this custom data connector, Claude can instantly fetch stock prices, financials statements, and other financial d…
mcp-trustcard The "npm audit" for MCP servers. A trust card for every Model Context Protocol server — before you connect.
XTapDown MCP Server An MCP (Model Context Protocol) server that gives any LLM client — Claude Desktop, Cursor, Cline, Continue, or your own agent — direct access to the XTapDown X (Twitter) creator toolkit. Six tools, zero auth, zero rate…
The Model Context Protocol (MCP) has rapidly established itself as a standard interface for enabling LLM-based agents to interact with external tools and services. As MCP servers are increasingly entrusted with security-sensitive operation…
🏛️ European Parliament MCP Server Model Context Protocol Server for European Parliament Open Data 🇪🇺 EU parliamentary intelligence for AI agents · 🕵️ 15 OSINT analytics tools · 🏛️ Full EP API v2 coverage · 🛡️ ISMS-aligned · 🔒 GDPR-by-desig…
Starting today, you can connect BirdyChat to your other work tools and to AI assistants. We're launching two things at once: a REST API for developers and teams, and MCP (Model Context Protocol) support that lets AI assistants like Claude…
What 15,382 registry servers say about where the Model Context Protocol ecosystem actually is in July 2026. Compiled from the official registry, GitHub, npm and PyPI.
The Model Context Protocol (MCP) has quietly become one of the most important standards in agentic AI. In a little over a year, it went from a promising idea to the default way AI applications connect to external tools, data sources, and s…
Trust the harbor pilot Lessons from designing MCP tools for AI agents Model Context Protocol (MCP) seems like a simple enough task to achieve. You already have an API for your application that your UI uses, recycle relevant pieces through…
The Model Context Protocol (MCP) has become the standard way for AI agents to call external tools. Claude, Cursor, and a growing ecosystem of agent frameworks speak MCP natively, they discover tools via a tools/list endpoint and call them…
woocommerce-mcp A small, read-only Model Context Protocol server for WordPress + WooCommerce. It lets Claude (or any MCP client) answer questions about a live store — products, orders, sales, and blog posts — over the official REST APIs.
Harbor A production-grade Model Context Protocol (MCP) gateway that connects AI clients to your existing backend APIs — without modifying those APIs. Read the full article on Medium → The Problem When an AI (Claude, Cursor, GPT) needs to i…
Fixing “Tool Amnesia” in Model Context Protocol Ecosystems A Java Gateway Router pattern for reducing prompt bloat, preventing parameter hallucination, and preserving tool context. Picture this: You’ve just discovered the Model Context Pro…
↯ Hallucination↯ Model Context Protocolmodel-context-protocolhallucination
MCP Server¶ The OctoPerf MCP server lets any Model Context Protocol - aware AI agent drive your OctoPerf account - import Virtual Users, edit them, validate, run load scenarios, and read back metrics - all from a chat or IDE, without leavi…
MCP Apps let a Model Context Protocol (MCP) tool return an interactive UI instead of plain text. The model still calls ordinary MCP tools, but a tool can point to a ui:// resource that holds HTML, and your app renders that HTML in a sandbo…
A colleague made a comprehensive Model Context Protocol (MCP) server that exposes full WhatsApp Business API functionality using the PyWA library.
Ebook-MCP English | 中文 | 日本語 | 한국어 | Français | Deutsch Ebook-MCP is a powerful Model Context Protocol (MCP) server for processing electronic books. Built on the Model Context Protocol, it provides a set of standardized APIs for seamless i…
Tachyon MCP — A Java 21 Model Context Protocol (MCP) server built on Netty 4.2. Fully implements MCP spec 2025-11-25 Streamable HTTP transport, session lifecycle, native I/O transports, and a stateless mode for serverless deployments.
Model Context Protocol (MCP) Just heard of MCP and not sure where to start? Check out our documentation website.
Breaking change (v7.3.0): haconfigset_yaml has been moved to beta. # The Unofficial and Awesome Home Assistant MCP Server A comprehensive Model Context Protocol (MCP) server that enables AI assistants to interact with Home Assistant.
The Model Context Protocol (MCP) is rapidly becoming the standardized API for large language models (LLMs) to interact with business logic. Like the early days of REST, builders are moving fast, often prioritizing functionality over securi…
Point Claude, ChatGPT, or any Model Context Protocol client at the URL below to plant, water, and harvest in this shared garden. https://agent.mcpgrow.com/mcp MCPGrow is a multiplayer game where humans and AI agents work together.
