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The Merge Blog

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LLM routing: overview, strategies, and tools

LLM routing: overview, strategies, and tools

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Introducing Merge Gateway: the control plane for production AI

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How to optimize your LLM costs (5 best practices)

Building with AI

How we build the most reliable MCP connectors

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Introducing AI Data Transformations for Merge Unified: product-ready data, without custom code

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LLM routing: overview, strategies, and tools

Building with AI
Building with AI

How to optimize your LLM costs (5 best practices)

Building with AI
Building with AI

3 LiteLLM alternatives to prioritize evaluating in 2026

Building with AI
Building with AI

3 OpenRouter alternatives to prioritize evaluating in 2026

Introducing Merge Gateway: the control plane for production AI

News and stories from Merge
News and stories from Merge

OpenRouter vs LiteLLM: when to use one over the other

Building with AI
Building with AI

3 Portkey alternatives to prioritize in 2026

Building with AI
Building with AI

MCP Gateway: overview, benefits, and solutions

Building with AI
Building with AI

How we build the most reliable MCP connectors

News and stories from Merge
News and stories from Merge

Pipedream vs. Composio: which is better for your agents?

Introducing AI Data Transformations for Merge Unified: product-ready data, without custom code

News and stories from Merge
News and stories from Merge

How Merge Agent Handler lets you scale your AI agents without scaling risk

News and stories from Merge
News and stories from Merge

Hosted MCP platforms: overview, benefits, and the top vendors

Building with AI
Building with AI

3 Airbyte alternatives to consider in 2026

Integration deep dives
Integration deep dives

5 AI agent statistics to help you build agents in 2026

Building with AI
Building with AI

Agentic integrations: overview, benefits, and top platforms

Building with AI
Building with AI

3 Pipedream alternatives to consider in 2026

Integration deep dives
Integration deep dives

Unlocking more context for AI: Introducing Merge’s Chat Unified API

News and stories from Merge
News and stories from Merge

AI agent access control: overview, best practices, and tools

Building with AI
Building with AI

AI agent monitoring: overview, tips, and the best tools

Building with AI
Building with AI

Agent connectors: what you need to know

Building with AI
Building with AI

Context graph: overview, benefits, and tips for using it

Building with AI
Building with AI

What everyone is getting wrong about context graphs

Building with AI
Building with AI

3 AI agent observability platforms to consider in 2026

Building with AI
Building with AI

How we use testing to support the most reliable, secure, and scalable integrations

News and stories from Merge
News and stories from Merge

5 AI agent integration platforms to consider in 2026

Building with AI
Building with AI

CRM MCP servers: overview, examples, and use cases

Building with AI
Building with AI

How we restarted Merge in 2025

News and stories from Merge
News and stories from Merge

A RevOps guide to AI transformation

News and stories from Merge
News and stories from Merge

Project management MCP servers: overview, examples, and use cases

Building with AI
Building with AI

Email MCP servers: overview, examples, and use cases

Building with AI
Building with AI

8 examples of MCP servers that can power your AI agents

Building with AI
Building with AI

AI integration platform: functionality, benefits, and examples

Building with AI
Building with AI

How Merge accelerates AI adoption across engineering without compromising security

News and stories from Merge
News and stories from Merge

How to create API tokens in Confluence (6 steps)

Integration deep dives
Integration deep dives

MCP server logs: overview, benefits, and tips for using them

Building with AI
Building with AI

MCP tool schema: what it is, how it works, and examples

Building with AI
Building with AI

3 alternatives to Glean in 2026

Building with AI
Building with AI

MCP tool descriptions: overview, examples, and best practices

Building with AI
Building with AI

APIs for AI agents: what you should know

Building with AI
Building with AI

How Merge empowers its engineers to leverage AI effectively

News and stories from Merge
News and stories from Merge

9 best practices for building secure and reliable AI agents

Building with AI
Building with AI

Model Context Protocol (MCP) tools: what you need to know

Building with AI
Building with AI

What are MCP connectors? Plus 3 real-world examples

Building with AI
Building with AI

MCP observability: overview, benefits, and best practices

Building with AI
Building with AI

Composio vs n8n: when to choose one over the other

Building with AI
Building with AI

How we built an opinionated design system that enables our engineers to ship faster

News and stories from Merge
News and stories from Merge

How to test AI agents effectively (5 tips)

Building with AI
Building with AI

3 Arcade.dev alternatives to consider in 2026

Building with AI
Building with AI

3 AI agent management platforms to consider in 2026

Building with AI
Building with AI

The 3 best AI agent authentication tools in 2026

Building with AI
Building with AI

3 Composio alternatives to consider in 2026

Building with AI
Building with AI

AI agent governance: key aspects, benefits, and platforms

Building with AI
Building with AI

AI agent management: overview, examples, and best practices

Building with AI
Building with AI

A guide to authenticating AI agents

Building with AI
Building with AI

Introducing Merge Agent Handler: One platform to connect, govern, and monitor your AI agents

