Agent skill

Skill Evolution

by HKUDS in HKUDS/OpenOPC

Evolve new skills from project experience. An agent skill from HKUDS/OpenOPC.

MITAuto-check passedAgent Workflows

Install Skill Evolution

skills CLI
$ npx skills add HKUDS/OpenOPC --skill skill-evolution -a claude-code

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

GitHub CLI
$ gh skill install HKUDS/OpenOPC skill-evolution --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/HKUDS/OpenOPC.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.opc/skills/skill-evolution .claude/skills/skill-evolution && 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
skill-evolution
GitHub stars
1.8k
Token cost
~641 tokens
SKILL.md length
300 words
Files
1
Skills in repo
7
Repo updated
First seen
Licence
MIT

At a glance

Evolve new skills from project experience. An agent skill from HKUDS/OpenOPC.

  • Works in 2 steps: Automatic: The system promotes playbook… → Agent-driven (this skill): You…
  • A repeating pattern
  • SKILL.md covers Two evolution paths, When to evolve a skill…, Process and Skill location, plus 2 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Skill Evolution is an agent skill from HKUDS/OpenOPC. Evolve new skills from project experience. Use when a repeating pattern, useful workflow, or hard-won knowledge should be captured as a reusable skill for the current project.

Its SKILL.md is about 640 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. The repository describes itself as: OpenOPC: Build Your Personal AI-Native Company — Self-Built, Self-Run, Self-Grown. The licence is MIT.

When your agent uses it

  • A repeating pattern
  • Useful workflow
  • Hard-won knowledge should be captured as a reusable skill for the current project

Example prompts

  • “/skill-evolution”

Workflow steps

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

  1. Automatic: The system promotes playbook skills when an employee's pattern reaches 2 project reflections with recurring behaviors…
  2. Agent-driven (this skill): You proactively identify valuable patterns and create skills manually. Use this when domain knowledge…

What it can do on your machine

Read from SKILL.md and the folder at commit b14e85d. 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

Skill Evolution loads about 641 tokens when it runs. Until then it costs about 48 tokens; SKILL.md has 300 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~48
When it runs · the whole SKILL.md, loaded when a task matches
~641

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

The full file from HKUDS/OpenOPC at commit b14e85d, republished under its MIT licence (© HKUDS). 300 words, ~641 tokens.

Download SKILL.mdSave it as .claude/skills/skill-evolution/SKILL.md (or your agent's skills folder).
name
skill-evolution
description
Evolve new skills from project experience. Use when a repeating pattern, useful workflow, or hard-won knowledge should be captured as a reusable skill for the current project.

Skill Evolution

Distill project experience into reusable skills that live under the current project.

Two evolution paths

  1. Automatic: The system promotes playbook skills when an employee's pattern reaches 2 project reflections with recurring behaviors, checklists, or preferences. These are saved as <employee>-<role>-<domain>-playbook and require no manual action.
  2. Agent-driven (this skill): You proactively identify valuable patterns and create skills manually. Use this when domain knowledge, workflows, or tool sequences should be preserved before the auto-promotion threshold is reached, or when the knowledge is not tied to a specific employee pattern.

When to evolve a skill (agent-driven)

  • A task required non-obvious steps that will likely recur
  • You discovered a workflow that worked well and should be preserved
  • Domain-specific knowledge was gathered that future tasks will need
  • A sequence of tool calls forms a reliable pattern worth codifying

Process

  1. Identify the pattern: What knowledge or workflow is worth preserving?
  2. Read the skill-creator skill: file_read the skill-creator/SKILL.md for format and naming guidelines
  3. Name the skill: Lowercase letters, digits, and hyphens only, under 64 characters (e.g., api-validation-workflow)
  4. Create the skill directory: Under .opc/projects/<project_id>/skills/<skill-name>/
  5. Write SKILL.md with proper frontmatter (name, description) and concise instructions
  6. Add scripts/references/assets if the skill benefits from bundled resources

Skill location

Evolved skills belong to the project that produced them:

.opc/projects/<project_id>/skills/<skill-name>/SKILL.md

Guidelines

  • Keep it concise: only include what the agent doesn't already know
  • Use concrete examples over abstract explanations
  • Include the minimal set of steps needed to reproduce the workflow
  • Add scripts/ for deterministic operations that get rewritten repeatedly
  • Add references/ for domain docs the agent should consult
  • Follow the same naming conventions as auto-promoted skills (hyphen-case)

Cross-project reuse

Other projects can reference this project's skills via file_read when the secretary recommends them. Do not duplicate skills across projects; read from the source project instead.

© HKUDS, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in .opc/skills/skill-evolution of HKUDS/OpenOPC.

Open the folder on GitHubat commit b14e85d

Compare with similar skills

Skill Evolution 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.

Skill Evolution compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Skill Evolution this skillHKUDS/OpenOPC1.8k—~641Automated safety check: PassMIT
MCP Server Builderanthropics/skills180k62 repos~2.3kAutomated safety check: PassApache-2.0
Hook Development for Claude Code Pluginsanthropics/claude-plugins-official37k11 repos~4.1kAutomated safety check: NotesApache-2.0
Using Superpowersfarm-fe/farm5.6k34 repos~1.4kAutomated safety check: PassMIT
Executing Plans Inlineobra/superpowers296k2 repos~5.1kAutomated safety check: PassMIT
Claude Code Agent Developmentanthropics/claude-plugins-official37k8 repos~2.8kAutomated safety check: PassApache-2.0

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Categories

Questions about Skill Evolution

What does Skill Evolution do?

Evolve new skills from project experience. An agent skill from HKUDS/OpenOPC. Skill Evolution is an agent skill from HKUDS/OpenOPC. Evolve new skills from project experience.

When should I use Skill Evolution?

Skill Evolution fits situations like: A repeating pattern; useful workflow; hard-won knowledge should be captured as a reusable skill for the current project.

How do I install Skill Evolution in Claude Code?

Run `npx skills add HKUDS/OpenOPC --skill skill-evolution -a claude-code`. Or copy the skill folder (.opc/skills/skill-evolution in HKUDS/OpenOPC) into .claude/skills/skill-evolution in your project. Claude Code loads it when a task matches its description.

How do I install Skill Evolution in Codex?

Run `npx skills add HKUDS/OpenOPC --skill skill-evolution -a codex`. Or copy the skill folder (.opc/skills/skill-evolution in HKUDS/OpenOPC) into .agents/skills/skill-evolution in your project. Codex loads it when a task matches its description.

Can I use Skill Evolution 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 HKUDS/OpenOPC --skill skill-evolution -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/skill-evolution, .gemini/skills/skill-evolution, .github/skills/skill-evolution and .opencode/skills/skill-evolution in your project.

What does Skill Evolution need to run?

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

Does Skill Evolution 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 Skill Evolution 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 Skill Evolution use?

Skill Evolution is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Skill Evolution use?

About 641 tokens (SKILL.md is roughly 2.6k 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 Skill Evolution?

Skills that share tags, products or a category with Skill Evolution: MCP Server Builder (anthropics/skills, 180k stars), Hook Development for Claude Code Plugins (anthropics/claude-plugins-official, 37k stars), Using Superpowers (farm-fe/farm, 5.6k stars) and Executing Plans Inline (obra/superpowers, 296k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Skill Evolution?

HKUDS (a GitHub organization) maintains it in HKUDS/OpenOPC, which has 1,808 GitHub stars. The repository holds 7 skills in this directory. The repository was last updated on September 11, 2026.

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