// the monid blog

Notes from the agent-native web.

Agentic Browser: When Your Agent Actually Needs One
ProductAug 21, 2026

Agentic Browser: When Your Agent Actually Needs One

Agentic browser names two products: one you sit in front of and one your agent drives. Most jobs need neither. The test is whether the task carries state.

Do You Still Need a Rotating Proxy in 2026?
Search & RAGAug 21, 2026

Do You Still Need a Rotating Proxy in 2026?

A rotating proxy is an input you buy by the gigabyte and hope works. Most teams wanted the outcome instead. Here is how to tell which one you need.

Web Scraping in Python Without Maintaining a Scraper
Search & RAGAug 21, 2026

Web Scraping in Python Without Maintaining a Scraper

Python web scraping is two jobs wearing one name. Python is the best tool for one of them and the wrong place to solve the other. Here is the split.

What Is a SERP API, and Which Kind Do You Need?
Search & RAGAug 21, 2026

What Is a SERP API, and Which Kind Do You Need?

A SERP API is three products under one name: a Google mirror, an independent index, and a read-through fetcher. The difference decides which one is yours.

Web Scraping Tools: Which Kind Do You Actually Need?
Search & RAGAug 21, 2026

Web Scraping Tools: Which Kind Do You Actually Need?

Web scraping tools come in four kinds and they differ on who operates them, not on features. Pick the operator first and the shortlist writes itself.

Runner AI Runs the Store. Monid Feeds It the Market.
EcommerceAug 20, 2026

Runner AI Runs the Store. Monid Feeds It the Market.

One call returned 48 competitors: prices from $3.99 to $59.97 and an incumbent with 136,609 reviews. No store dashboard contains that, and agents need it.

Bing Search API Retired: What Actually Replaces It
Search & RAGAug 20, 2026

Bing Search API Retired: What Actually Replaces It

Microsoft turned the Bing Search APIs off in August 2025 and the endpoints now return 410. What a replacement has to do, and which route fits which job.

Ingesting Mixed Documents for LLM Embedding: PDF to Markdown
Search & RAGAug 20, 2026

Ingesting Mixed Documents for LLM Embedding: PDF to Markdown

PDFs, Office files and HTML all become one clean format before chunking. Where the pipeline actually breaks, and which endpoint handles which format.

Instagram Follower and Engagement Data: Which API in 2026?
Social dataAug 20, 2026

Instagram Follower and Engagement Data: Which API in 2026?

Follower counts are accurate. What trackers build on top is inference. Which endpoints return which fields, and how to tell a real signal from a guess.

LLM Gateway vs MCP Gateway: Four Families, One Word
ProductAug 20, 2026

LLM Gateway vs MCP Gateway: Four Families, One Word

An LLM gateway routes prompts to models. An MCP gateway routes tool calls to vendors. Four gateway families, and which problem each one solves.

MCP vs API for AI Agents: Who Does the Wrapping?
ProductAug 20, 2026

MCP vs API for AI Agents: Who Does the Wrapping?

MCP is not an alternative to APIs, it wraps them. The real question is who does the wrapping, and the answer decides how much code you write.

The Data Layer for n8n: One Key Instead of a Node Per Vendor
ProductAug 20, 2026

The Data Layer for n8n: One Key Instead of a Node Per Vendor

n8n workflows rarely break at the logic. They break at the data source. Build the scraping and enrichment layer so a dead provider is a config change.

OpenRouter Alternatives in 2026: Models, and Then Tools
ProductAug 20, 2026

OpenRouter Alternatives in 2026: Models, and Then Tools

Stripe agreed to buy OpenRouter for over $7 billion. The real alternatives on the model side, and the routing layer nobody is selling yet.

Is OpenRouter an MCP Server? What It Actually Exposes
ProductAug 20, 2026

Is OpenRouter an MCP Server? What It Actually Exposes

Yes, OpenRouter has an MCP server, and it exposes OpenRouter. Here is what it does, what it does not, and how to give the same agent real tools.

A Wrong Enum Returns Zero: Ploid and Prompt-Shaped APIs
Sales & enrichmentAug 20, 2026

A Wrong Enum Returns Zero: Ploid and Prompt-Shaped APIs

A wrong enum returned 0 rows. A wrong range format returned 160,884. Neither raised an error. Why prompt-shaped APIs like Ploid exist, and what they cost.

Proxycurl Shut Down: Where LinkedIn Data Goes Now
Sales & enrichmentAug 20, 2026

Proxycurl Shut Down: Where LinkedIn Data Goes Now

Proxycurl closed in July 2025 to settle with LinkedIn. What a replacement has to return, which endpoints cover which half, and the risk to read first.

Oumomo Generates the Ad. TikTok Data Decides Which One.
Social dataAug 20, 2026

Oumomo Generates the Ad. TikTok Data Decides Which One.

An AI video tool makes whatever you ask. One TikTok search call returned twenty videos with a fifteenfold spread in likes, and that spread is the brief.

