AI & Agents MCP Servers

The agent switchboard: identity, policy, loop-guard, and an append-only audit ledger.

MCP server that makes PLAN.md the operational backbone of agentic development

Local MCP server that optimizes rough prompt drafts using a local Ollama model

A Model Context Protocol (MCP) server for saving and managing prompts

MCP server for optimizing and enhancing prompts for better AI interactions

MCP server for PromptArchitect Prompt Lab - AI-powered prompt engineering with workspace-aware refinement.

AI-powered prompt refinement with adaptive questioning and multi-provider support (6+ LLM backends)

MCP server for Prova — let any AI agent verify its own reasoning before answering.

MCP server for Proxenio — enables AI agents to discover, authenticate, and interact with the Proxenio verified intent network.

Generate QA datasets & evaluate RAG systems with failure diagnosis. Any LLM.

Provenance gateway for stdio MCP servers: blocks tool calls fed by untrusted tool results.

MCP server for AI agents to report infrastructure needs they encounter during task execution

MCP server that delegates bulk file reading and doc/boilerplate writing to cheaper OpenAI-compatible models

Semantic router for MCP ecosystems - Discover, manage, and execute tools across multiple MCP servers with progressive disclosure

MCP server for semantic prompt framework - NLP-inspired adaptive reasoning engine for LLM orchestration

Run Sentrul research, compliance, and trace-lookup agents from any MCP-aware client. 257 production agents behind one gateway.

MCP server for translating Sinhala/Singlish commands into English technical prompts

MCP server for structured thinking framework - Step-by-step reasoning and systematic problem-solving for LLMs

MCP server for spawning and managing AI sub-agents (Codex, Copilot, Claude) — parallel task execution with planner, coder, researcher &

Local task classification for coding-agent model selection.

MCP server for The Agents — real-time AI agent visualization