agent-graph-designer

agent-graph-designer is a skill for Claude Code from Abhillashjadhav/AI-PM-essential-skills. It costs 144 tokens per session (1,521 once invoked), scanned A, original, MIT.

A design guide for workflows where multiple AI agents or repeated loops need to coordinate. It decides whether a simple sequence is enough or whether branches, joins, conditions, or approval gates require a graph.

In plain words
What is it for?
Use it to map specialist agents, parallel work, conditional paths, approval steps, shared state, handoffs, and joins in an AI workflow.
Why use it?
It prevents using a complicated multi-agent structure when a straightforward sequence would work, while making handoffs and coordination explicit when they are needed.

Skill for Claude Code

Written for Claude Code: argument-hint in frontmatter.

Part of the agent-graph-designer plugin — 1 skill shipped together

Good fit Use it to map specialist agents, parallel work, conditional paths, approval steps, shared state, handoffs, and joins in an AI workflow.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/abhillashjadhav/ai-pm-essential-skills/agent-graph-designer
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.

Any agent
npx skills add Abhillashjadhav/AI-PM-essential-skills --skill agent-graph-designer
Clone the repo
git clone --depth 1 https://github.com/Abhillashjadhav/AI-PM-essential-skills

Made for: Claude Code.

Or install agent-graph-designer, the plugin that ships this one along with the rest of its 1 skill.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for agent-graph-designer

README.md
[![agentmods](https://agentmods.dev/badge/skills/abhillashjadhav/ai-pm-essential-skills/agent-graph-designer/github.svg)](https://agentmods.dev/skills/abhillashjadhav/ai-pm-essential-skills/agent-graph-designer)
Your own site
<a href="https://agentmods.dev/skills/abhillashjadhav/ai-pm-essential-skills/agent-graph-designer"><img src="https://agentmods.dev/badge/skills/abhillashjadhav/ai-pm-essential-skills/agent-graph-designer/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for agent-graph-designer

Your own site · 80×15
<a href="https://agentmods.dev/skills/abhillashjadhav/ai-pm-essential-skills/agent-graph-designer"><img src="https://agentmods.dev/badge/skills/abhillashjadhav/ai-pm-essential-skills/agent-graph-designer.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 144 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,521 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
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 5.1 $0.00144 $0.01521
Opus 5 $0.00072 $0.00760
Sonnet 5 $0.00029 $0.00304
Haiku 4.5 $0.00014 $0.00152

Measured 12d ago against content hash c59e60ca344c, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

agent-graph-designer 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 12d ago.

The scan reads SKILL.md. This mod also ships 1 executable file (examples/sample-orchestrator.py), 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.

agent-graph-designer/skills/agent-graph-designer/SKILL.md · 171 lines

How it starts

The opening of the file, as written. The whole thing — 171 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Agent Graph Designer

Design the graph around guarded loops. Treat nodes as bounded work contracts and edges as evidence-backed product decisions.

Step 0 — Preserve product judgment

Before choosing a topology, ask only for missing parts of the user's own:

  1. problem framing;
  2. hypothesis and proposed answer;
  3. outcome North Star, leading metrics, guardrails, and key trade-off;
  4. proposed next step.

Critique contradictions after the user answers. Never replace these decisions with a fashionable topology.

Step 1 — Qualify the shape

Read references/qualification.md. Return exactly one verdict before drawing anything:

  • LOOP_SUFFICIENT: one objective, one primary working context, sequential execution, and no meaningful fan-out/fan-in or conditional ownership boundary. Route to loop-designer when it is recurring.
  • GRAPH_REQUIRED: at least one structural graph need and one coordination need are evidenced.

Structural graph needs:

  • two or more independent branches can run before a deterministic join;
  • evidence can route the workflow to materially different states;
  • multiple bounded loops must coordinate without sharing one unbounded context.

Coordination needs:

  • distinct owners, tools, permissions, budgets, or verifier independence;
  • typed artifact handoffs or shared state are required;
  • failure in one branch must block, degrade, compensate, or escalate differently.

Do not invent parallelism. A sequential checklist remains a loop or pipeline.

Step 2 — Lock the graph outcome contract

Emit:

GRAPH DECISION
Verdict: LOOP_SUFFICIENT | GRAPH_REQUIRED
Problem:
Hypothesis:
Outcome North Star:
Leading metrics:
Guardrails:
Key trade-off:
Proposed next step:
Qualification evidence:

The North Star must measure a real outcome, not graph creation, node count, agent count, or usage.

If the verdict is LOOP_SUFFICIENT, stop after explaining the smaller design and route to loop-designer. Do not emit a decorative graph.

Step 3 — Define node contracts

Read the full file on GitHub · 171 lines

Files

What ships with it

6 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. 12d ago First seen · 171 lines · 144 tokens per session scan A c59e60ca344c

Subscribe to this mod's changes

agent-graph-designer is a skill published in the GitHub repository Abhillashjadhav/AI-PM-essential-skills (4 stars, last pushed 10d ago), licensed MIT. It adds 144 tokens to every session and 1,521 once invoked, about $0.0007 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 2026-08-31.