WSP WordPress MCP — Connect AI Coding Agents to WordPress WordPress MCP server by WebSensePro — Official Shopify Partner & WordPress Development Agency 🤖 What is WordPress MCP? WordPress MCP (Model Context Protocol) is a standardized bridg…
Since 1 June 2026, Strava offers an official MCP connector with its Strava MCP server. That is a clear signal: the Model Context Protocol has reached the mainstream.
MCP (Model Context Protocol) is the open standard that lets AI agents read from your customer data. Here's how product orgs are using it in 2026, three real use cases, and what your stack needs to support it.
Operator-grade registry The registry for MCP servers. One place to discover, evaluate, and configure Model Context Protocol servers — preset-guided, quality-scored, and portable across clients.
Hey r/claudeai, If you leverage Claude Code or Claude Desktop for agentic development on large-scale codebases, you have likely run into a major architectural bottleneck: standard agent loops rely on primitive text processing tools and str…
Coinbase's Ethereum (ETH) layer-2 network Base released a protocol on May 26 that lets AI agents interact directly with users' crypto wallets and decentralized finance (DeFi) applications through plain-language instructions. The tool is ca…
↯ Model Context Protocolmodel-context-protocolcursorchatgpt+1
U/OO/ 6030316 -26 | P P-26-1834 | May 202 6 Ver. 1.0 National Security Agency | Cybersecurity Information Model Context Protocol (MCP): Security Design Considerations for AI -Driven Automation Securing protocols that enable AI -driven anal…
Posted this in LocalLLaMA but figured this sub might be interested too. Built Ember : a memory infrastructure layer purpose-built for agents using the Model Context Protocol.
Pulsar Edit MCP Server & LLM Coding Assistant An MCP (Model Context Protocol) server and built-in chat assistant that lets an LLM control the Pulsar editor. Use the built-in chat panel or any compatible external client such as AnythingLLM…
SafeDB MCP SafeDB MCP is a secure Model Context Protocol server that lets AI agents inspect and query Postgres, MySQL, MariaDB, and SQLite with strict read-only guardrails. It is designed for teams that want useful database access without…
Hey everyone, The Model Context Protocol (MCP) is amazing for standardizing how agents talk to data, but I got incredibly frustrated every time I wanted to quickly test a new remote MCP server. Writing custom client-side boilerplate or wre…
Most authors are still using LLMs as glorified typewriters, pasting context back and forth into web chats. I wanted to see if I could use the Model Context Protocol (MCP) to completely automate the administrative friction of the traditiona…
Terminal Guardian MCP Secure, sandboxed terminal access for AI assistants via the Model Context Protocol Features · Quick Start · Claude Desktop · Tools · Security · Configuration · Roadmap Overview Terminal Guardian MCP is a production-gr…
Non-coder founder out of Taiwan. Spent the last six months building a Model Context Protocol server that exposes streetwear-fulfillment vendor adapters as agent-callable tools.
↯ Model Context Protocolmodel-context-protocolmcpclaude-code
We at Cloudflare have aggressively adopted Model Context Protocol (MCP) as a core part of our AI strategy. This shift has moved well beyond our engineering organization, with employees across product, sales, marketing, and finance teams no…
MCP Guardrail 🔍 Scan MCP configs for security issues before agents touch prod data. MCP (Model Context Protocol) lets AI agents touch files, databases, APIs, and internal tools — but teams lack visibility into which MCP servers their devel…
MCP server SolidInvoice ships with a built-in Model Context Protocol (MCP) server. Once you connect an AI agent to it, the agent can read your invoices, quotes, clients, and payments — and, if you grant write access, create and update them…
GAIIA Expert Proxy (MCP Server) GAIIA Expert MCP Server is a Model Context Protocol (MCP) server that enables high-fidelity code audits, refactors, and architectural analysis using specialized Proxy Experts in conjunction with a remote LLM…
🦡 codebadger A containerized Model Context Protocol (MCP) server providing static code analysis using Joern's Code Property Graph (CPG) technology with support for Java, C/C++, JavaScript, Python, Go, Kotlin, C#, Ghidra, Jimple, PHP, Ruby,…
Hey everyone! I've been tinkering with MCP (Model Context Protocol) servers lately and built one that integrates Claude Code and Claude Desktop directly with Apple Music.
