Make a good agent run repeatable with skills and memory

By the Auditmatic team · Updated 3 November 2026 · 5 min read

Turn a good run into a skill

A skill is a short set of instructions the agent loads when a job matches. After a session you liked, write down the steps, the checks and the format of the answer, and save them. Auditmatic ships 12 skills for common jobs you can start from.

Give it memory that lasts

Store your business overview, goals, positioning, competitors and key pages on the project. The agent reads it at the start of each session, so answers fit your site without repeating yourself.

Read the log

Each tool call the agent makes is recorded. If an answer looks wrong, check which tools it used and what they returned. Most errors are a wrong input or a misread result, and the log shows which.

Improve the skill over time

  1. After each run, note what you had to correct.
  2. Add that correction to the skill or to the project context.
  3. Run it again and check the result improved.

Run it with your AI agent

Connect your agent to Auditmatic, then paste this prompt. Replace the parts in angle brackets. It reads real data and asks before it spends anything.

Use my Auditmatic project for <your-domain>. Run get_project_context and tell me what is missing or out of date. Then, based on this session, write a short skill I can reuse: the steps you took, the checks you made, and the format of your answer. Save corrections to the project with update_project_context only after I approve them.
Run this with agent and mcp on AuditmaticAudit any site free with no signup. Plans start at $5 a month, with lookups included.
See the featureCreate a free account

Without a tool

You can do this by hand with free tools:

  • Write your best weekly routine as a numbered list.
  • Save it as a note the agent reads at the start of a session.
  • Update it whenever you correct the agent.

Questions

What is the difference between a skill and project context?

A skill tells the agent how to do a job. Project context tells it about your business.

Can I see what the agent did?

Yes. The tool calls are logged, so you can review the steps behind an answer.

Keep going

Start with a free audit

See what your site needs first. No signup, and it takes about a minute.