Agent Ops Patterns

Production patterns for safer LLM agent operations

A small open-source collection of production patterns for running LLM agents more safely. It focuses on redacting secret-shaped text, checking agent memory integrity, and testing prompt or skill changes before they regress.

Agenticness = how independently a tool can take action, scored across 9 dimensions. Scored independently by David Kooi, Skylark Creations — see full rubric →

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Open Source

Chrome Extension

File Access

Memory

B2B

For Developers

CLI

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About

What It Is

agent-ops-patterns is an open-source repository of operational patterns and reference implementations for teams running LLM agents in production. It is aimed at developers and operators who already have agent workflows and need guardrails for things...

What to Know

This is not a hosted agent platform or a full framework. It is a set of patterns and thin utilities that help you add guardrails around an existing agent stack, especially if you are managing recalled transcripts, memory files, or health checks...

Key Features

Redacts secret-shaped text at the output boundary with named shape tokens

Lints markdown-based agent memory directories for dead links, duplicates, orphans, and over-budget indexes

Builds a backlink graph and suggests repairs without auto-applying changes

Defines fail-soft detector discipline for zero-LLM health monitoring

Frames skill and prompt edits as process code with regression testing guidance

Use Cases

Vendor the redaction helper into an agent search or transcript recall path to reduce secret leakage before text is shown to a user

Run integrity checks on a Claude Code-style memory directory to catch dead wiki links, silent merges, and duplicate facts

Use the fail-soft detector pattern when monitoring a fleet of agents so missing signals under-report instead of causing noisy failures

Agenticness: Reactive Tool

Responds to prompts but takes no autonomous action.

High evidence

Last evaluated: Jul 16, 2026

Dimension Breakdown

Action Capability

Autonomy

Adaptation

State & Memory

Safety

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