News and stories from Merge
News and stories from Merge

A guide to integrating with Paycor’s API

Integration deep dives
Integration deep dives

B2B API integration: overview, examples, and best practices

Integration deep dives
Integration deep dives

How to integrate with the OneDrive API via Python

Integration deep dives
Integration deep dives

Inside Merge: how we’re building the leading sync engine

News and stories from Merge
News and stories from Merge

Finch API pricing: why it doesn’t meet your integration needs

A guide to integrating with Paylocity’s API 

Integration deep dives
Integration deep dives

A guide to integrating with HiBob’s API

Integration deep dives
Integration deep dives

How to integrate with the Dropbox API via Python

Integration deep dives
Integration deep dives

How to decide between syncing and MCP for enterprise search

Integration deep dives
Integration deep dives

5 real-world Model Context Protocol integration examples

Building with AI
Building with AI

Semantic search: how to implement it for enterprise search

Building with AI
Building with AI

A2A vs MCP: how they overlap and differ

Building with AI
Building with AI

What is a SaaS integration platform? What you need to know

Integration deep dives
Integration deep dives

Paycom API integration: everything you should know

Integration deep dives
Integration deep dives

From profiling to production: How we reduced our log processing service's costs by 80%

News and stories from Merge
News and stories from Merge

Knowledge base integration: examples, tips, and benefits

Integration deep dives
Integration deep dives

How to integrate with the Google Drive API via Python

Integration deep dives
Integration deep dives

AI needs enterprise context. Merge’s new Knowledge Base Unified API delivers it

News and stories from Merge
News and stories from Merge

6 challenges of using the Model Context Protocol (MCP)

Building with AI
Building with AI

How to test MCP servers effectively (6 best practices)

Building with AI
Building with AI

Why Merge is more extensible than you think: a guide for engineers

Product
Product

Why MCP and APIs work better together

Building with AI
Building with AI

Introducing Destinations: data storage, your way

Product
Product

The best unified API platforms in 2026

Integration deep dives
Integration deep dives

AI agent vs MCP: how they differ and overlap

Building with AI
Building with AI

5 ways to secure AI agents successfully in 2026

Building with AI
Building with AI

AI agent observability: Here’s what you need to know

Building with AI
Building with AI

How to scope any API integration project (5 steps)

News and stories from Merge
News and stories from Merge

How to use SaaS APIs successfully in 2026

Integration deep dives
Integration deep dives

A guide to working with the SharePoint API

Integration deep dives
Integration deep dives

5 Prismatic alternatives to consider in 2026

What are API access controls? Plus tips for adopting them

Integration deep dives
Integration deep dives

6 Model Context Protocol alternatives to consider in 2026

Building with AI
Building with AI

7 Finch API alternatives to consider in 2026

Integration deep dives
Integration deep dives

5 StackOne alternatives and competitors to consider in 2026

Integration deep dives
Integration deep dives

3 expert insights on building AI features successfully 

Building with AI
Building with AI

3 Workday API connectors worth evaluating in 2026

Integration deep dives
Integration deep dives

Mistral AI just raised the bar for enterprise AI search by using Merge

News and stories from Merge
News and stories from Merge

The 6 most popular alternatives to Nango.dev in 2026

Integration deep dives
Integration deep dives

API vs AI: how to understand their relationship

Building with AI
Building with AI

A guide to integrating with the FreshBooks API

30 AI prompts that product managers should start using

Building with AI
Building with AI

The 5 best embedded iPaaS solutions in 2026

Why Hotglue’s pricing falls short of your integration needs

Integration deep dives
Integration deep dives

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The 6 most popular alternatives to Nango.dev in 2026

Blog Posts
Integration deep dives
Integration deep dives
5/1/2025

Why Hotglue’s pricing falls short of your integration needs

Blog Posts
Integration deep dives
Integration deep dives
5/1/2025

Why Prismatic's pricing doesn’t meet your integration needs

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Integration deep dives
Integration deep dives
5/1/2025

30 AI prompts that product managers should start using

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Building with AI
Building with AI
4/30/2025

Why product integrations should be offered in every pricing plan

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Integration deep dives
Integration deep dives
4/30/2025

Merge is officially integrated with Justworks! Here’s how we’ll help you integrate with the PEO and payroll provider

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Partners
Partners
4/28/2025

Product roadmap: examples, tips, and formats to consider

Blog Posts
Integration deep dives
Integration deep dives
4/28/2025

The hidden security threats of MCP—and how to mitigate them

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Building with AI
Building with AI
4/23/2025

MCP vs RAG: how they overlap and differ

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Building with AI
Building with AI
4/22/2025

A guide on how retrieval-augmented generation (RAG) works

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Building with AI
Building with AI
4/17/2025

3 steps to build an MCP server from scratch

Blog Posts
4/16/2025

Best RAG tools to improve accuracy and personalization

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Building with AI
Building with AI
4/10/2025

3 insider tips for using the Model Context Protocol effectively

Blog Posts
4/10/2025

We’ve launched Merge MCP to help AI companies leverage our integrations in minutes! Here’s how to use it

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News and stories from Merge
News and stories from Merge
4/9/2025

MCP vs API: how to understand their relationship 

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Building with AI
Building with AI
4/7/2025

Meet the Mergies: Tani Makovsky

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News and stories from Merge
News and stories from Merge
4/4/2025

Codat pricing: why it falls short of your integration needs

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Integration deep dives
Integration deep dives
3/31/2025

Merge is proud to partner with Lenny Rachitsky on bringing global meetups to PMs

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Partners
Partners
3/24/2025
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