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Embabel v0.5.0

Agent Skills

Agent Skills provide a standardized way to extend agent capabilities with reusable, shareable skill packages. Skills are loaded dynamically and provide instructions, resources, and tools to agents.

Embabel implements the Agent Skills Specification.

What are Agent Skills?

Section titled “What are Agent Skills?”

An Agent Skill is a directory containing a SKILL.md file with YAML frontmatter and markdown instructions. Skills can also include bundled resources:

  • scripts/ - Executable scripts (Python, Bash, etc.)
  • references/ - Documentation and reference materials
  • assets/ - Static resources like templates and data files

Skills use a lazy loading pattern: only minimal metadata is included in the system prompt, with full instructions loaded when the skill is activated.

Using Skills with PromptRunner

Section titled “Using Skills with PromptRunner”

The Skills class implements LlmReference, allowing it to be passed to a PromptRunner:

var skills = new Skills("financial-skills", "Financial analysis skills")
    .withGitHubUrl("https://github.com/wshobson/agents/tree/main/plugins/business-analytics/skills");


var response = context.ai()
    .withLlm(llm)
    .withReference(skills)
    .withSystemPrompt("You are a helpful financial analyst.")
    .respond(conversation.getMessages());

When skills are added as a reference, the agent can:

  • See available skills in the system prompt
  • Activate skills to get full instructions
  • List and read skill resources

Loading Skills from GitHub

Section titled “Loading Skills from GitHub”

The simplest way to load skills is from a GitHub URL:

var skills = new Skills("my-skills", "Skills for my agent")
    .withGitHubUrl("https://github.com/anthropics/skills/tree/main/skills");

Supported URL formats:

  • https://github.com/owner/repo - Load from repository root
  • https://github.com/owner/repo/tree/branch - Specific branch
  • https://github.com/owner/repo/tree/branch/path/to/skills - Specific path

For more control, use explicit parameters:

var skills = new Skills("my-skills", "Skills for my agent")
    .withGitHubSkills("anthropics", "skills", "skills", "main");

Loading Skills from Local Directories

Section titled “Loading Skills from Local Directories”

Load a single skill from a directory containing SKILL.md:

var skills = new Skills("my-skills", "Local skills")
    .withLocalSkill("/path/to/my-skill");

Load multiple skills from a parent directory:

var skills = new Skills("my-skills", "Local skills")
    .withLocalSkills("/path/to/skills-directory");

Skill Directory Structure

Section titled “Skill Directory Structure”

A skill directory must contain a SKILL.md file:

my-skill/
├── SKILL.md        # Required - metadata and instructions
├── scripts/        # Optional - executable scripts
├── references/     # Optional - documentation
└── assets/         # Optional - static resources

The SKILL.md file uses YAML frontmatter:

---
name: my-skill
description: A skill that does something useful
license: Apache-2.0
compatibility: Requires Python 3.9+
---


# My Skill Instructions


Step-by-step instructions for using this skill...

Skill Activation

Section titled “Skill Activation”

Skills are activated lazily. The system prompt contains only minimal metadata (~50-100 tokens per skill). When an agent needs a skill, it calls the activate tool to load full instructions.

The Skills class exposes three LLM tools:

  • activate(name) - Load full instructions for a skill
  • listResources(skillName, resourceType) - List files in scripts/references/assets
  • readResource(skillName, resourceType, fileName) - Read a resource file

Combining Skills with Other References

Section titled “Combining Skills with Other References”

Skills can be combined with other LlmReference implementations:

var response = context.ai()
    .withLlm(properties.chatLlm())
    .withReference(
        new LocalDirectory("./data/financial", "Financial data files")
            .withUsageNotes("Search to find files matching user requests.")
    )
    .withReference(
        new Skills("analytics", "Business analytics skills")
            .withGitHubUrl("https://github.com/example/skills/tree/main/analytics")
    )
    .withSystemPrompt("You are a financial analyst assistant.")
    .respond(conversation.getMessages());

Validation

Section titled “Validation”

Skills are validated when loaded:

  • Frontmatter validation - Required fields (name, description) and field lengths
  • File reference validation - Paths in instructions (e.g., scripts/build.sh) must exist
  • Name matching - Skill name must match its parent directory name

To disable file reference validation:

var loader = new DefaultDirectorySkillDefinitionLoader(false);

Current Limitations

Section titled “Current Limitations”

Script execution Skills with scripts/ directories are loaded, but script execution is not yet supported. A warning is logged when such skills are loaded.

allowed-tools field The allowed-tools frontmatter field is parsed but not currently enforced.

See the Agent Skills Specification for the full specification.