↯ Model Context Protocolmodel-context-protocolmcpclaude-code
A Model Context Protocol (MCP) server that enables AI assistants to search, retrieve metadata, and download academic papers directly from Sci-Hub. Sci-Hub MCP Server A robust Model Context Protocol (MCP) server and Python library that enab…
Anthropic announced Claude for Creative Work on April 28. The release includes nine official connectors that plug Claude into professional creative software, with a native Blender connector as the flagship.
I've been meandering around the AI domain for a few decades. But I've decided to re-engage - mostly due to the development of the Model Context Protocol (MCP).
Hi everyone, I'm trying to set up Chrome MCP (Model Context Protocol) for Hermes Agent and need some guidance. **Background:** - Hermes Agent (by NousResearch) has self-learning features - I want to integrate Chrome browser automation via…
↯ Model Context Protocoltool-callingmodel-context-protocolmcp
In my recent project, I integrated the Model Context Protocol (MCP) into an existing Azure Functions API and I wanted to share how it works and why it matters. MCP (Model Context Protocol) provides a standardized interface for connecting L…
For the past two weeks, I’ve been spending 4–5 hours a day building a custom MCP (Model Context Protocol) orchestration server. What started as a simple experiment with Qwen 3.6 35B has evolved into a full-scale "Man-in-the-Middle" proxy t…
↯ Model Context Protocol↯ Qwen 3.6model-context-protocolragqwen+1
Just some ways in which I use Claude for cybersecurity work. Prioritizing Vulnerabilities: By uploading scan reports, asset lists, and using the Model Context Protocol (MCP), Claude can analyze and prioritize critical findings, determine p…
↯ Cowork↯ Model Context Protocolmodel-context-protocolcoworkmcp
shell-mcp Scoped, allowlisted shell access for Claude Desktop and other MCP clients. shell-mcp is a small Rust binary that speaks the [Model Context Protocol] over stdio.
MCP Observatory See every message your AI agents send. A local-first proxy and trace viewer for the Model Context Protocol.
Enigma Python MCP Server An MCP (Model Context Protocol) server that brings the capabilities of the enigmapython library to LLMs, allowing them to encrypt and decrypt messages using historically accurate Enigma machine emulators. Features…
One thing I keep seeing with agent workflows (Claude, GPT, etc.) is this gap between “it works” and “it works well in production.” Agents are surprisingly good at figuring out what to do in a data science workflow with minimal prompting. B…
Clio MCP Server: Connect Claude to Clio Practice Management Open-source Model Context Protocol (MCP) connector that lets Claude read live data from Clio — matters, contacts, documents, tasks, calendar, and billing — without copying client…
Hi HN, I built this because I was finding myself drowning in a sea of new 'AI agents' every single week. I wanted one centralized, curated directory that cut through the noise, specifically focused on the 'vibe coding' ecosystem.
Hello HN, We built Fleeks because the biggest bottleneck for AI agents isn't reasoning—it's infrastructure. Most agents (whether in an IDE like Cursor/Claude Code or a custom autonomous swarm) are stuck in a "sandbox." They can write code,…
I've been building this for a couple of years. It started as "what if my AI assistant actually remembered things," and it became something bigger.
↯ Ollama↯ Model Context Protocolmodel-context-protocolollamamcp+1
Back to articles Connecting Claude to your bank account with Era Era connects Claude to your bank accounts, credit cards, and investments through the Model Context Protocol (MCP), giving Claude secure, read-only access to your financial li…
Feature: MCP Server Building an MCP Server Using Only Notepad Building an MCP Server Using Only Notepad One day, a realization came to me. Recently, there has been growing interest in MCP (Model Context Protocol), but seeing setups that re…
↯ Model Context Protocolmodel-context-protocolmcpclaude-code
Large Language Models (LLMs) are increasingly serving as autonomous agents, and their utilization of external tools via the Model Context Protocol (MCP) is considered a future trend. Current MCP evaluation sets suffer from issues such as r…
↯ Tool Use↯ Model Context Protocolmodel-context-protocoltool-usemcp
I used to spend my days copy-pasting context between ChatGPT, Claude, Codex, and whatever else. Explain the project again.
