Fra mellomrommet.
Feltnotater om agentisk programvare, MCP og arbeidet som ikke får plass på en knapp — fra folkene som bygger Munin.
Munin for two-person support teams.
At two seats almost everyone is cheap or free — Help Scout's free plan takes five users, Chatwoot's and Crisp's take exactly two. So the seat price decides nothing. What decides it is what the meter starts counting the day you turn the AI on, and whether the answer one of you writes ever reaches anywhere the other one can find it.
Undo, for an author you can't watch.
MCP's tool annotations are hints, and the specification says clients must treat them as untrusted. A hint asks the client to be careful. A required `ifVersion` in the input schema doesn't ask. Here is what a version row actually holds, what restore actually does, and why six CMS tools refuse to run without the number you last read.
Ship content without a marketing hire.
Munin sells the tools and none of the intelligence. Point any MCP client at it and a frontier model you picked does the writing — a Claude subscription from $20 a month, with the model a field on the scheduled task. HubSpot Content Hub Professional is $450 a month with its AI metered in credits. Here is the rig, and the one decision it hands back to a human.
Zoho alternatives in 2026.
Zoho gives you more software per dollar than anyone, and Zoho MCP means an agent can drive it. The question that survives both facts is how many separate applications your one customer is spread across. Here is the field — Zoho, Odoo, HubSpot, EspoCRM, Munin — with prices read off each vendor's own page.
Mailchimp alternatives.
Mailchimp bills by contacts and caps your seats at three or five. Brevo bills by sends and ships a 27-module MCP server. MailerLite now advertises a plan for AI agents. Here is the field — Mailchimp, Brevo, MailerLite, listmonk, Mautic, Munin — with prices read off each vendor's own page.
Agency CRM for multiple clients in 2026.
GoHighLevel is $97 to $497 a month for the platform, and then the add-ons are billed per sub-account — $29, $49, $79, $97 each, every month, for every client you sign. HubSpot's Brands add-on needs Marketing Hub Enterprise. Here is what an agency actually pays to run ten client accounts, and where the boundary between one client and the next really sits.
Tool overload is a discovery problem.
The industry decided in 2026 that big tool catalogues make agents worse, and Anthropic's own documentation puts the degradation threshold at 30 to 50. Munin publishes 204 tools at one endpoint. Here is why the count is the wrong number to optimise, and the four fields that make a large catalogue navigable.
Analytics that sits next to the customer record.
Plausible stores nothing on the device. Matomo sets a 13-month cookie by default. PostHog's repository is MIT except the `ee/` directory. Here is what each of them actually stores and licenses, read off their own pages — and how to stand up analytics that can tell you which reader became a customer.
Best Pipedrive alternatives in 2026.
Pipedrive runs $14 to $79 a seat and ships an official MCP server on every plan, so an agent can already drive your pipeline. The open question is what the pipeline is attached to. Here is the field — Pipedrive, Zoho CRM, Attio, Twenty, EspoCRM, Munin — with prices read off each vendor's own page.
Self-host the whole thing on one machine.
Three containers, one command, no seat count. What `docker compose up` actually starts, the four secrets to set before anyone else can reach it, what stays in stub mode until you wire it — and how the footprint compares to self-hosting Chatwoot or EspoCRM.
Klaviyo and Customer.io alternatives.
Both now ship an MCP server, so "can an agent drive it" is a settled question. What is still open is what the meter counts, whether the outreach starts from a record you own, and who approves the send. Here is the field — Klaviyo, Customer.io, Mautic, listmonk, Keila, Munin — with licences read properly and prices taken from the vendors' own pages.
Freshdesk alternatives in 2026.
Freshdesk is genuinely cheap — $19 an agent — and price is not why people leave it. From 1 September 2026 the MCP interface your agent uses gets a meter of its own: 100 included actions a month on Growth, $15 per thousand after that. Here is the field, and what changes when the record underneath is one database.
Munin with the OpenAI Agents SDK.
Every other integration page here is about a client somebody else wrote. This one is about the case where you are the client — one MCPServerStreamableHttp, a tool filter, an approval policy you control, and a review queue underneath that holds regardless of what your code decides.
Open-Source Salesforce Alternatives in 2026
Enterprise is $175 per user per month, Agentforce 1 Sales is $550, and prices went up about 6% in August 2025. Here's what actually replaces it — SuiteCRM, Odoo, Twenty, Munin — and the cases where leaving would be a mistake.
Your content should ship without a marketing hire.
Six jobs sit between an idea and a published article. Five of them are procedure — topic rotation, research, drafting into a typed schema, a cover image, the publish itself. One is judgment. Here is the pass that does the five, and the queue that hands you the sixth.
Munin with Claude Desktop.
Claude Desktop adds a remote MCP server in about ninety seconds — Settings, Connectors, one HTTPS URL. The part that catches people out is that the connection is made from Anthropic's cloud, not from your laptop. Here is what that means for a self-hosted install, and the two routes that both work.
Which article closed the deal?
You wrote forty articles last year. One of them was read three times by somebody who then booked a call and signed. In most stacks that fact exists — it is just split across two systems that were never introduced. Here is what it takes to ask the question in one query, and the four tools that answer it.
