Self-hosted alternatives to lesson
5 self-hosted AI Skills apps to use instead, best rated first.
Top picks
- C

claude-to-deerflow
Launchclaude-to-deerflow is an agent skill that lets an assistant send messages and questions to a running DeerFlow instance through its HTTP API. DeerFlow is an AI agent platform built on LangGraph that orchestrates sub-agents for research, code
Self-hosted
- O

open-notebook
Launchopen-notebook is an agent skill for organising research with Open Notebook, a self-hosted alternative to NotebookLM. It arranges sources, notes and AI conversations into research notebooks. Sources can be PDFs, web pages, audio, video and O
Self-hosted
- R

Reactive Resume
LaunchReactive Resume is a free and open-source resume builder for writing resumes and cover letters, checking the work, and tracking job applications. You create a free account, import an existing resume or start from scratch, and see the finish
Open sourceSelf-hosted
- S

self-hosted-funnel-launch
LaunchSelf-hosted funnel launch is an agent skill that takes a funnel from an empty install to published on infrastructure you control, using the Autonnel funnel builder, which is licensed Apache-2.0. The result covers a landing page, checkout, a
Self-hosted
- G

get-convex/convex-backend
LaunchConvex is an open-source reactive database for web app developers. It combines a database, a place to write server functions in pure TypeScript, and client libraries that keep the app's data live, so screens update as the data changes. Beca
Self-hosted
About lesson

lesson
Save a correction or hard-won rule as a confidence-weighted lesson
Lesson is an agent skill that saves a correction or a hard-won rule as a lesson in agentmemory. A lesson records what to do or avoid, the context in which it applies, a confidence score and the project it belongs to. Lessons are meant to come back up before similar work, so an agent meets a known pitfall before it repeats it. The example in the skill records that vitest should be run with the run flag in CI, because bare vitest starts watch mode and hangs the pipeline, with a confidence of 0.7 and the context of any script or CI step that calls vitest. If you save the same content again, the skill notes that the duplicate strengthens the lesson rather than creating a second copy. The skill is triggered when you correct the assistant's approach or ask it to learn from something, and it is part of the agentmemory plugin. Use it for rules that have been proven by experience, rather than for one-off facts.
- Price
- Free
- Made by
- rohitg00
- Category
- AI Skills
- Website
- github.com/rohitg00/agentmemory/lesson