↯ Model Context Protocolmodel-context-protocolchatgptcodex+2
Studies of the Model Context Protocol (MCP) server ecosystem draw their samples in ways that quietly select for servers that work: reference sets, popularity lists, hand-curated frames, or pipelines that repair a server until it starts. We…
I built CertArena, an interactive exam simulator and certification roadmap tool designed specifically for developers preparing for Anthropic's Claude Certified Developer Foundations (CCDV-F) and Cloud AI benchmarks. What was built CertAren…
↯ Model Context Protocoltool-callingmodel-context-protocolmcp+2
The Model Context Protocol (MCP) widens the prompt injection attack surface of large language model applications to tool descriptions, parameter schemas, and tool outputs. Defenses for it are appearing quickly, but their reported figures a…
↯ Security↯ Model Context Protocolmodel-context-protocolprompt-injectionsecurity+1
Safety properties assessed separately for Model Context Protocol (MCP) tool use and Agent2Agent (A2A) delegation need not describe behavior when one agent uses both. We measure one such behavior in a single controlled MCP-to-A2A configurat…
↯ Tool Use↯ Model Context Protocolmodel-context-protocoltool-usemcp
We present CivBench, an open-source benchmark for evaluating language model agents in long-horizon, tool-mediated environments through the Model Context Protocol (MCP). A single episode spans 300+ turns and produces thousands of tool calls…
LLM agents are beginning to invoke industrial asset-management tools through the Model Context Protocol (MCP), yet whether they can act reliably on this substrate for safety-critical \emph{Prognostics and Health Management (PHM)} is unansw…
Large language model (LLM) agents invoke external tools to retrieve and reason over information beyond pretrained knowledge. The Model Context Protocol (MCP) standardizes how such tools are surfaced, and a proxy MCP server aggregates many…
The Model Context Protocol (MCP) has emerged as the standard layer connecting Large Language Model agents to external tool backends. This openness introduces a severe server-side threat we term TrustShift: a compromised MCP server behaves…
Agents built on Large Language Models (LLMs) increasingly reach enterprise data through the Model Context Protocol (MCP), and many MCP database servers maximize flexibility by exposing a single generic SQL execution tool. This paper propos…
Flexible manufacturing requires industrial robots to be reprogrammed rapidly as product variants change. This paper presents a language-model-based workflow that generates, validates, and iteratively corrects ABB RAPID robot programs from…
The Model Context Protocol (MCP) is an open source JSON-RPC protocol that standardizes how large language models (LLMs) interact with external systems through programmatic functions known as tools. Attackers or malicious agents can exploit…
↯ Security↯ Model Context Protocolmodel-context-protocolsecuritymcp
Agentic large language models (LLMs) on the Model Context Protocol (MCP) re-encode verbose tool schemas every turn, so prefill - quadratic in sequence length - dominates time-to-first-token (TTFT) as the tool registry grows. Nexus's primar…
Hi everyone, I’ve been working on a complex low-level codebase (ARET — an automatic reverse-engineering toolkit doing x86/PE32 lifting, C++ exception handling recovery, Win32 HLE, and differential testing against Wine and Unicorn). As the…
↯ Model Context Protocolmodel-context-protocolmcpclaude-code
AI agents increasingly act rather than merely read: across the Model Context Protocol (MCP) ecosystem, the share of deployed tools that modify external state has risen from 27% to 65% of tool use. When agents exercise this authority on pub…
↯ Tool Use↯ Model Context Protocolmodel-context-protocoltool-usemcp
Modern LLM-agent frameworks increasingly interoperate through standards such as Anthropic's Model Context Protocol (MCP) for agent-to-tool access and Google's Agent2Agent (A2A) protocol for agent delegation and negotiation. However, these…
AI agents increasingly act on external systems through standardized tool-calling protocols such as the Model Context Protocol (MCP), yet no infrastructure layer constrains their actions to what a principal has verifiably authorized: author…
↯ Model Context Protocoltool-callingmodel-context-protocolmcp
The Model Context Protocol (MCP) has become the de-facto interface for connecting LLM agents to enterprise tools, and adoption has been explosive: within a year, large organizations went from zero to dozens of internally built MCP servers.…
How much an AI coding agent costs to run can depend more on the agent scaffolding that drives it than on the interface through which it reaches its tools. We set out to measure the cost of tool use over the Model Context Protocol (MCP) aga…
↯ Tool Use↯ Model Context Protocolmodel-context-protocoltool-usemcp
The Model Context Protocol (MCP) standardizes how servers expose data and tools to Large Language Models (LLMs). A common server design embeds frequently used reference data, such as identifier lookup tables, directly in the server instruc…
I’ve been experimenting with Model Context Protocol (MCP) servers to give Claude "hands" on the web—logging into dashboards, verifying deployments, etc. But looking at most existing browser-automation MCPs, they basically just hand the LLM…
I am in the planning phase of building a custom agentic ecosystem. I already have my own proprietary memory layer and a dedicated set of custom tools and agents that I want to integrate/build.
