Skill profile · Inspected
continual-learning
Automatically and incrementally keeps AGENTS.md up to date, mining new session transcripts on a cadence and updating matching bullets in place rather than rewriting the file.
What it actually does
- Combines a
stophook, acontinual-learningskill, and anagents-memory-updatersubagent to mine new or changed session transcripts and updateAGENTS.mdincrementally — reading the existing file first and updating matching bullets in place rather than rewriting it.
When to use it — and when not to
Use it when
- You want AGENTS.md to stay current with what the agent actually learns across sessions, without manually curating it.
Not for
- You want it to fire mid-conversation on demand —
disable-model-invocation: truemeans it never self-triggers; only thestophook cadence (10 turns / 120 minutes by default) invokes it.
Agent compatibility
- Cursor
Cursor-native — built on Cursor's stop hooks, subagents, and local hook-state files.
Confirmed means the skill’s own source or vendor states it works with that agent. Portable means it only reaches that agent through the shared SKILL.md format and a directory convention — real, but a weaker claim. An agent with no entry here isn’t known to be unsupported; it simply isn’t documented either way, so nothing is claimed. Full model on Agent Skills Compatibility.
Requirements and operational surface
Depends on
- Cursor
stophooks - Cursor subagents (
agents-memory-updater)
What it actually does at runtime
- Reads session transcripts
- Writes incremental edits to
AGENTS.md - Keeps local hook state under
.cursor/hooks/state/
More from cursor/plugins
Other skills from the same source.
- orchestrateFans a large task out across parallel Cursor cloud agents via the Cursor SDK — planners publish tasks, workers hand off, a script reconciles the tree from disk and git.
- agent-compatibilityScores how well a repo holds up under agent workflows — startup, validation, and docs reliability — by pairing a published CLI scan with three focused review agents.
- cli-for-agentDesign and review guidance for building CLIs meant to be driven by coding agents — non-interactive flags, layered --help, stdin/pipelines, fast errors, idempotency, --dry-run.
- create-pluginMeta-workflow for scaffolding a marketplace-ready Cursor plugin — manifest, skills, rules, agents, and commands together — plus a pre-submission quality check.
- cursor-sdkIntegration guidance for building on the Cursor TypeScript SDK (@cursor/sdk) — invocation patterns, runtime choice, auth, streaming, MCP, and error handling.
Evidence and provenance
Maintained by Cursor (official). Primary source: cursor/plugins, last checked against this page’s claims on . This page summarizes and analyzes that source — it isn’t a copy of its SKILL.md or README, and installation happens at the source, not here.
Topic: Development.