Topic
Model Context Protocol - building MCP servers, integrations, and extending AI tools.
118 resources - 88 posts, 13 tools, 17 guides

Claude Code supports MCP Tasks and elicitations. What a tool call needs to become a task, what v2.1.319 changed for Bedrock and gateways, and what server authors change.

MCP sampling, elicitation and roots explained against the 2026-07-28 spec, with JSON-RPC examples and which of 24 clients support each one.

leanrea is an 8 KB skill pitched as a replacement for the REA (Reverse Engineer Anything) MCP server. What its benchmark shows, what it skips, and which to install.

Submit a plugin to the Claude directory: validate it, clear the security scan, publish, and read 90 days of usage analytics. Needs a paid plan.

ChatGPT plugins can now add sidebar apps, side panels, file editors and native forms. How openai/ui entrypoints work, with type-checked code.

How to start ChatGPT Work tasks from Gmail, Slack, GitHub and your own MCP server events: setup steps, the 30-runs-per-hour cap and signed webhook code.

Claude API inline tools beta: define, reshape or upgrade a tool mid-conversation with one system message and keep the prompt cache. Code included.

codex mcp-server is gone as of Codex CLI 0.154.0. Here is how to move an integration to the experimental app server and its JSON-RPC protocol.

Custom GPTs retire Dec 11, 2026. Instructions and files migrate to a ChatGPT plugin automatically; custom actions do not. Here is the developer plan.

Mastra in late 2026: goals, schedules, signals, AgentController GA, eval gates and MCP 2.x, with type-checked TypeScript examples and honest tradeoffs.

MCP vs A2A vs function calling compared on the 2026-07-28 MCP spec and A2A 1.0: what each protocol does, where they overlap, and how to stack them.

Pydantic AI V2 explained through v2.68.0: ModelFallback on refusals and max_tokens cutoffs, RequestInput approvals, typed output, Conversation storage, caching, graphs, evals, MCP Apps and Logfire, with checked code.

REA (Reverse Engineer Anything) is an MIT-licensed MCP server that lets Claude Code, Codex or Cursor inspect binaries, Electron apps and APKs. How to try it.

Claude Opus 5.5 and Higgsfield MCP built an interactive 3D Library of Alexandria in the browser. The verified connector setup and where the workflow holds up.

Pi 1.0 adds built-in MCP through Codemode, a fullscreen TUI by default and Pi Durable. What changed, how to install it, and what breaks on upgrade.

What is OpenClaw? A self-hosted personal AI agent you reach through chat apps. Install, skills and ClawHub, its MCP server, Claude Code use, and Ollama models.

CodeNib treats repository context as compiled infrastructure, so coding agents stop rediscovering the same repo through grep and reads. What it builds.

The new MCP roadmap prioritizes progressive discovery for large tool catalogs and standardized agent identity. What changes for developers building MCP servers.

Make Claude Code better at design by putting image and video generation in the agent loop with Higgsfield MCP and CLI, so sites ship with real assets.

Cloudflare Gateway now detects MCP traffic by protocol header, adds a shadow MCP dashboard, and can block MCP connections outside approved portals.

Deploy from OpenCode with Railway's MCP server: create the project, deploy the service, assign a domain, set variables and read logs as agent tool calls.

Ship a remote MCP server: now that MCP is stateless, build one with an agent, deploy it on Railway, and point opencode or Claude Code at the public URL.

Cloudflare Radar Researcher is a plain-language agent over live internet data, built on MCP code mode and chart specs that keep numbers out of the model.

Agent Plugins 1.0.0 is an open standard that packages Agent Skills and MCP servers into one plugin, with ChatGPT, Codex, Cursor and Copilot support at launch.

Stateless MCP: the 2026-07-28 spec drops sessions, so every request is one self-contained POST. What changed and a Bun + Hono pattern for many servers.

Vercel MCP now serves the stateless 2026-07-28 spec and the 2025 protocol from one endpoint via mcp-handler 2.x. What it means for server authors and clients.

MCP Apps vs tool calling vs standalone web UIs: how sandboxed interactive UIs for MCP servers compare to the other two, and when to use each approach.

