workflow-insights

A workflow analyzer that detects recurring problems in coding-agent runs and calculates a health score from seven weighted checks. It examines delegation, errors, timeouts, resource use, and tool calls.

In plain words
What is it for?
Use it to inspect execution traces, find repeated failures or redundant queries, and audit multi-step agent pipelines.
Why use it?
It helps reveal why an agent workflow is slow, wasteful, or unreliable instead of relying on guesswork.

Skill for Claude CodeCodex

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

agentmods
npx agentmods add skills/apiliumcode/mayros/workflow-insights
Any agent
npx skills add ApiliumCode/mayros --skill workflow-insights
Clone the repo
git clone --depth 1 https://github.com/ApiliumCode/mayros

Made for: Claude Code, Codex.

Per session 16 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 487 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5 $0.00016 $0.00487
Opus 5 $0.00008 $0.00244
Sonnet 5 $0.00003 $0.00097
Haiku 4.5 $0.00002 $0.00049

Measured 2d ago against content hash 68675bf000f9, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

workflow-insights scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2d ago.

The scan reads SKILL.md. This mod also ships 3 executable files (skill.test.ts, skill.ts, types.ts), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/official/workflow-insights/SKILL.md · 50 lines

How it starts

The opening of the file, as written. The whole thing — 50 lines — stays where its author put it; the contents beside it link to each section on GitHub.

workflow-insights

Detect anti-patterns in agent workflows and compute health scores based on 7 weighted pattern detectors.

When to Use

Use when analyzing agent execution traces, debugging sluggish workflows, or auditing multi-step agent pipelines for inefficiency. The skill evaluates delegation chains, error patterns, resource usage, and tool utilization to produce a 0-100 health score.

Anti-Pattern Detectors

# Pattern Weight Description
1 Repeated Failure 20 Same error appearing 3+ times suggests retry without fix
2 Long Chain 15 Delegation chain exceeding 5 steps suggests over-decomposition
3 Unused Tool 5 Tool registered but never called suggests bloated configuration
4 Redundant Query 10 Same query pattern appearing multiple times suggests missing caching
5 Timeout Pattern 20 Multiple timeouts in sequence suggests resource contention
6 Resource Waste 15 Large context sent to simple tasks suggests poor task routing
7 Error Cascade 15 Error in one step causing errors in 3+ downstream steps suggests missing error boundaries

Health Score

  • 80-100: Healthy
  • 60-79: Needs attention
  • 40-59: Degraded
  • 0-39: Critical

Instructions

  1. Recall previous workflow analysis with skill_memory_context using predicate workflow:analysis
  2. The skill scans query results for the 7 anti-pattern indicators listed above
  3. Each detected pattern reduces the health score by its weight (starting from 100)
  4. Review detected anti-patterns and address the highest-weight issues first
  5. Re-run periodically to track workflow health improvements over time

Read the full file on GitHub · 50 lines

Files

What ships with it

9 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 2d ago First seen · 50 lines · 16 tokens per session scan A 68675bf000f9

Subscribe to this mod's changes

workflow-insights is a skill published in the GitHub repository ApiliumCode/mayros (12 stars, last pushed 1mo ago), licensed MIT. It adds 16 tokens to every session and 487 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.