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AI · March 3, 2026

Agent Action Protocol (AAP) – MCP got us started, but is insufficient

Background: I've been working on agentic guardrails because agents act in expensive/terrible ways and something needs to be able to say "Maybe don't do that" to the agents, but guardrails are almost impossible to enforce with the current way things are built. Context: We keep running into so many problems/limitations today with MCP. It was created so that agents have context on how to act in the world, it wasn't designed to become THE standard rails for agentic behavior. We keep tacking things on to it trying to improve it, but it needs to die a SOAP death so REST can rise in it's…

Agent Action Protocol (AAP) – MCP got us started, but is insufficient launched on March 3, 2026 with 13 votes, #1,024 of 23,380 launches that month and more than 90% of that year's launches.

Visit github.com ↗Alternativestop 4% of March 2026

In plain words

Agent Action Protocol (AAP) is a framework designed to enforce guardrails on AI agents by establishing safety checks before they take actions. Built as an alternative to Model Context Protocol, AAP aims to provide a standardized way to validate and control agent behavior across different systems and prevent expensive or harmful actions. The project addresses limitations in current approaches by proposing a dedicated protocol specifically for action governance rather than retrofitting existing tools.

written from the facts on this page · September 2026

From the sources

AAP: Agent Action Protocol — a portable, composable spec for AI agents taking action in the world - agentactionprotocol/aap

AI agents are taking real actions — creating tickets, sending emails, deploying code, moving money. Every week the scope of what agents can do gets wider and the stakes get higher. MCP was a significant step forward. It standardized how agents discover and call tools — the transport layer. But transport is only one piece of the puzzle. MCP doesn't define what an action is , how actions compose into pipelines, how they're authorized, how they checkpoint and resume, how they roll back when things go wrong, or how they're observed across runtimes. The industry is stretching MCP beyond its design because nothing better exists for the layers above it. This isn't a criticism of MCP — it's an…from github.com

In the maker’s words, at launch

Background: I've been working on agentic guardrails because agents act in expensive/terrible ways and something needs to be able to say "Maybe don't do that" to the agents, but guardrails are almost impossible to enforce with the current way things are built. Context: We keep running into so many…

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