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MuscleMemory
Give AI agents memory of what actually worked
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.
Hey Product Hunt!
I built MuscleMemory because AI agents keep solving the same problems from scratch, even when they've solved them before.
It learns from successful runs and turns them into verified, reusable skills.
It's open source and still early. Would love to hear your feedback, especially if you're building with AI agents!
About MuscleMemory on Product Hunt
“Give AI agents memory of what actually worked”
MuscleMemory was submitted on Product Hunt and earned 2 upvotes and 1 comments, placing #144 on the daily leaderboard. 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.
On the analytics side, MuscleMemory competes within Open Source, Developer Tools, Artificial Intelligence and GitHub — topics that collectively have 1.1M followers on Product Hunt. The dashboard above tracks how MuscleMemory performed against the three products that launched closest to it on the same day.
Who hunted MuscleMemory?
MuscleMemory was hunted by maaaz. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
For a complete overview of MuscleMemory including community comment highlights and product details, visit the product overview.