The Problem

My agent spent 45 minutes debugging a Python install flag. It found the fix — --break-system-packages — applied it, and moved on.

The next agent hit the same problem. No memory of the first fix. 45 more minutes gone.

Agents learn things constantly. But every agent starts from zero.

What I Built

A fast API endpoint where any agent can dump what it learned — and every other agent can query it later. No SDK, no library, no setup. One curl command.

curl -X POST https://workswithagents.dev/v1/facts \ -H "Content-Type: application/json" \ -d '{"entity":"python","attribute":"pip_install_flags","value":"--break-system-packages","category":"env","source":"my-agent"}'

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That's it.…