About AgentSift

AgentSift is an intent-based capability discovery engine for AI agents. We help developers find the right tools for their agents by understanding what they want to accomplish, not just what tools exist.

The Problem

As the AI agent ecosystem grows across frameworks like OpenClaw, LangChain, and MCP, developers face a fragmented landscape of capabilities. Finding the right tool often requires knowing the exact name, API, or framework—making discovery difficult and limiting agent potential.

Our Solution

AgentSift flips the script. Instead of searching for "DALL-E API" or "OpenWeatherMap," you search by intent: "generate an image" or "check the weather." Our registry maps natural language intents to capabilities across platforms, making discovery intuitive and comprehensive.

Key Features

• Cross-Platform Discovery: Find capabilities across OpenClaw, LangChain, MCP, and other frameworks in one place
• Intent-Based Search: Search by what you want to do, not by tool names or APIs
• Trust Scores: Community-driven ratings help you choose reliable capabilities
• Platform Filters: Quickly find capabilities compatible with your framework
• Open Registry: Transparent, community-maintained capability catalog

Roadmap

• Real-time semantic search powered by embeddings
• Community contributions and capability submissions
• Usage analytics and popularity metrics
• Integration guides and code examples
• API for programmatic access
• Agent framework plugins for automatic discovery

Get Involved

AgentSift is an open project. We welcome contributions, feedback, and new capability submissions. Join us in building the future of agent capability discovery.