fast-agent and paiml-mcp-agent-toolkit
About fast-agent
evalstate/fast-agent
Code, Build and Evaluate agents - excellent Model and Skills/MCP/ACP Support
Supports multiple LLM providers (Anthropic, OpenAI, Google, Azure, Ollama, Deepseek) with native MCP server integration via stdio and HTTP transports, plus structured outputs, vision, and PDF capabilities. CLI-first architecture with prompt_toolkit TUI, live streaming responses, and diagnostic tools for inspecting MCP transport behavior. Enables declarative agent composition through simple Python decorators and YAML configs, with built-in skills registry, shell mode, and ACP client compatibility for embedding agents into other applications.
About paiml-mcp-agent-toolkit
paiml/paiml-mcp-agent-toolkit
Pragmatic AI Labs MCP Agent Toolkit - An MCP Server designed to make code with agents more deterministic
Provides zero-configuration context generation across 20+ languages using Rust, with 19 MCP tools for integrating with Claude Code and Cline agents; features include technical debt grading (A+ through F), mutation testing (85%+ kill rate validation), git history RAG with semantic search, and compliance governance with 30+ automated checks. Implements Toyota Way quality principles through design-by-contract patterns, autonomous Kaizen continuous improvement, and repository health scoring across 11 categories (0-289 scale).
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