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

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3 Pipedream alternatives to consider in 2026

Integration deep dives

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

News and stories from Merge

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

Building with AI

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

Building with AI

Agent connectors: what you need to know

Building with AI

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

Building with AI

What everyone is getting wrong about context graphs

Building with AI

3 AI agent observability platforms to consider in 2026

Building with AI

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

News and stories from Merge

5 AI agent integration platforms to consider in 2026

Building with AI

CRM MCP servers: overview, examples, and use cases

Building with AI

How we restarted Merge in 2025

News and stories from Merge

A RevOps guide to AI transformation

News and stories from Merge

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

Building with AI

Email MCP servers: overview, examples, and use cases

Building with AI

5 examples of MCP servers that can power your AI agents

Building with AI

AI integration platform: functionality, benefits, and examples

Building with AI

How Merge accelerates AI adoption across engineering without compromising security

News and stories from Merge

How to create API tokens in Confluence (6 steps)

Integration deep dives

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

Building with AI

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

Building with AI

3 alternatives to Glean in 2026

Building with AI

MCP tool descriptions: overview, examples, and best practices

Building with AI

APIs for AI agents: what you should know

Building with AI

How Merge empowers its engineers to leverage AI effectively

News and stories from Merge

9 best practices for building secure and reliable AI agents

Building with AI

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

Building with AI

What are MCP connectors? Plus 3 real-world examples

Building with AI

MCP observability: overview, benefits, and best practices

Building with AI

Composio vs n8n: when to choose one over the other

Building with AI

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

News and stories from Merge

How to test AI agents effectively (5 tips)

Building with AI

3 Arcade.dev alternatives to consider in 2026

Building with AI

3 AI agent management platforms to consider in 2026

Building with AI

The 3 best AI agent authentication tools in 2026

Building with AI

3 Composio alternatives to consider in 2026

Building with AI

AI agent governance: key aspects, benefits, and platforms

Building with AI

AI agent management: overview, examples, and best practices

Building with AI

A guide to authenticating AI agents

Building with AI

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

News and stories from Merge

A guide to integrating with Paycor’s API

Integration deep dives

B2B API integration: overview, examples, and best practices

Integration deep dives

How to integrate with the OneDrive API via Python

Integration deep dives

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

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

A guide to integrating with HiBob’s API

Integration deep dives

How to integrate with the Dropbox API via Python

Integration deep dives

How to decide between syncing and MCP for enterprise search

Integration deep dives

5 real-world Model Context Protocol integration examples

Building with AI

Semantic search: how to implement it for enterprise search

Building with AI

A2A vs MCP: how they overlap and differ

Building with AI

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

Integration deep dives

Paycom API integration: everything you should know

Integration deep dives

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

News and stories from Merge

Knowledge base integration: examples, tips, and benefits

Integration deep dives

How to integrate with the Google Drive API via Python

Integration deep dives

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

News and stories from Merge

6 challenges of using the Model Context Protocol (MCP)

Building with AI

How to test MCP servers effectively (6 best practices)

Building with AI

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

Product

Why MCP and APIs work better together

Building with AI

Introducing Destinations: data storage, your way

Product

The best unified API platforms in 2026

Integration deep dives

AI agent vs MCP: how they differ and overlap

Building with AI

5 ways to secure AI agents successfully in 2026

Building with AI

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

Building with AI

How to scope any API integration project (5 steps)