MCP vs Agent Skills: MCP gives agents live access to tools and data, Skills give them packaged procedure. The decision rule for when to use which, or both.

Codex and Claude Code July 2026 updates compared: why approval modes, resumable work, MCP auth, artifacts and review surfaces now matter as much as models.

AI agent auth platforms compared: Arcade, Composio, Nango, and Stytch on OAuth 2.1, MCP support, integration counts, and which to pick by workload.

DataFlow-Harness shows why coding agents doing data work should produce editable, validated pipelines instead of throwaway scripts, and what to copy first.

Claude Code, Claude Desktop, Cursor, VS Code, Zed, and opencode all speak MCP differently. Here is how their transport, auth, and tool-limit support compares.

Safari MCP server guide: let AI coding agents inspect pages, take screenshots, run JavaScript and check accessibility in Safari, with setup steps and workflows.

AgentCanvas is a visual adapter for Claude Code and Codex that puts artifacts, decisions and handoffs on one board, so the next agent or human can see them.

MCP tools solve invocation but not visibility. Why tool output needs a shared board instead of a transcript, and when a board is overkill for multi-agent work.

Agent Studio lets you author subagents next to your skills and serve both over one MCP endpoint, plus REST and the dd CLI, with a community moderation loop.

A reference architecture for progressive disclosure: skills, files, memory and generation on one MCP endpoint, scoped by one API key and one credit balance.

MCP servers vs Agent Skills: MCP gives an agent access to a live system, Skills teach it how to do a task. A five-question framework for which one to build.

Skill Studio lets anyone author skills on the same progressive-disclosure MCP endpoint, and a skill file can be a link fetched only when an agent needs it.

MCP 2026-07-28 breaking changes: a stateless core, deprecated Roots, Sampling and Logging, and tougher OAuth, plus a migration checklist for server authors.

Developers Digest MCP server: connect any MCP client, like Claude Code or Cursor, to generate media, fetch skills, save memory, search content and count tokens.

Skills over MCP: an MCP server whose tools are a skill directory, so agents pay context only for what a task needs. The argument and a working implementation.

Perplexity Bumblebee: an open source, read-only Go scanner that checks packages, editor extensions and MCP configs against exposure catalogs, with setup steps.

Arcade AI agent authorization explained: what its MCP runtime does, how it differs from rolling your own OAuth, and when it is the right fit.

Agent identity for AI workflows: what the Linux Foundation's Agent Name Service proposal means for verifiable identity, scoped capabilities and audit trails.

GitHub Copilot Agent Finder discovers and invokes MCP servers, skills and agents like Claude and Codex. How the open ARD spec changes AI tool integration.

MCP 2026-07-28 spec migration guide: sessions and the initialize handshake are gone. What changed, what breaks, and how to move your MCP servers to stateless.

MCP Enterprise-Managed Authorization explained: zero-touch OAuth moves agent tool access into the identity, policy and audit systems enterprises already run.

MCP's new Enterprise-Managed Authorization removes per-user OAuth friction. Anthropic, Okta, Figma, and Linear ship centralized auth for AI agent tooling.

Mellum2 developer guide: JetBrains' open-source 12B MoE coding model with 2.5B active parameters. How to run it locally and where it fits in your coding stack.

GitHub Copilot SDK is generally available: embed the Copilot agent runtime in your apps across six languages. What changed at GA and what it means for builders.

Microsoft Work IQ APIs give agents pre-assembled, permission-trimmed Microsoft 365 context. What the domains, protocols and pricing mean for developers.

OpenCode developer guide - install the open source, model-agnostic AI coding agent, pick models across 75+ providers and compare it with Claude Code.

WebMCP lets websites expose JavaScript functions and HTML forms to AI agents as structured tools. What the Chrome 149 origin trial does and how to implement it.

Headroom compresses AI agent tool outputs, logs, and files before they reach the LLM, claiming 60-95% token savings with benchmarked accuracy. How it works.

Before an AI agent gets tools, files, APIs, MCP servers, or deployment access, decide what it can read, write, call, log, and roll back.

Prompt injection in agent apps is an architecture problem. Practical defenses: data boundaries, structured handoffs, tool guardrails, and approval gates.

