Official agent skill

Continual Learning

by cursor in cursor/plugins

Orchestrate continual learning by delegating transcript mining and AGENTS.md updates to agents-memory-updater.

OfficialNo licenceAuto-check passedAgent Workflows

Install Continual Learning

skills CLI
$ npx skills add cursor/plugins --skill continual-learning -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install cursor/plugins continual-learning --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/cursor/plugins.git skills-src && mkdir -p .claude/skills && cp -r skills-src/continual-learning/skills/continual-learning .claude/skills/continual-learning && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
continual-learning
GitHub stars
10k
Token cost
~159 tokens
SKILL.md length
62 words
Files
1
Skills in repo
99
Repo updated
First seen
Licence
None found

At a glance

Orchestrate continual learning by delegating transcript mining and AGENTS.md updates to agents-memory-updater.

  • Works in 2 steps: Call agents-memory-updater. → Return the updater result.
  • Tasks that involve Agent instruction files
  • SKILL.md covers Trigger, Workflow and Guardrails
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Continual Learning is an agent skill from cursor/plugins, published by the product's own GitHub organization. Orchestrate continual learning by delegating transcript mining and AGENTS.md updates to agents-memory-updater.

Its SKILL.md is about 160 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Agent Workflows, covering Agent instruction files. The repository describes itself as: Cursor plugin specification and official plugins.

When your agent uses it

  • Tasks that involve Agent instruction files

Example prompts

  • “/continual-learning”

Workflow steps

2 steps, taken from the first numbered list in SKILL.md.

  1. Call agents-memory-updater.
  2. Return the updater result.

What it can do on your machine

Read from SKILL.md and the folder at commit 9f451cf. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Continual Learning loads about 159 tokens when it runs. Until then it costs about 33 tokens; SKILL.md has 62 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~33
When it runs · the whole SKILL.md, loaded when a task matches
~159

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 62 words (~159 tokens).

“Keep AGENTS.md current by delegating the memory update flow to one subagent.”

— opening of SKILL.md by cursor
name
continual-learning
disable-model-invocation
true

Read the full SKILL.md on GitHub

Files

Just SKILL.md in continual-learning/skills/continual-learning of cursor/plugins.

Open the folder on GitHubat commit 9f451cf

Compare with similar skills

Continual Learning next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Continual Learning compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Continual Learning this skillcursor/plugins10k—~159Automated safety check: PassNone
Using Agent Skillsaddyosmani/agent-skills102k4 repos~2.4kAutomated safety check: PassMIT
Claude ReflectBayramAnnakov/claude-reflect1.7k2 repos~627Automated safety check: PassMIT
Neat-Freak Knowledge CloseoutKKKKhazix/khazix-skills21k—~1.9kAutomated safety check: PassMIT
Task Observerrebelytics/one-skill-to-rule-them-all3.2k1 repos~12kAutomated safety check: PassCC-BY-4.0
Writing For Agentsbestofjs/bestofjs3.1k17 repos~2.7kAutomated safety check: PassMIT

Similar skills

  • Using Agent Skills

    addyosmani/agent-skills

    Meta-skill for choosing which workflow skill fits the task at hand, plus always-on habits: surface assumptions, stop on confusion, push back, keep it simple and stay in scope.

    102k GitHub starsUsed in 4 repos~2.4k tokens
    Agent WorkflowsAuto-check passed
  • Claude Reflect

    BayramAnnakov/claude-reflect

    Self-learning system that captures corrections during sessions and reminds users to run /reflect to update CLAUDE.md.

    1.7k GitHub starsUsed in 2 repos~627 tokens
    Agent WorkflowsAuto-check passed
  • Neat-Freak Knowledge Closeout

    KKKKhazix/khazix-skills

    Brings project docs, agent rule files, authorized memory and leftover workspace files back in line with what the code and runtime actually do at the end of a work session.

    21k GitHub stars~1.9k tokensUpdated 6 days ago
    Agent WorkflowsAuto-check passed
  • Task Observer

    rebelytics/one-skill-to-rule-them-all

    Monitors task execution for skill improvement opportunities.

