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MCP Servers

AI MCPs & Integrations

The Model Context Protocol is quietly becoming the connective tissue of modern AI workflows. We review MCP servers, API integrations, data connectors, protocol bridges, and AI gateways that let your models talk to the tools you already use. Whether you are wiring up a database connector or evaluating a full gateway solution, our in-depth reviews cut through the jargon.

Editor's Pick

Firecrawl

LLM-ready web scraping API that turns URLs into clean Markdown, JSON, HTML, or screenshots. Open source under AGPL-3.0 at github.com/mendableai/firecrawl with a managed API hosted at firecrawl.dev.

4.4

Latest Reviews

4.6

Firecrawl Review (September 2026): Alexandria, the $75M Series B, and Whether the 4.6 Rating Holds

Firecrawl raised a $75M Series B and launched Alexandria on Sept 22, 2026. Browsing Alexandria's tools is free, each tool call bills at its own listed credit price, and the pricing page has no Alexandria line. The 4.6 holds; here is who should turn it on.

Pros
  • ✓Alexandria gives an agent one API for the live web, Firecrawl's own indexes, and paid data providers: 93 providers and 640 capabilities listed on the product page as of Sept 28
  • ✓Tool discovery is free per the Alexandria docs, and every tool shows its execution price before you call it, so an agent can check cost before it spends
Cons
  • ✕Alexandria has no row on the pricing page's credit table; each tool carries its own price, so there is no single number to budget against before you inspect the catalogue
  • ✕The 21% answer-quality gain is Firecrawl's own internal evaluation with blind AI judging, not a third-party benchmark, and outside coverage describes the task set differently

Alexandria is the first Firecrawl product built for an agent that has to find which source holds the answer, and it arrived with plan prices unchanged. Existing customers should try it inside their current plan and set a per-key spend limit first. New evaluators should start on Hobby, move to Standard once monthly burn clears about 6,000 credits, and treat Alexandria as a reason to pick Firecrawl only if the agent's job is multi-source research. Rated 4.6 of 5, unchanged.

4.6

Firecrawl Review (2026): Developer Index, ChatGPT Plugin, and the 4.5 Revisited

Firecrawl shipped a Developer Index for coding agents, a ChatGPT plugin, an open-source parsing stack, and a free 41M-paper life-sciences index in August 2026. The rating moves to 4.6, and the tier you buy still turns on credit burn, not features.

Pros
  • ✓The Developer Index gives a coding agent a semantic retrieval layer over 70M+ real repo artifacts (READMEs, issues, PRs, OpenAPI specs) at no added subscription cost, refreshed daily per the Aug 20 launch post
  • ✓The whole Research Index, including the new 41M+ life-sciences corpus, is now free to query per the Aug 13 life-sciences launch, so a research agent pays nothing for retrieval
Cons
  • ✕The Developer Index adds a new endpoint (/search/developer) whose per-query credit cost is not broken out on the pricing page, so it joins the list of features you cannot budget before you run them
  • ✕Credit math still surprises crawl-heavy workloads: a 5,000-page crawl is 5,000 credits, which clears the entire Hobby allowance in one run per the Sept 4 pricing page

Firecrawl is still the default URL-to-Markdown API for AI agents, and August 2026 nudges it from 4.5 to 4.6. The Developer Index hands coding agents a retrieval layer over real GitHub artifacts at no price bump, the Research Index went fully free, and the parsing stack is now open-source. For a solo builder, start keyless or on Hobby and move to Standard once monthly burn clears roughly 6,000 credits. For a small AI team building a coding agent, Standard is the tier, and the Developer Index is the reason to be on Firecrawl over a raw scraper. For enterprise, self-host the core or talk to sales for zero-data-retention. Rated 4.6 of 5.

Guides

Guideintermediate

MCP 2026-07-28 Spec Goes Stateless: The Migration Guide for n8n, Cursor, and Cline Builders

The MCP 2026-07-28 release candidate makes the protocol stateless at the transport layer. Here is what breaks, what replaces it, and how to migrate your servers before the July 28 final ships.

Guideintermediate

Cloudways vs DigitalOcean vs Hetzner: where to host self-hosted n8n and MCP servers?

Three ways to run self-hosted AI tools like n8n or an MCP server: managed ease, developer-grade control, or the lowest VPS price. A decision-first split of Cloudways, DigitalOcean, and Hetzner with sourced pricing as of May 2026.

