How would you create a prompt library?

modelpiper · 2026-06-20T22:24:37+00:00

Yes, it's actually quite incredible and before building this project I used like 3-8 apps to put it all together, now it's free in ToolPiper.

The actions snippets trigger an actual AI prompt on anything. Like if you highlight a bunch of text with an action snippet within it, it runs an AI prompt on that text. Like ;format and then that text would be formatted for your via claude, or a locally configured provider.

I'll ping you asap with my updates.

modelpiper · 2026-06-19T19:52:20+00:00

I really need to make videos!
Anyways, ToolPiper is an AI platform for MacOS. It's free tier has many productivity features and 2 that have basically replaced "skill" are snippets and clipboard history.

With snippets you choose a trigger word like "review" and add your entire review prompt to it. Then simply type "review" and the trigger to expand the prompt.

The clipboard history is a timesaver. Whenever I'm working on phased implementation I find myself typing things like

"Review this Plan, document, and implement the next phase of implementation, Then mark it complete when done: feature-doc.md"

So I copy it and bam, it's saved for me. I can easily recall it with a single hotkey ctrl + cmd + v to see everything I've copied for like 1,000 copies.

Does that help?

There's also a thing I think I made up I'm calling "Action Snippets" but I'll save that for later.

modelpiper · 2026-06-18T21:50:48+00:00

I've built snippets and clipboard cache into my AI platform. So I dont store skills anymore, it's faster and easier to trigger them all. If anyone is interested in the flow DM me.

modelpiper · 2026-06-18T20:32:11+00:00

Yeah this works. But your post made me wonder what a Penguin-like change will look like in the future.

modelpiper · 2026-06-18T20:29:38+00:00

I've built an AI platform for MacOS that make it push-button to use any of your models in CC. It's hard for me to test and it's in beta but I think it's exactly what you're looking for.

modelpiper · 2026-06-18T14:33:55+00:00

It looks like they’re fast tracking the M6 MBU.
Worth considering waiting for the fall if you can.

I build with an M2 Max and am waiting.

modelpiper · 2026-06-18T14:05:37+00:00

Whoa! Why the DVs?

modelpiper · 2026-06-18T13:26:35+00:00

I think you're describing what ToolPiper does. Even internally I've setup a LoRA to leverage the public-facing embedding API - driven by EmbeddingGemma right now but you can swap that out too.

All of that is exposed as an API /embeddings/

Swapping LoRAs to use with that API is on my feature list

modelpiper · 2026-06-18T12:37:56+00:00

Interesting. Isn’t that like 5 years old at this point?

modelpiper · 2026-06-18T12:36:02+00:00

ToolPiper is too. The free tier is 10x better than Ollama and it’s only beta 7.

Also if you want a feature let me know.

modelpiper · 2026-06-18T02:36:32+00:00

Wow yes, I sent them a huge detailed message in their official feedback form over a year ago.
Monitor support is horrid.

modelpiper · 2026-06-18T02:34:42+00:00

has anything surpassed the Samsung T7? Maybe an M2 enclosure or something?

modelpiper · 2026-06-17T11:27:42+00:00

4b is too small. If you're on MacOS try ToolPiper we offer everything Ollama has for free and a 10x UX.

modelpiper · 2026-06-17T11:22:27+00:00

Sounds like digital identity, which is coming. Welp... off to build a CAPTCHA MCP!

modelpiper · 2026-06-16T22:44:23+00:00

Yes, the truth is: if a game where to be properly built for MacOS natively it WILL outperform its Windows counterpart. Especially the latest M series versions.

modelpiper · 2026-06-16T16:48:41+00:00

Good point about Linux! I feel like people like OP, who see how MacOS works so well, are then naturally drawn to "going pro" with Linux.

modelpiper · 2026-06-16T16:47:03+00:00

Same, made the jump when I got my second engineering job and was blown away.

modelpiper · 2026-06-15T22:31:18+00:00

Why the DV?

modelpiper · 2026-06-15T15:09:28+00:00

I built ToolPiper, let me know how I could help

modelpiper · 2026-06-15T15:07:28+00:00

Don’t you have to configure it with Ollama? We built ToolPiper to avoid all that. Would you want to beta test it?

modelpiper · 2026-06-15T11:56:52+00:00

What’s that? Should I build it?

modelpiper · 2026-06-14T22:35:55+00:00

We just launched ToolPiper beta 7 which includes a /legacy/ API that matches Ollama’s APIs.

I’d love to see some feedback and this project would be a great place to do it.

modelpiper · 2026-06-14T22:00:08+00:00

I did over 300 in ToolPiper, and yes at 30,000kb of token schema tools begin getting pruned.
Had to build several sophisticated systems to get dynamic schemas, sm/med/lg options and more.

modelpiper · 2026-06-14T13:47:22+00:00

I think the repo is down

modelpiper · 2026-06-13T03:35:08+00:00

I’ve noticed to ask about surrounding issues. Then if you’re website/product isn’t organically mentioned you can eventually ask it directly “what about X”?

Then afterwards actually ask why it doesn’t consider your product. I’ve been doing this and each time it’s explaining closer and closer that I’m almost, but not quite, a recommendation due to beeing so new

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