    3.2k GitHub starsUsed in 1 repo~12k tokens
    Agent WorkflowsAuto-check passed
  • Writing For Agents

    bestofjs/bestofjs

    Writing documents for agents. An agent skill from bestofjs/bestofjs.

    3.1k GitHub starsUsed in 17 repos~2.7k tokens
    Agent WorkflowsAuto-check passed
  • SkillOpt Sleep Cycle

    microsoft/SkillOpt

    Official

    Runs an on-demand or nightly sleep cycle that reviews past Claude Code sessions and proposes validated updates to CLAUDE.md and skills.

    18k GitHub stars~2.3k tokensUpdated today
    Agent WorkflowsAuto-check passed

More from cursor/plugins

All 99 skills in this repo
  • Official

    Keeps a TSV decision log for long or unattended agent runs, one row per decision with what, why, evidence and result, so a reviewer can check the work later.

    10k GitHub starsUsed in 9 repos~1.6k tokens
    Auto-check passed
  • Official

    Digs into why code is shaped the way it is by checking git history, pull requests and connected tools in parallel, then reporting a cited read on the tradeoffs.

    10k GitHub starsUsed in 9 repos~2.6k tokens
    Auto-check passed
  • Official

    Starts three parallel reviewer subagents over the current conversation transcript, then turns their findings into concrete edits to existing skills.

    10k GitHub starsUsed in 5 repos~1.2k tokens
    Auto-check passed
  • Official

    Applies four layers of technical-writing rules to docs, RFCs, readmes, PR descriptions and commit messages so a tired engineer follows them on the first read.

    10k GitHub starsUsed in 10 repos~2.4k tokens
    Auto-check passed
  • Advisor Mode

    cursor/plugins

    Official

    Adds a second, stronger model that the main agent consults before major decisions, when stuck and before finishing, controlled by /advisor commands.

    10k GitHub stars~2.6k tokensUpdated today
    Auto-check: notes
  • Official

    Prepare PRs for review by cleaning noisy history, improving PR descriptions, and adding reviewer guidance without changing code behavior.

    10k GitHub starsUsed in 3 repos~569 tokens
    Auto-check passed

Categories

Questions about Continual Learning

What does Continual Learning do?

Orchestrate continual learning by delegating transcript mining and AGENTS.md updates to agents-memory-updater. Continual Learning is an agent skill from cursor/plugins, published by the product's own GitHub organization.md updates to agents-memory-updater.

When should I use Continual Learning?

Continual Learning fits situations like: tasks that involve Agent instruction files.

How do I install Continual Learning in Claude Code?

Run `npx skills add cursor/plugins --skill continual-learning -a claude-code`. Or copy the skill folder (continual-learning/skills/continual-learning in cursor/plugins) into .claude/skills/continual-learning in your project. Claude Code loads it when a task matches its description.

How do I install Continual Learning in Codex?

Run `npx skills add cursor/plugins --skill continual-learning -a codex`. Or copy the skill folder (continual-learning/skills/continual-learning in cursor/plugins) into .agents/skills/continual-learning in your project. Codex loads it when a task matches its description.

Can I use Continual Learning in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add cursor/plugins --skill continual-learning -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/continual-learning, .gemini/skills/continual-learning, .github/skills/continual-learning and .opencode/skills/continual-learning in your project.

What does Continual Learning need to run?

SKILL.md names no scripts, command-line tools or credentials: Continual Learning is instructions for the agent only.

Does Continual Learning access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Continual Learning safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Continual Learning use?

No licence was found for Continual Learning or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Continual Learning use?

About 159 tokens (SKILL.md is roughly 636 characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Continual Learning?

Skills that share tags, products or a category with Continual Learning: Using Agent Skills (addyosmani/agent-skills, 102k stars), Claude Reflect (BayramAnnakov/claude-reflect, 1.7k stars), Neat-Freak Knowledge Closeout (KKKKhazix/khazix-skills, 21k stars) and Task Observer (rebelytics/one-skill-to-rule-them-all, 3.2k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Continual Learning?

cursor (a GitHub organization, an official publisher) maintains it in cursor/plugins, which has 10,130 GitHub stars. The repository holds 99 skills in this directory. The repository was last updated on October 6, 2026.

Source: cursor/plugins on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.