Oumomo Remakes the Winner. A TikTok Scraper Tells You Which.
Social dataAug 20, 2026

Oumomo Remakes the Winner. A TikTok Scraper Tells You Which.

Fourteen videos, twenty one days, and one was 65 percent of the account. You cannot see that in the clips. One call puts the catalogue in a table.

What Is an MCP Gateway? Two Products, One Name
ProductAug 20, 2026

What Is an MCP Gateway? Two Products, One Name

An MCP gateway is one endpoint that fronts many tools. Two very different products share the name, and the difference decides which one you need.

Monid Finds the Tweet. Volumn Tells You Who Sent It.
Social dataAug 20, 2026

Monid Finds the Tweet. Volumn Tells You Who Sent It.

A tightened X search returned 19 of 20 keyword-relevant tweets. Only 2 were someone actually asking. Keyword match is not intent, and that gap is the work.

Apify Alternatives: You Probably Want a Different Way to Buy It
Search & RAGAug 19, 2026

Apify Alternatives: You Probably Want a Different Way to Buy It

Every AI answer to this question names Apify. We ran an Apify actor without an Apify account to show what the real alternative is.

Connect Claude to Amazon Search Data: OpenWeb Ninja and Monid
EcommerceAug 19, 2026

Connect Claude to Amazon Search Data: OpenWeb Ninja and Monid

Amazon has no keyword API for sellers. Here is what a search endpoint actually returns, how to hand it to an agent, and which route fits which job.

Enriching a List When All You Have Is Email Addresses
Sales & enrichmentAug 19, 2026

Enriching a List When All You Have Is Email Addresses

We enriched four real email addresses and one returned a person. The misses billed nothing. What that changes about how you plan a batch.

A Free API to Extract Page Content for RAG: Read This First
Search & RAGAug 19, 2026

A Free API to Extract Page Content for RAG: Read This First

We scraped a Wikipedia page and got 74,552 characters starting with the nav menu. The official API gave 689 clean ones. When each is right.

Google Maps Scraper Alternatives: Building a Local Lead List
Local dataAug 19, 2026

Google Maps Scraper Alternatives: Building a Local Lead List

Two Google Maps actors, same catalogue, different jobs. One returned nothing on a plausible query. What the fields tell you about a business, measured.

Mining the Meta Ad Library with Wireflow: Ninety Days Means It Works
Ads intelligenceAug 19, 2026

Mining the Meta Ad Library with Wireflow: Ninety Days Means It Works

Run duration is the profitability signal competitors publish by accident. How to read it, when it lies, and how to turn a long runner into creative.

A Model Is Half an Agent: AIHubMix for Models, Monid for Tools
ProductAug 18, 2026

A Model Is Half an Agent: AIHubMix for Models, Monid for Tools

A model gateway gets your agent talking. It still cannot look anything up. How to wire both halves, with AIHubMix on models and Monid on tools.

The Best API Marketplace for AI Agents in 2026
ProductAug 18, 2026

The Best API Marketplace for AI Agents in 2026

Marketplaces were built for developers who integrate once. An agent chooses at run time. One ordinary task touched five providers across four steps.

Business Entity Search by API: What Exists and What Does Not
Sales & enrichmentAug 18, 2026

Business Entity Search by API: What Exists and What Does Not

State registries are the most searched company lookup and the least available by API. We ran the US endpoint on a private company and it returned nothing.

Your Scraper Is Blocked: What Actually Gets Through in 2026
Search & RAGAug 18, 2026

Your Scraper Is Blocked: What Actually Gets Through in 2026

A raw request to a Cloudflare-protected page returns 403. We ran the same URL through a managed endpoint and read what came back, field by field.

The Best Web Scraping API for AI Agents in 2026
Search & RAGAug 18, 2026

The Best Web Scraping API for AI Agents in 2026

An agent cannot pick a scraper from a list it has never seen. What changes when the catalogue is discoverable at run time, measured across three phrasings.

The Best API to Find a Company's Website From Its Name
Sales & enrichmentAug 17, 2026

The Best API to Find a Company's Website From Its Name

Name to homepage is a resolution problem, not a search one. Which endpoint does it, why fuzzy matches are a feature, and how to pick the right row.

Company News API: Press Releases Without the Newswire Contract
Search & RAGAug 17, 2026

Company News API: Press Releases Without the Newswire Contract

PR Newswire sells distribution. Monitoring is the other half. What a news record carries, and why a mention is not the same as coverage.

Crunchbase API Alternatives: Getting Funding Data by the Call
Sales & enrichmentAug 17, 2026

Crunchbase API Alternatives: Getting Funding Data by the Call

Crunchbase and PitchBook sell seats. If you only need funding fields on a domain, an enrichment call carries them. What it returns, and what it gets wrong.

Job Postings API: Turning Hiring Into a Buying Signal
Sales & enrichmentAug 17, 2026

Job Postings API: Turning Hiring Into a Buying Signal

A job ad says what a company is building before its website does. Which endpoint returns postings, what the record contains, and the fields nobody reads.