↯ Model Context Protocolmodel-context-protocolmcpanthropic+1
Agent evaluations tell us that a model picked the wrong tool, but rarely why. We introduce canary tools: diagnostic probe tools planted in an agent's Model Context Protocol (MCP) tool set, each engineered to probe one specific tool-selecti…
The Model Context Protocol (MCP) has seen rapid adoption since its November 2024 launch, with over 21,000 server instances detectable on the public internet. We present the first dynamic behavioral security assessment of internet-facing MC…
Stateless MCP has recaptured my interest (and inspired mcp-explorer and datasette-mcp) 31st July 2026 Tuesday was Stateless MCP day—the rollout of MCP 2.0, or the 2026-07-28 Model Context Protocol specification to use the more formal but l…
This week, the Model Context Protocol (MCP), an open source standard for how AI systems interact with external tools and data sources, saw its largest update since its introduction. Most notably, MCP’s protocol core is now stateless, so re…
The rapid development of large language model (LLM) agents has enabled their broad adoption across diverse real-world tasks. To standardize interactions between LLM agents and external environments, Model Context Protocol (MCP) tools have…
↯ Tool Use↯ Model Context Protocolmodel-context-protocoltool-usemcp
As LLM agents increasingly rely on the Model Context Protocol (MCP) to invoke isolated external sandboxes, disaggregated sandbox deployment introduces a fundamental tension between resource utilization and interactive tail latency. Persist…
Wanted to share a live proof-of-concept demonstrating Claude driving legacy system execution via a custom Model Context Protocol (MCP) server. Rather than letting an LLM generate unverified code or raw terminal inputs directly, Claude inte…
Large Language Models (LLMs) excel at natural language understanding and generation but remain unreliable for multi-step logical reasoning, especially in safety-critical or compliance-sensitive domains. Recent neuro-symbolic approaches add…
Large language model (LLM) agents are increasingly deployed over Model Context Protocol (MCP) servers, yet the benchmarks used to evaluate them score the final answer or a fixed "ground-truth" list of tools, both of which are fragile once…
When working on large projects with Claude Desktop or Claude Code, every new session starts from scratch without awareness of your codebase history, architecture decisions, or API schemas. To solve this, I built AgentHelm (agenthelm-mcp)—a…
↯ Model Context Protocolmodel-context-protocolmcpclaude-code
The Model Context Protocol (MCP) is an open-source standard that allows AI agents to connect to external tools, databases, and services. While this connectivity enables powerful agent capabilities, it also introduces multi-step attacks tha…
The Model Context Protocol (MCP) is an open and standardized interface that enables large language models (LLMs) to interact with external tools and services, and is increasingly adopted by AI agents. However, the security of MCP-based sys…
LLM agents increasingly rely on tool calling to act on external systems, and the Model Context Protocol (MCP) has quickly become its de facto interface. Operating MCP at cloud scale, however, becomes difficult.
