What interactions with internal tools? If you can answer that question then the clankers can help you write a deterministic program for that same interaction and you only spend the tokens once.
Retrieving messages from Slack over MCP allows a shared read-only bot account accessible from the web browser and CLI. Setup is automated so users can just ask Claude to read them and do something.
Sharing Slack with Claude:
- Using the "normal" way, it shares too much, including privates messages.
- Using your own token, it doesn't work with Claude.AI or Cowork and requires you to go to slack.com to generate an application, tokens and more.
- Using a shared token, now you need context to tell Claude to retrieve it. It still doesn't work for non-Claude Code workflows. Rotation may break currently running workflows.
Yeah. Like I had Claude code write an upload Slab script, and a few linear integration scripts, now it just runs these to interact with those systems. I had it write a redshift proxy that doesn’t take login creds and is just a logging read only account but it can just write sql to research to its hearts content (some columns hashed on replies) and I don’t need much trust but I get a lot of good analysis and verification done.
> If you can answer that question then the clankers can help you write a deterministic program for that same interaction and you only spend the tokens once.
The MCP is the deterministic program.
You need to take a step back and look at the problem you're discussing. What's exactly this MCP thing? It's a protocol to allow agents and coding assistants to access tools, services, and data sources, through a standardized interface.
It's the interface for your deterministic program. That's it.
It's easier if you started a while back shunning all human labor (including your own) in favor of fully deterministic systems. Reality is deterministic so your company or project logically can be run off a single compiled binary with formal verification of correctness for every possible scenario.
I've been doing this myself but it's been extremely hard to get buy-in from the rest of the org. They keep churning MCPs for deterministic interactions while I have tons of little tools written by clankers, not only for clanker-use but also for my own use when needed.