AI Agents Are Growing Fast. Discovery Infrastructure Is Not.

AI agents are growing fast.

Discovery infrastructure is not.

That gap has been obvious for a while.

Every week, more agent-like products show up across GitHub, model platforms, launch sites, closed ecosystems, product pages, and social feeds. But actually finding, comparing, and understanding them is still messy.

That is the part I think people underrate.

The ecosystem is expanding faster than its market structure.

If you want to answer basic questions like these:

• What exists?
• What category does it belong to?
• Is it live?
• Who built it?
• How is it different from similar tools?
• Is it gaining traction?
• Can the builder claim and manage it?

you still end up jumping across too many disconnected places.

That felt broken to me.

So I started thinking about the problem differently.

Not:

how do we make another AI directory?

But:

what would a real public market layer for AI agents look like?

That question led me to build BotHub.

The problem is not lack of products

There is no shortage of AI agents, copilots, wrappers, tools, and autonomous products.

The shortage is in useful discovery.

A lot of what passes for discovery today is still one of these:

• abandoned directories
• SEO-heavy list pages
• closed platform stores
• random collections of tools
• short-lived social posts
• fragmented launch surfaces

None of that creates a durable public layer for the ecosystem.

And that matters.

Because once a market grows past a certain point, weak discovery becomes a structural problem.

What is missing

From where I sit, the ecosystem is still underbuilt in a few important areas.

1. Discovery

Not fake discovery. Actual navigable discovery.

2. Classification

A lot of products are badly labeled, poorly positioned, or hard to distinguish from adjacent tools.

3. Comparability

Without structure, everything blends into noise.

4. Builder-managed presence

If a product exists, its owner should be able to claim it, improve it, and keep it current.

5. Market visibility

The ecosystem needs a better public surface for understanding what is actually out there.

That is the layer I think is still missing.

Why I built BotHub

I did not want to build another static directory.

That would have been easy, and mostly useless.

What interested me more was the idea of a live public market surface for AI agents and related products. Something that could help make the ecosystem more searchable, more structured, and more legible over time.

That is the core idea behind BotHub.

Not just listings.

A better discovery layer.

My view

If AI agents are going to become a serious software category, then the market around them needs better infrastructure.

Not just more products.

Not just more launch posts.

Not just more noise.

Better infrastructure for discovery, visibility, and ecosystem navigation.

That is the direction I wanted to build toward.

Final thought

The AI agent ecosystem does not just need more builders.

It needs better ways to see what builders have already made.

That is why I built BotHub.