News and stories from Merge

How to use SaaS APIs successfully in 2026

Integration deep dives

A guide to working with the SharePoint API

Integration deep dives

5 Prismatic alternatives to consider in 2026

What are API access controls? Plus tips for adopting them

Integration deep dives

6 Model Context Protocol alternatives to consider in 2026

Building with AI

7 Finch API alternatives to consider in 2026

Integration deep dives

5 StackOne alternatives and competitors to consider in 2026

Integration deep dives

3 expert insights on building AI features successfully

Building with AI

3 Workday API connectors worth evaluating in 2026

Integration deep dives

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

News and stories from Merge

The 6 most popular alternatives to Nango.dev in 2026

Integration deep dives

API vs AI: how to understand their relationship

Building with AI

A guide to integrating with the FreshBooks API

30 AI prompts that product managers should start using

Building with AI

The 5 best embedded iPaaS solutions in 2026

Why Hotglue’s pricing falls short of your integration needs

Integration deep dives

Rutter pricing: why it falls short of your integration needs

Integration deep dives

Software scalability: design, strategies and best practices

Integration deep dives

StackOne pricing: why it falls short of your integration needs

Integration deep dives

How to integrate with the SharePoint API via Python

Integration deep dives

Integrations for AI agents: what you need to know

Building with AI

Why Nango’s pricing plans don’t meet your integration needs

Integration deep dives

Product development lifecycle: key stages and best practices

Integration deep dives

Why Cyclr’s pricing doesn’t meet your integration needs

Integration deep dives

AI agent vs RAG: how the two differ and where they overlap

Building with AI

Agentic RAG: definition, benefits, and real-world examples

Building with AI

A guide to planning products successfully in 2025

Integration deep dives

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

Integration deep dives

Why MCP token management falls short of your security needs

Building with AI

Product management tools for 2025: what to use and why

Building with AI

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

Partners

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

Building with AI

Browse all blogs

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

Blog Posts

News and stories from Merge

2/5/2026

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

Blog Posts

Building with AI

1/28/2026

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

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Agent connectors: what you need to know

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1/22/2026

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

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1/12/2026

What everyone is getting wrong about context graphs

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1/12/2026

3 AI agent observability platforms to consider in 2026

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1/8/2026

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

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5 AI agent integration platforms to consider in 2026

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Building with AI

1/5/2026

3 Pipedream alternatives to consider in 2026

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1/1/2026

CRM MCP servers: overview, examples, and use cases

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12/19/2025

How we restarted Merge in 2025

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News and stories from Merge

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A RevOps guide to AI transformation

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12/18/2025

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

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Building with AI

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Email MCP servers: overview, examples, and use cases

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Building with AI

12/11/2025

5 examples of MCP servers that can power your AI agents

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Building with AI

12/11/2025

AI integration platform: functionality, benefits, and examples

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Building with AI

12/8/2025

How Merge accelerates AI adoption across engineering without compromising security

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News and stories from Merge

11/26/2025

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The Merge Blog

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

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

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

Agent connectors: what you need to know

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

Building with AI

AI

News and stories from Merge

Company

Integration deep dives

Insights

3 Pipedream alternatives to consider in 2026

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

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

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

Agent connectors: what you need to know

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

What everyone is getting wrong about context graphs

3 AI agent observability platforms to consider in 2026

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

5 AI agent integration platforms to consider in 2026

CRM MCP servers: overview, examples, and use cases

How we restarted Merge in 2025

A RevOps guide to AI transformation

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

Email MCP servers: overview, examples, and use cases

5 examples of MCP servers that can power your AI agents

AI integration platform: functionality, benefits, and examples

How Merge accelerates AI adoption across engineering without compromising security

How to create API tokens in Confluence (6 steps)

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

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

3 alternatives to Glean in 2026

MCP tool descriptions: overview, examples, and best practices

APIs for AI agents: what you should know

How Merge empowers its engineers to leverage AI effectively

9 best practices for building secure and reliable AI agents

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

What are MCP connectors? Plus 3 real-world examples

MCP observability: overview, benefits, and best practices

Composio vs n8n: when to choose one over the other

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

How to test AI agents effectively (5 tips)

3 Arcade.dev alternatives to consider in 2026

3 AI agent management platforms to consider in 2026

The 3 best AI agent authentication tools in 2026

3 Composio alternatives to consider in 2026

AI agent governance: key aspects, benefits, and platforms

AI agent management: overview, examples, and best practices

A guide to authenticating AI agents

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

A guide to integrating with Paycor’s API

B2B API integration: overview, examples, and best practices

How to integrate with the OneDrive API via Python

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

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

A guide to integrating with Paylocity’s API

A guide to integrating with HiBob’s API

How to integrate with the Dropbox API via Python

How to decide between syncing and MCP for enterprise search

5 real-world Model Context Protocol integration examples

Semantic search: how to implement it for enterprise search

A2A vs MCP: how they overlap and differ

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

Paycom API integration: everything you should know

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

Knowledge base integration: examples, tips, and benefits

How to integrate with the Google Drive API via Python

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

6 challenges of using the Model Context Protocol (MCP)

How to test MCP servers effectively (6 best practices)

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

Why MCP and APIs work better together

Introducing Destinations: data storage, your way

The best unified API platforms in 2026

AI agent vs MCP: how they differ and overlap

5 ways to secure AI agents successfully in 2026

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

How to scope any API integration project (5 steps)