Claude knowledge-work plugins bundle skills, connectors, slash commands and sub-agents by job function, turning personal prompts into team infrastructure.

Anthropic's Stainless acquisition is a bet that agents need generated SDKs, CLIs, docs and MCP servers built from one source of truth.

AgentMemory gives Claude Code, Codex and Cursor persistent local memory. The real adoption test is whether your team can inspect, prune and govern it.

Claude Code 2.1.128 is an ops release: fixes for MCP, worktrees, OTEL, plugins and permissions that matter for teams running coding agents every day.

The agent context reduction pattern: keep intermediate state in code, files and execution environments, and return compact summaries and receipts to the model.

Claude Code is turning into an orchestration layer for agent teams. Here is how subagents, MCP, hooks, and long context fit together in 2026.

Agent tool design: why intent-shaped tools beat REST endpoint mirrors, cutting context and tool menu tax while returning reviewable receipts.

Apps SDK (now ChatGPT plugins) is MCP plus an optional web component rendered in ChatGPT. How the server, the UI resource, auth and publishing actually work, with code adapted from OpenAI's quickstart.

Build MCP servers that connect Claude to your databases, APIs, and tools. Architecture, TypeScript SDK code, debugging, and the production gaps the spec doesn't cover.

The open-source MCP servers worth a permanent slot in your config, each with what it does, why it matters, and copy-paste setup for Claude Code and Cursor.

Hospitals still ship HL7 v2 pipes between systems in 2026. Here is how to wire Claude Code as a careful, HIPAA-aware migration agent that takes them to FHIR.

Five DD stack recipes that compose: persistent agent filesystems with agentfs, auto-snapshots, gated skill libraries, eval suites, and a recursive MCP host.

Claude Context gives coding agents semantic code search over MCP. The real test is whether retrieval makes agent work cheaper, more reviewable, and verifiable.

MCP servers are stdio-only black boxes. MCP Lens proxies the JSON-RPC stream, captures every frame, and serves a local inspector at localhost:4040.

The second half of our agent tooling release: distribution, validation, and ergonomics layered on top of the first six. Six small CLIs, one through-line.

Ten private tools shipped overnight - observability, skills, hooks, prompts, and evals - aimed at the agent infrastructure gap small teams keep falling into.

From Claude Opus 4.7 and GPT-5.5 to Andrej-karpathy-skills and EvoMap - the AI dev tools actually shipping the last 30 days, with commands, links, and pricing.

Most MCP servers are noise. After shipping 24 apps with Claude Code, these are the five I reach for every time.

MCP (Model Context Protocol) is the open standard connecting AI apps to tools and data. How the 2026-07-28 spec works and how to install or build a server.

What Hacker News gets right about AI coding agents: workflows beat demos, skills beat prompts, orchestration beats autonomy, and verification is the bottleneck.

Skills beat prompts for coding agents because giant prompts do not scale. The 2026 control stack: project rules, reusable skills, bounded sub-agents and tools.

MCP server ecosystem guide for 2026: curated picks by tier and category, real Claude Code configurations, install commands and honest assessments of what works.

MCP servers and function calling both let AI tools interact with external systems. They solve different problems. Here is when to reach for each.

Claude Code Channels let Telegram, Discord, iMessage and webhooks push events into a running session. When to use them and how the security model works.

Everything you need to know about Model Context Protocol - how it works, how to install servers, how to build your own, and the best ones.

Build MCP servers in TypeScript step by step: setup, tools, resources, prompts, testing with Claude Code and the MCP Inspector, and production patterns.
A searchable directory of 184+ MCP servers organized by category. Find the right server for databases, browsers, APIs, DevOps, and more.

Best MCP servers in 2026, ranked for Claude Code, Cursor and other agents: GitHub, Filesystem, Context7, Playwright, Postgres, Sentry and starter stacks.

MCP servers connect AI agents to databases, APIs, and tools through a standard protocol. Here is how to configure and use them with Claude Code and Cursor.

OpenClaw has 247K stars and zero MCPs. The best tools for AI agents aren't new protocols - they're the CLIs developers have used for decades.