This position paper explores how Agentic AI and Model Context Protocol (MCP) can support power-grid studies in a Transmission System Operator (TSO) context. We focus on integrating Large Language Models with numerical simulation tools, str…
Modern coding agents expose multiple tool surfaces -- IDE primitives, bash, and Model Context Protocol (MCP) code-execution -- and the field has shipped three contradictory claims about which one matters. We run the missing crossed compari…
The rapid emergence of the Model Context Protocol (MCP) has introduced a new standard for connecting large language models to external tools and services. Despite its rapid adoption in open-source development, systematic understanding of h…
Hey r/ClaudeAI, I wanted to share a project I’ve been building specifically to explore how we can move Claude from a reactive conversational partner to a proactive health agent using the Model Context Protocol (MCP). The app is called Maha…
The Model Context Protocol (MCP) is the dominant way coding agents discover and invoke external tools. A server advertises each tool through a tools/list handshake that returns a name, a natural-language description, and a JSON input schem…
AI agents increasingly call external tools (file system, network, APIs) through the Model Context Protocol (MCP). These tool calls are the agent's syscalls: privileged operations with side effects on shared state, yet today's safety enforc…
Large language model agents driving security tool suites over the Model Context Protocol are increasingly common. Yet the factors that bound their capability remain poorly characterized: how much depends on the model versus the client that…
Hey everyone, Most website auditors (like Lighthouse or SEMrush) tell you exactly what’s wrong with your site, but then you have to copy the errors, open your IDE, find the files, and fix them manually. I wanted to close that loop, so I bu…
↯ Model Context Protocolmodel-context-protocolmcpanthropic+1
I first just wanted to learn how to add a memory layer (how to use the mem0 Python library) when using Ollama but decided to expand into something bigger. From the first idea, I decided to make a modular system that supports APIs, MCP, and…
↯ Ollama↯ Model Context Protocolmodel-context-protocolollamachatgpt+2
Claude's MCP (Model Context Protocol) lets you expose tools that Claude can call during a conversation. Most examples I've seen are things like "query a database" or "search the web." I wanted to try something higher-stakes: live trade exe…
If you're using Claude with MCP (Model Context Protocol) tools to modify your website, you've probably experienced that mini-heart attack when it blindly overwrites a file, misses a closing tag or a semicolon, and completely crashes your l…
With the rapid evolution of LLM-driven agents, Model Context Protocol (MCP), an open protocol bridging LLMs with external tools, has quickly become foundational to modern agent ecosystems. However, the expanding adoption of MCP has also in…
Large Language Models (LLMs) are increasingly deployed in tool-driven environments such as healthcare analytics, financial systems, retrieval-augmented generation (RAG), and multi-agent workflows. Although the Model Context Protocol (MCP)…
Hey everyone, There is still a lot of confusion around how Retrieval-Augmented Generation (RAG) and the Model Context Protocol (MCP) fit together—specifically when a project actually warrants the engineering complexity of an agent framewor…
↯ Model Context Protocolvector-databasemodel-context-protocolrag+1
Tool-using LLM agents increasingly use the Model Context Protocol (MCP) to answer from heterogeneous evidence sources, including search, APIs, databases, clinical records, and formulary tools. Standard factuality metrics usually test wheth…
If you build apps with AI coding agents, you probably know the struggle. You ask the AI to fix a bug or add a feature, and it has to load five different files into its context window just to understand what's going on.
Hi everyone, I'm curious about the real-world adoption of Claude Desktop in corporate environments. I've recently been experimenting with Claude Desktop, MCP (Model Context Protocol) servers, Power BI semantic models, and automation workfl…
Hey everyone, I’ve been messing around with the new routines feature in Claude Code (the desktop tab), and I really wanted a way to step away from my desk and get a push notification on my phone the second a long routine finished. Since I…
↯ Model Context Protocolmodel-context-protocolmcpclaude-code
If you've run multi-agent systems in production, you know the pain: no audit trail, no access control, no way to prove what an agent did when it goes rogue. Every team building agents ends up solving the same governance problems from scrat…
Enterprise agent systems increasingly need to connect large language models to private tools, internal knowledge, and Model Context Protocol (MCP) interfaces. In this setting, raw task capability is insufficient: organizations also require…
I'm a cloud infrastructure engineer and I work across 4-5 AI tools daily (Gemini, Claude, Cursor, NotebookLM). My biggest pain point wasn't the AI itself — it was the aftermath.
↯ Model Context Protocolmodel-context-protocolgeminicursor+1
MCP (Model Context Protocol) enables LLMs (Large Language Models) to interact with external tools and data sources via a standardized protocol. Its rapid adoption in tool-augmented Artificial Intelligence (AI) workflows has introduced new…
So I was building this Model Context Protocol thing at 2:47am (Post Malone was playing on repeat, don't judge) and something weird happened with the agent communication. Started simple.
OpenAI is rolling out agents capable of autonomous, multi-step workflows, with reports suggesting they are exploring an acquisition of agent orchestration company Windsurf. Google's $40B Anthropic Investment: Google is committing up to $40…
↯ Model Context Protocol↯ Windsurfwindsurfmodel-context-protocolmcp+3
Hey everyone 👋, I absolutely love using Cursor and Claude Desktop for debugging and writing queries, but the idea of hooking them up directly to my database via standard MCP (Model Context Protocol) servers has always given me anxiety. One…
↯ Hallucination↯ Model Context Protocolmodel-context-protocolhallucinationcursor+1
Hey everyone, I wanted to share a tool I found that makes giving AI agents access to web data a lot easier without the manual headache. The Website to API & MCP Generator is basically an automated "builder" for your AI ecosystem.