Technographic Data Platforms vs One API Call: What You Give Up
Sales & enrichmentAug 17, 2026

Technographic Data Platforms vs One API Call: What You Give Up

We ran a stack detection on a major site and half the fields came back empty. What per-call detection sees, and when a platform earns its price.

What Is the Best API for Social Media Scraping in 2026?
Social dataAug 14, 2026

What Is the Best API for Social Media Scraping in 2026?

No single best one, because the platforms are not one problem. Which endpoint covers which network, and where a per-call bill differs from per-result.

Which MCP Server Gives an AI Agent Live Web Data?
Search & RAGAug 14, 2026

Which MCP Server Gives an AI Agent Live Web Data?

Most MCP servers wrap one vendor. The question is whether your agent needs a scraper or a catalogue it can search at runtime, and how to tell which.

Which Data API Lets You Pay Per Call Instead of a Subscription?
ProductAug 14, 2026

Which Data API Lets You Pay Per Call Instead of a Subscription?

Metered beats a subscription when your usage is bursty and loses when it is steady. The shapes, the crossover, and the measurement that decides it.

People Data Labs, Apollo, ZoomInfo: Which Should You Actually Buy?
Sales & enrichmentAug 14, 2026

People Data Labs, Apollo, ZoomInfo: Which Should You Actually Buy?

Four providers, one honest split: search versus enrich versus contract. What each is genuinely best at, and why the price gap is not what it looks like.

Is There an Alternative to Apify for Scraping Reddit?
Social dataAug 14, 2026

Is There an Alternative to Apify for Scraping Reddit?

Yes, several. The more useful question is why a Reddit scraper returns posts that miss your keywords, because that is a search problem, not a scraper one.

What Is the Best LinkedIn Scraper API in 2026?
Sales & enrichmentAug 12, 2026

What Is the Best LinkedIn Scraper API in 2026?

There is no single best LinkedIn scraper API. There are three jobs, and the honest answer is which endpoint fits which job, and what each one gets wrong.

Apollo Scraper: Export Apollo.io Leads Safely by API in 2026
Sales & enrichmentAug 10, 2026

Apollo Scraper: Export Apollo.io Leads Safely by API in 2026

An Apollo scraper extension can get your account flagged. How to pull the same Apollo.io people and company data by metered API, with search free.

Reddit Scraper: How to Get Reddit Data After the API Lockdown
Social dataAug 10, 2026

Reddit Scraper: How to Get Reddit Data After the API Lockdown

Reddit closed self-service API access in 2025. The honest split between the licensed Data API and a public-page scraper you run metered per call.

Technographic Data API: Detect Any Website's Tech Stack in One Call
Sales & enrichmentAug 10, 2026

Technographic Data API: Detect Any Website's Tech Stack in One Call

Skip the enterprise technographic platform for one domain. Detect a site's CMS, framework, analytics, CDN and payments by metered API call.

The Apify Instagram Scraper: Which Actor to Use in 2026
Social dataAug 4, 2026

The Apify Instagram Scraper: Which Actor to Use in 2026

Apify has five Instagram scrapers, not one. Which actor fits which job, how to run them without getting blocked, and what two measured runs actually cost.

The Best LinkedIn Outreach Tools in 2026
Sales & enrichmentJul 29, 2026

The Best LinkedIn Outreach Tools in 2026

LinkedIn outreach tools split into two layers in 2026: the data layer that finds and verifies people, and the sending layer that sequences the messages.

Amazon's PA-API Retires in 2026: How to Move to Monid
EcommerceJul 21, 2026

Amazon's PA-API Retires in 2026: How to Move to Monid

PA-API retired in May 2026. Which endpoints actually replace GetItems and SearchItems, tested on the day of writing, including one returning empty prices.

The Best Amazon Reviews API in 2026 (We Tested Them)
EcommerceJul 9, 2026

The Best Amazon Reviews API in 2026 (We Tested Them)

There is no official Amazon reviews API. Here are the real ways to get review text, what all of them costs, and the pagination limit nobody mentions.

Best Email Verification API in 2026: ZeroBounce, NeverBounce, Kickbox, or One Call on Monid?
Sales & enrichmentJul 9, 2026

Best Email Verification API in 2026: ZeroBounce, NeverBounce, Kickbox, or One Call on Monid?

ZeroBounce, NeverBounce, Kickbox, Bouncer, a DIY SMTP check and Strale compared: credit packs versus one metered per-call endpoint.

Akta Pro Is Now Available On Monid
ProductJul 7, 2026

Akta Pro Is Now Available On Monid

Your Claude Code can now make phone calls
ProductJul 5, 2026

Your Claude Code can now make phone calls

Saperly is now available on Monid. Your agent can now make phone calls for you.

Introducing
Claude for 3D models
ProductJun 25, 2026

Introducing Claude for 3D models

Suzanne is now available on Monid. Turn any idea into a production-ready 3D model in one prompt.

MiniMax is now available on Monid
ProductJun 24, 2026

MiniMax is now available on Monid

Create images and music with MiniMax models through Monid.