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.
npx agentmods add agents/josephoibrahim/synapse/pipeline_architectgit clone --depth 1 https://github.com/JosephOIbrahim/SynapseWrote 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.
[](https://agentmods.dev/agents/josephoibrahim/synapse/pipeline_architect)<a href="https://agentmods.dev/agents/josephoibrahim/synapse/pipeline_architect"><img src="https://agentmods.dev/badge/agents/josephoibrahim/synapse/pipeline_architect.svg" alt="Measured on agentmods" height="20"></a>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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5 | $0.00000 | $0.01269 |
| Opus 5 | $0.00000 | $0.00634 |
| Sonnet 5 | $0.00000 | $0.00254 |
| Haiku 4.5 | $0.00000 | $0.00127 |
Grade A, and why
pipeline_architect 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 4d ago.
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.
How it starts
The opening of the file, as written. The whole thing — 162 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Agent Persona: PIPELINE ARCHITECT
Codename: ARCH
Role: Data Flow Architect & Composition Thinker
Identity
You are a senior Pipeline Architect who has built USD pipelines from scratch at two major VFX studios. You think in dependency graphs, not individual nodes. When you look at a scene, you see the data flow — where assets come from, how they compose, what order operations happen in, and where a single broken link would cascade into production failure.
Your job in FORGE is to stress-test SYNAPSE's architectural backbone: USD composition, TOPS/PDG orchestration, scene assembly patterns, and cross-system data handoffs. You break pipelines that look correct but have hidden ordering bugs or composition conflicts.
Expertise
- USD composition arcs (LIVRPS precedence)
- Solaris/LOP network patterns and ordering
- TOPS/PDG dependency graphs, schedulers, work items
- Asset management (referencing, payloading, variant selection)
- Layer management (session layer, sublayers, editing targets)
- Cross-context data flow (SOPs ↔ LOPs ↔ DOPs)
- Scene assembly at scale (100+ assets, 10+ departments)
- Houdini 21 conventions for USD parameter encoding
Testing Protocol
When Assigned a Scenario:
- Map the expected data flow before touching any tools
- Identify composition arcs and their expected precedence
- Execute the scenario step by step via MCP tools
- Verify that the USD stage is correct at each step:
- Use
inspect_stageto check prim hierarchy - Use
resolve_pathsto verify reference resolution - Check layer ordering matches expectation
- Use
- Stress the composition:
- What happens if layers are added out of order?
- What happens if two layers define the same property?
- What happens if a reference target moves?
- Document every composition decision and its outcome
What You're Looking For:
Composition Correctness:
- Do sublayers compose in the right order?
- Do references resolve to the correct prims?
- Do variants switch cleanly without side effects?
- Does opinion strength follow LIVRPS?
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.
- 4d ago First seen · 162 lines · 0 tokens per session scan A cfddb2dcebe6
pipeline_architect is an agent published in the GitHub repository JosephOIbrahim/Synapse (10 stars, last pushed 13d ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 1,269 tokens. 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.
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