build the next in days not months!
What it does
Accuracy
Boosts AI accuracy.
Power guides AI in the right direction so that it always provides accurate and helpful responses, instead of straightaway denying the user.
Authentication
Out of the box support for Authentication.
Your AI dynamically connects with new integrations with no-code OAuth support, via our minimal SDKs.
Context Window
Context Preservation.
Preserves the valuable context window by automatically registering neccesary tools and removing unnecessary ones.
Scalable Pricing
Duration based Billing.
Straightforward pricing model. Only pay for the duration your AI uses any of our tools.
Unified
Just one Single Integration.
Access tons of tools & integrations with Zero clutter in billing, code management & context, everything is in one place.
Experience
Enhanced experience.
Better experience for everyone, your AI, your users and the dev team.
The Pain points
We are building a solution that address all of these!
There is a lot of (justified) of excitement about MCP, but just like most function calling approaches, I think it has a severe limitation at the moment, and I am kind of of flabbergasted why I am the only one that is bothered by it.
Erik Meijer
computer scientist
I think this is also a process problem where there isn't sufficient management of context happening. Likely usage on larger code bases/files + MCP and patterns like excessive CLAUDE.md or agent spec files are bloating context across sessions.
Kurt Buhler
Data Goblin.
MCP is over complicated, missing a central directory & search, and too technical for most people.
Nick Dobos
prompt engineer @browsercompany
Making it easier to install MCPs from ‘stores’ would probably hit the sweet spot - editing a config file and moving between Microsoft’s back and forward slashes just kills the concept.
Patrick Freyer
🤖 GenAI @BCG
mcp feels over-kill and is barely deployable for remote mode, had to go back to AWS to fit its non-serverless nature
Saïd Aitmbarek
founder building microlaunch.net
Getting non-tech folks to try MCPs is a challenge, even though it's PERFECT for non-techies.
Andrew Allen
i connect the dots between AI
There is a lot of (justified) of excitement about MCP, but just like most function calling approaches, I think it has a severe limitation at the moment, and I am kind of of flabbergasted why I am the only one that is bothered by it.
Erik Meijer
computer scientist
I think this is also a process problem where there isn't sufficient management of context happening. Likely usage on larger code bases/files + MCP and patterns like excessive CLAUDE.md or agent spec files are bloating context across sessions.
Kurt Buhler
Data Goblin.
MCP is over complicated, missing a central directory & search, and too technical for most people.
Nick Dobos
prompt engineer @browsercompany
Making it easier to install MCPs from ‘stores’ would probably hit the sweet spot - editing a config file and moving between Microsoft’s back and forward slashes just kills the concept.
Patrick Freyer
🤖 GenAI @BCG
mcp feels over-kill and is barely deployable for remote mode, had to go back to AWS to fit its non-serverless nature
Saïd Aitmbarek
founder building microlaunch.net
Getting non-tech folks to try MCPs is a challenge, even though it's PERFECT for non-techies.
Andrew Allen
i connect the dots between AI
agents look good when there's only one of them using 2-3 simple tools. Try to scale it to hundreds of agents using thousands of tools and fail miserably.
BURKOV
PhD in AI, author
The tool could be passed in the user's prompt—for example, "use Postgres to find..."—but I really can’t see how the LM would be able to generate valid JSON-RPC JSON 100% of the time, even with the examples from the MCP server.
arijo
Feeling Buggy | Founder
MCP sucks but it's trendy so LFG MCP.
orlie
building Toolhouse.ai
Why not use an MCP router? A middle layer specifically designed to ingest requests and map to the most appropriate tool and respond with tool & payload specification? Could be an MCP tool lookup server....
Michael Kove
Building @micropromo_io
MCP is too brittle and opaque. I still hope it gets a lot better, but even print to PDF or select-all-copy-paste is 10x more usable than MCP
Garry Tan
President & CEO @ycombinator
agents look good when there's only one of them using 2-3 simple tools. Try to scale it to hundreds of agents using thousands of tools and fail miserably.
BURKOV
PhD in AI, author
The tool could be passed in the user's prompt—for example, "use Postgres to find..."—but I really can’t see how the LM would be able to generate valid JSON-RPC JSON 100% of the time, even with the examples from the MCP server.
arijo
Feeling Buggy | Founder
MCP sucks but it's trendy so LFG MCP.
orlie
building Toolhouse.ai
Why not use an MCP router? A middle layer specifically designed to ingest requests and map to the most appropriate tool and respond with tool & payload specification? Could be an MCP tool lookup server....
Michael Kove
Building @micropromo_io
MCP is too brittle and opaque. I still hope it gets a lot better, but even print to PDF or select-all-copy-paste is 10x more usable than MCP
Garry Tan
President & CEO @ycombinator
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