Attio alternatives in 2026.
Attio is a genuinely good CRM, and since it shipped a hosted MCP server an agent can drive it properly. So the comparison has moved. Not whether software can operate your CRM — but how much of the customer relationship sits inside the CRM at all, and what the meter counts while it does.
HubSpot has two price lists.
The same Professional tier is $800 a month on one HubSpot page and $54 per seat on another. Both are published, both are live, and which one you get quoted depends on where you are and who picks up the phone. Here is what each one actually contains — and the four questions to put in writing before you sign.
Your agent has to say it's an agent.
Article 50 became applicable on 2 August 2026. It requires chatbots and AI agents to tell people they are software, and the Commission's Guidelines read the "it's obvious" exception narrowly. The disclosure itself is one sentence. The part you cannot retrofit is a customer record that knows which messages an agent wrote.
Your outreach should draft itself. Then stop.
The intro you meant to write, the follow-up you meant to send, the reply that deserved twenty minutes. An agent can draft all three overnight from the customer record you already have. What makes it safe is the part that happens next: it files them and waits for a person.
Your knowledge base should write itself.
Someone on your team already wrote the answer. It went to one person and stayed in one thread. Here is the curation pass that turns every resolved handover into a reviewed knowledge base article — filed within seconds, admin-only until a human promotes it.
How to migrate off HubSpot.
The export is the easy part — HubSpot documents every one of them. The hard parts are the auto-renewal clause, the associations that only survive as CSV columns, and the assets that were never yours to export. A runnable plan, in the order the calendar forces.
What EU data residency actually covers.
HubSpot, Zendesk, Salesforce, and Intercom all sell EU hosting. Their own documentation lists what leaves the region anyway — billing, support access, telemetry, sub-processors. Here is what each one commits to, which plan you have to be on to get it, and what changes when the licence is MIT.
Your content model is a prompt.
Move an article body from one markdown field to an ordered array of typed blocks and the front end barely notices. The author does — and increasingly the author is an agent. What a schema can enforce, what it cannot, and what every block type costs you.
Per-seat pricing is a measurement error.
HubSpot wants $90 a seat. Salesforce will sell you 100,000 Flex Credits for $500. Zendesk bills per verified resolution, Intercom $0.99 an outcome. Four vendors, four meters, one shared problem — each of them is counting something other than the work.
Munin with ChatGPT.
Developer mode lets you point ChatGPT at your own MCP server. An admin registers one HTTPS endpoint, and an operations person is running CRM, support, knowledge, and outreach by asking for things in the words they'd use with a colleague — with the irreversible writes waiting in a review queue.
Munin in Cursor.
The support thread that reported the bug and the file that contains it have never been in the same window. One `mcp.json` entry and they are — with Cursor's tool approval sitting exactly where Munin's already does.
Munin for solo founders.
One person, six departments, and no budget for any of them. What the free tier actually covers, which jobs the agents absorb, and where the caps sit — written for a company of one.
Your CRM should fill itself in.
Nobody has ever enjoyed typing a job title into a contact record. Four agent passes that keep the CRM current from the conversations you were already having — and the line where they stop and ask a human.
Run your CRM from Claude Code.
One `claude mcp add` and your terminal is holding 204 tools across CRM, support, knowledge, content, outreach, and analytics. What that's actually good for — and what to scope before you try it.
Open-Source Intercom Alternatives in 2026
Intercom charges per seat and $0.99 per AI outcome. Zendesk stacks add-ons to roughly $215 per agent, then bills AI usage on top per verified resolution. Here are the self-hosted alternatives that actually replace them — Chatwoot, Zammad, FreeScout, and Munin — with honest notes on where each one fits.
Best Open-Source CRM in 2026
Most "open-source CRM" is AGPL with a proprietary enterprise directory. Here's what each option actually licenses you to do — Twenty, EspoCRM, SuiteCRM, Odoo, and Munin — compared on licence, lock-in, and agent support, with a note on which one to pick for which job.
7 Best HubSpot Alternatives in 2026
HubSpot publishes two price lists at once in 2026. On one page Professional is $800 a month with a required $3,000 onboarding fee; on another it is $54 per seat. AI is metered in credits that don't roll over. Here is the field — Zoho, Pipedrive, Freshsales, EngageBay, Salesflare, the open-source CRMs, and Munin — and which one fits which job.
We let you leave. That's why you'll stay.
We built Munin in a month and gave the code away under MIT. Not as charity — as the business model. A field note on why, when software stops being scarce, the only moat left is being trusted to operate it.
A schema for five apps, not five schemas.
Why we put CRM, KB, CMS, Outreach, Conversations — and now Analytics — behind a single Postgres, and how row-level security carries the load. The title says five because Analytics arrived after it was written.
Apps were for clicking. Munin isn't.
The next generation of business software won't be drawn by designers — it'll be called by agents. A field note on what that means for the shape of CRM, helpdesks, and the people who used to click "Send".
If agents are the new users, MCP is HTTP.
A short argument for why the protocol matters more than the UI, and why we're betting the company on it being open.