Guideintermediate

Firecrawl vs Apify vs Browse AI: which web-scraping layer to wire into your agents?

Three ways to feed the web into an AI pipeline, three different jobs. A decision-first split of Firecrawl, Apify, and Browse AI by output shape, control, and who each one is for, with sourced pricing as of May 2026.

Guideintermediate

AWS MCP Server Hits GA (May 2026): What Ops and Platform Teams Should Do This Week

AWS announced the GA of its MCP Server on 2026-05-06, giving Claude, Cursor, and other coding agents IAM-guarded access to every AWS API. Here is what changes for ops and platform teams.

Guideintermediate

Azure MCP Server 3.0 Beta Train (May 2026): Four Releases in Eight Days, and What Ops Should Pilot

Microsoft is shipping Azure MCP Server 3.0 betas every Tuesday and Thursday. We pulled the changelog for beta.6 through beta.9 and translated what each one means for Azure-shop ops and platform teams.

Guideintermediate

Jama Connect Ships an MCP Server: Spec-Driven Development Comes to Regulated Engineering

Jama Software released an MCP server in Jama Connect 9.35, letting engineers query specs from Claude, Cursor, Copilot, Codex, and Visual Studio while keeping permissions and audit trails intact.

Guideintermediate

Postgres MCP servers: which one to use and how to lock it down

Three real Postgres MCP servers compared, plus a read-only safety checklist. A vendor-neutral framework for picking the right server by stack and locking it down before connecting an LLM.

Guideintermediate

GitHub's official MCP server: setup, scopes, and what we'd actually use it for

An operator's review of GitHub's open-source MCP server in April 2026: how to wire it into Claude Code, Cursor, and Claude Desktop, plus the least-privilege auth setup we'd ship to a real team.

Guidebeginner

Best MCP Servers Right Now: April 2026 Update

What changed in the MCP server landscape this period: which servers earned their spots, which moved up, and the short-list most teams should actually install in April 2026.

Guidebeginner

Building Your First MCP Server with Pipedream (April 2026)

Your first MCP server fails on scope, not on infrastructure. The Pipedream path removes the infra excuse so the only variable left is whether you scoped it read-only and small. Here is the build, the tests, and the governance, with runnable code.

Guideintermediate

MCP Hits 1.0 Stable as MCP Apps Spec Lands: What April's Updates Mean for Builders

Model Context Protocol shipped 1.0 stable, formalized the MCP Apps application layer (SEP-1865), and pulled 1,200 builders into NYC. Here is what actually changes for teams shipping MCP servers and clients.

Guideintermediate

MCP Client Comparison: April 2026 Update

What changed in the MCP client landscape this period: quick read on Claude Desktop, Cursor, VS Code, Windsurf, Zed, and ChatGPT Desktop, with a refreshed pick-by-situation table.

Guidebeginner

MCP Server Quickstart for Ops Teams

A practical, ops-first quickstart for Model Context Protocol servers. What to install in 30 minutes, how to govern it, and how to know which workflows are worth wiring up first.

Guideintermediate

MCP Spec Activity in April 2026: A Snapshot

By April 2026 the MCP adoption question is settled. The risk moved to the server supply chain. Here is the vetting rubric and the runnable checks that decide whether a given server is safe to put in production.

Guideintermediate

Pipedream + MCP in April 2026: What's New for Builders

A short, builder-focused digest on Pipedream's MCP story. Where the platform now beats rolling your own server, the workflows it suits, and the rough edges to plan around.

Guidebeginner

What is MCP? An Updated Primer (April 2026)

A short, current primer on Model Context Protocol. What it is, why it spread, what the spec actually buys you, and where to point newcomers in April 2026.

Guideintermediate

Best MCP Servers 2026: The Definitive Directory

We compared 24 MCP servers on the metric vendor lists ignore: tokens consumed before your first message. Here is the ranking and why it turns on that one number.

Guideintermediate

MCP Client Comparison 2026: Claude Desktop vs Cursor vs VS Code

An in-depth comparison of every major MCP client in 2026: features, configuration, server compatibility, and which one to choose.

Guidebeginner

What Is MCP? The Complete Guide to Model Context Protocol

Model Context Protocol is the integration layer every AI client now speaks. What it actually standardizes, what still breaks, and when a direct API call is the better call.

All Tools