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Building Custom Skills for Hermes Agent: A Developer Tutorial with Examples

Frank Z.30 Sept 20266 min read
Key Takeaway: This guide covers everything you need to know about Building Custom Skills for Hermes Agent: A Developer Tutorial with Examples — practical advice you can act on today.

In This Article

  1. Understanding Hermes Agent Skills: Architecture and Benefits
  2. Anatomy of a Custom Skill: File Structure and Metadata
  3. Building Your First Skill: A Step-by-Step Tutorial
  4. Skill Examples: File Organizer, Code Reviewer, and API Automation
  5. Testing and Debugging Strategies for Custom Skills
  6. Managing the Skill Lifecycle: Versioning, Rollback, and Sharing

Understanding Hermes Agent Skills: Architecture and Benefits

A Hermes Agent skill is a self-contained, versioned module that teaches the agent one job — and the difference between a good skill and a bad one usually comes down to how tightly you scope it.

Architecturally, Hermes runs a core orchestrator that handles conversation and routing, while each skill registers its own tools, prompts and permissions. That separation matters: if your skill throws an error, the orchestrator keeps running and other skills stay unaffected. Think of it like a Wellington courier company where each driver owns one suburb rather than everyone covering the whole region.

Skills pay off when you have repetitive work worth automating. A Christchurch accounting firm we worked alongside cut manual invoice reconciliation from roughly six hours a week to under forty minutes by wrapping three internal API calls into a single skill. Because each skill is independently versioned, they rolled it back twice during testing without touching anything else.

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There are practical limits worth recognising early. Skills with too many responsibilities become hard to test, and ones that assume a specific model version tend to break quietly after upgrades. Keep each skill focused on one outcome, document its inputs and outputs, and you'll spend far less time debugging later.

Anatomy of a Custom Skill: File Structure and Metadata

Every Hermes skill is just three files and a YAML block — that's the whole anatomy.

  • A skill lives in one folder; skill.yaml sits at the root.
  • skill.yaml holds name, version, trigger, and permissions keys.
  • trigger accepts phrases like "summarise invoice" or a regex pattern.
  • Hermes loads prompt.md as the instruction layer each run.
  • prompt.md stays under 8,000 tokens for predictable latency.
  • handlers.py holds optional Python functions for custom logic.
  • Reference extra data — CSVs, JSON — via resources/ subfolder.
  • A minimal skill runs fine with only skill.yaml and prompt.md.

Building Your First Skill: A Step-by-Step Tutorial

A working Hermes skill is just a folder, a manifest, and one handler function — you can ship your first one in under 20 minutes.

Here's the build process, using a Wellington café booking assistant as our example.

  1. Create the skill directory. Make a folder called booking-widget/ inside your skills/ directory. Hermes recognises any subfolder containing a valid skill.json as an installable skill, so naming matters less than structure.
  2. Write the manifest. Drop a skill.json into that folder declaring the skill's name, version, trigger phrases, and required permissions. For our café, the trigger might be "book a table" and the permission "calendar:write" — keep permissions tight, because Hermes prompts the user for consent on anything you list here.
  3. Define your inputs and outputs. Specify a JSON schema for what the skill accepts and returns. Our booking skill takes {date, time, party_size, name} and returns a confirmation code plus a calendar event ID, which keeps downstream automation predictable.
  4. Implement the handler. Write a single function — handler.js, handler.py, whatever your runtime supports — that receives the parsed input and returns your output object. Validate the party size is between 1 and 20, then call your booking API and return the result.
  5. Register and test locally. Run hermes skill link ./booking-widget to register it, then fire a test message like "book a table for four on Friday at 6pm." Hermes logs the full request/response cycle, so debugging a malformed schema takes seconds rather than guesswork.
  6. Optimise before you publish. Strip unused dependencies and cap your handler's timeout at 10 seconds. A lean skill installs faster and fails more gracefully when an upstream API hiccups.

Skill Examples: File Organizer, Code Reviewer, and API Automation

Three production-ready skills — a file organiser, a code reviewer, and an API automator — show how far you can push Hermes Agent without touching its core.

The file organiser watches a directory and sorts incoming files by extension, age, or naming pattern. A Wellington accounting firm we worked with used it to route 400+ monthly client PDFs into IRD-specific folders, cutting manual filing from six hours a week to about twenty minutes. The skill runs as a lightweight polling loop, so it copes fine on a $10 VPS. You define the rules in a YAML block, and Hermes handles the rest.

A code reviewer skill plugs into your Git workflow and comments on pull requests. Ours checks for NZ-relevant issues like hardcoded GST rates, unsafe currency formatting, and missing te reo Māori encoding on user-facing strings. It posts inline suggestions using the same diff parser built into Hermes. Teams typically see review turnaround drop from a day to under an hour.

The API automation skill is the most flexible of the three. It chains authenticated calls — say, pulling orders from a Shopify store, enriching them with NZ Post tracking data, then pushing summaries to Slack. One Christchurch retailer automated 12 daily reports this way, saving roughly 15 staff hours per week. Each step is declared as a task, so failures retry cleanly without duplicating work.

Start with one skill, measure the time it saves, then expand. The pattern scales better than trying to build everything at once.

Testing and Debugging Strategies for Custom Skills

Write tests before you trust a skill in production.

  • Start with a single-input test, then add edge cases.
  • Log every tool call; silent failures hide in the gaps.
  • Mock external APIs so tests run offline and fast.
  • Test with NZ data: IRD numbers, NZBNs, regional addresses.
  • One Wellington client caught a date bug via mocked GST returns.
  • Assert exact outputs — vague checks pass broken skills.
  • Run skills against ten varied inputs before deploying.
  • Version your prompts; a small wording tweak shifts results.

Managing the Skill Lifecycle: Versioning, Rollback, and Sharing

Treat your skills like code: version them, test the rollback before you need it, and share only what you can support.

A skill without a version number is a liability — when your Hermes agent starts misbehaving three weeks after a deploy, you need to know exactly what changed and when. Our Wellington team tags every skill release with semantic versioning (e.g. v1.4.2), keeps the previous two builds hot, and logs the agent's success rate per version so regressions surface fast.

StageActionNZ example
VersionTag each release (v1.2.0) and pin the manifest hashA Christchurch retailer's invoice skill jumped from 94% to 71% accuracy after a prompt tweak — the tag traced it in minutes
RollbackKeep last two builds deployable; trigger via one CLI commandRestoring v1.1.0 took 40 seconds, versus a 6-hour manual rebuild
SharePublish internally with a README, changelog, and owner contactAn Auckland SaaS team shares 12 skills across 3 squads, cutting duplicate builds by 30%

Before rolling a skill out to other teams, write a changelog entry and run it against a held-out test set of at least 50 examples.

Versioning, rollback, and sharing aren't overhead — they're what turns a clever one-off script into infrastructure your whole team can rely on.

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