Composio connects AI agents to Gmail, GitHub, Slack and hundreds more apps with auth handled for you. How to set it up and build real cross-app workflows.
Open-source (MIT) terminal coding agent, renamed Codewhale, with Plan, Work, and Operate modes, approval postures, /undo and /restore, receipts, MCP servers, sub-agents, and a local runtime HTTP API. Provider-neutral: 40+ built-in provider routes plus local models, no longer DeepSeek by default.
AI CodingGives AI agents access to 1,000+ toolkits (GitHub, Slack, Gmail, databases) with managed OAuth. Handles the auth and API complexity so your agent doesn't have to.
AI FrameworksVisual testing tool for Model Context Protocol servers. Like Postman for MCP - call tools, browse resources, and view real-time logs in a browser UI. Zero install via npx.
MCP ToolsGo command-line tool (installed as mcp via Homebrew, or mcptools via go install) for listing and calling the tools, resources, and prompts of any MCP server over stdio or HTTP, with an interactive shell, a web UI, and mock, proxy, and guard modes.
MCP ToolsCentralized manager for MCP servers. Connect once to localhost:37373 and access all your servers through a single endpoint. REST API, web UI, and VS Code config compatible.
MCP ToolsRegistry and hosting platform for MCP servers, now part of Arcade.dev. 27,300+ MCPs listed. One-command install and configuration via CLI. Supports local and hosted deployments.
MCP ToolsLargest MCP server registry with 101,000+ servers, a superset of the official MCP Registry. License, quality, and maintenance grades (A to D), compatibility scoring, and install configs. ChatGPT-like UI for browsing and testing.
MCP ToolsOpen-source ChatGPT alternative that runs models fully offline. Desktop app with local models, cloud API connections, custom assistants, and MCP integration. Apache 2.0 licensed.
Local AIMCP server directory updated daily, listing 21,680+ servers with estimated weekly visitors, release dates, and popularity sorting by week, month, or all time.
MCP ToolsPythonic framework for building MCP servers and clients. Decorators for tools, resources, and prompts. FastMCP 1.0 shipped inside MCP Python SDK v1; the standalone project, now at PrefectHQ/fastmcp, is on v4.
MCP ToolsBridge that exposes stdio MCP servers over HTTP/SSE, or vice versa. Run a local server remotely, or connect to a remote server as if it were local.
MCP ToolsFree, open-source (Apache-2.0) AI agent built in Rust, governed by the Agentic AI Foundation. Desktop app, CLI, and API. Bring any of 15+ model providers or an existing subscription.
AI CodingA hosted infinite canvas your headless AI agents drive over MCP. Any MCP-speaking agent - Claude Code, Codex, Cursor, or a script - creates HTML docs, images, and video on a live canvas, streamed in as it builds.
ProductivityConfigure Claude Code for maximum productivity -- CLAUDE.md, sub-agents, MCP servers, and autonomous workflows.
GuideWhat MCP servers are, how AI clients like Claude Code call their tools, how to add one through .mcp.json, and how to build your own in TypeScript.
GuideA complete, citation-backed Claude Code course with setup, prompting systems, MCP, CI, security, cost controls, and capstone workflows.
GuideStep-by-step guide to building an MCP server in TypeScript - from project setup to tool definitions, resource handling, testing, and deployment.
GuideMove from Cursor to Claude Code step by step: install, turn .cursor/rules into CLAUDE.md or AGENTS.md, port MCP servers and skills, and compare plan costs.
GuideConfigure model, effort, tools, MCP servers, and invocation scope.
GuideConfigure model, tools, MCP, skills, memory, and scoping.
GuideRoute specific MCP servers only to specific subagents.
GuideFires when an MCP server requests input from the user.
GuideConnect external tools and data sources via the open MCP standard.
GuideLocal, project, user, and plugin-level MCP configurations.
GuideDeferred tool loading reduces context overhead for large MCP suites.
GuidePre-configured or dynamic OAuth for remote MCP servers.
GuideReference and read resources exposed by MCP servers.
GuideExecute MCP prompts as commands via the slash menu.
GuideReceive push messages from MCP servers via channels.
GuideAdmin-controlled allow and deny lists for MCP servers.
GuideKeep exploring

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