Local-first observability your agent reads back. TMA1 records every LLM call, then routes what it sees into the agent's next turn via hooks...
Agents
Designing, evaluating, and shipping autonomous AI agents.
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A unified CLI for discovering and invoking tools across OpenAPI, MCP, GraphQL, gRPC, and JSON-RPC
Official Go implementation of the UTCP
Self-hosted URL- and file-to-Markdown service for humans and AI agents - web pages, documents, images, audio, YouTube. PWA + REST + MCP + Cl...
StarRocks MCP (Model Context Protocol) Server
🚀 Universal SDK for building next-gen MCP servers
MCP Server and CLI for Apache Spark History Server. Debug Spark applications from AI agents, scripts, or the terminal.
Rust-native MCP server for Office document processing (Excel, Word, PowerPoint). Sub-millisecond, local-first, open source.
Pragmatic AI Labs MCP Agent Toolkit - An MCP Server designed to make code with agents more deterministic
Fast cold-boot MicroVM sandboxes for AI agents on cocoon
OSCAL tools for AI agents
MCP server + browser sidecar extension that lets AI agents run Google AI Mode searches using your own logged-in browser session