All activity
ANKIT AGARWALleft a comment
Hi Product Hunt! š We built Agent-Corex to solve a real problem we faced: context bloat in LLM agents. The Challenge: Most LLM-based systems include ALL available tools in the prompt. This causes: ā¢ Token bloat = higher API costs ā¢ Slower inference = worse UX ā¢ Model confusion = worse reasoning The Solution: Agent-Corex intelligently selects which tools to include using a hybrid approach: 1....
Agent-Corex ā Intelligent Tool SelectionIntelligent tool selection for LLMs ā 50-75% cost reduction
Building LLM agents with 100+ tools? Context bloat kills performance and costs. Agent-Corex intelligently selects only the relevant tools your model actually needs.
ā”50-75% fewer tokens ā massive cost savings
š 3-5x faster inference ā better user experience
šÆ 95%+ accurate tool selection ā production-ready
Hybrid Ranking Engine:
ā¢ Keyword matching (<1ms) + semantic embeddings (50-100ms)
ā¢ Works with any MCP server
Use cases: autonomous agents, multi-step reasoning, cost optimization.
Agent-Corex ā Intelligent Tool SelectionIntelligent tool selection for LLMs ā 50-75% cost reduction
ANKIT AGARWALstarted a discussion
We built Agent-Corex after hitting 'context bloat hell' with 200+ tools
Hey everyone! š We just shipped Agent-Corex, and I want to share the story of why we built it. The Problem We Faced: Six months ago, we were building an LLM agent system that had access to ~200 different tools. We did what seemed logical: we dumped all of them into the system prompt. It was a disaster. Our API costs exploded (30K tokens per request š±) Inference was slow (2.3 seconds per...
Contribute to ankitpro/cursor-rules-generator development by creating an account on GitHub.
Instead of manually writing rules for AI coding assistants, this tool analyzes your repository and generates structured rules.
Perfect for:
ā¢ AI coding workflows
ā¢ Large repositories with complex context
Key features:
ā¢ Automatic rule generation
ā¢ Open-source and extensible
Install:
npm install cursor-rules-generator-mcp
Try it with your repo and see how it improves AI-assisted coding.
GitHubGenerate Cursor IDE rules automatically from your codebase
ANKIT AGARWALleft a comment
Hey Product Hunt! š I built Cursor Rules Generator MCP after struggling with manually writing rules for AI coding tools. When working with large repositories, AI assistants often lack the right context or coding patterns. Writing Cursor rules manually is time-consuming and hard to maintain. So I built a tool that automatically generates Cursor rules from your codebase using MCP. It helps AI...
GitHubGenerate Cursor IDE rules automatically from your codebase