AI agents solve problems, forget what worked, and repeat the same work. MuscleMemory fixes that.
It's an open-source procedural memory layer that turns successful agent runs into reusable, test-verified skills.
Skills require repeated passing tests and human approval before reuse. Failed attempts become warnings, not trusted solutions.
Works with Claude Code, Codex, Cursor, and MCP-compatible agents.
In Benchmarks: 30% fewer tool calls, 25% fewer input tokens, with the same task success rate.
New Agent Manager is coming in CleanSlate 2.0. You ll soon be able to run multiple agents simultaneously, each in their own workspace. No more constant context switching or juggling between tasks.
CleanSlate is an AI powered IDE designed to help you build faster with less friction. It understands your codebase, assists across files, and helps you write, edit, and navigate code without breaking your flow. If you like AI assisted coding but want something simpler and more streamlined, CleanSlate is built for you.