agentmods.dev

orkcore-dataflow

Answer questions about orkid's dataflow graph system, modules, plugs, connections, topological sorting, register allocation, particle system integration, and Python dataflow bindings. Use when the user asks about dataflow graphs, plug connections, particle modules, or graph execution.

Skill for Claude CodeCodex

35 21d ago A scan 59 tokens original MIT
View the source file tweakoz/orkid
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/tweakoz/orkid/orkcore-dataflow
Any agent
npx skills add tweakoz/orkid --skill orkcore-dataflow
Clone the repo
git clone --depth 1 https://github.com/tweakoz/orkid

Made for: Claude Code, Codex.

Per session 59 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,162 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 $0.00059 $0.02162
Opus 5 $0.00030 $0.01081
Sonnet 5 $0.00012 $0.00432
Haiku 4.5 $0.00006 $0.00216

Measured yesterday against content hash 222f486efc68, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

orkcore-dataflow 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 yesterday.

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.

.claude/skills/orkcore-dataflow/SKILL.md · 176 lines

How it starts

The opening of the file, as written. The whole thing — 176 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Orkid Dataflow Graph System Reference

When answering questions about the dataflow system in orkid, consult these files.

Full current architecture: ork.dox/core/dataflow.md (accuracy-passed 2026-08-01, incl. diagrams).

What's new (2026-06/07)

  • Composite modules SubGraphModuleData / LoopModuleData — nested GraphData with promoted boundary plugs, loop carries, index feeds (ork.core/inc/ork/dataflow/subgraph_module.h)
  • CookGraphDriver — family-neutral hook interface the composite runtime delegates nested cook/bake execution to (ork.core/inc/ork/dataflow/cook_driver.h)
  • Per-node Merkle cook cache — opt-in via GraphData::_cacheable; modules opt in per class via DgModuleInst::cookComputeHash / cookStore / cookLoad; GraphInst::computeNodeHashes() + cachedCompute()
  • TypeKeyedVars _impl on GraphData AND GraphInst — per-family runtime storage keyed by type, so families (hypermesh/terrain/particles) coexist on one graph
  • Bypass (DgModuleData::_bypassed) + select-as-output (GraphData::_output_node) — first-class serialized graph state; bypassed modules splice out via resolveConnectedOutput()
  • Python introspection dflow.plugSpec() / dflow.moduleClasses() — plug schemas and node registry straight from reflection (ork.core/pyext/pyext_dataflow.cpp)
  • Generic family-neutral modules Min/Max/Lerp/Pow/Vec4Combine (ork.core/inc/ork/dataflow/basic_modules.h)

Key Files

Component Location
Main Types ork.core/inc/ork/dataflow/dataflow.h
Module Definitions ork.core/inc/ork/dataflow/module.h
Module Templates ork.core/inc/ork/dataflow/module.inl
Composite Modules (SubGraph/Loop) ork.core/inc/ork/dataflow/subgraph_module.h
Cook Driver Seam ork.core/inc/ork/dataflow/cook_driver.h
Generic Modules (Min/Max/Lerp/Pow/Vec4Combine) ork.core/inc/ork/dataflow/basic_modules.h
Plug Data ork.core/inc/ork/dataflow/plug_data.h
Plug Templates ork.core/inc/ork/dataflow/plug_data.inl
Plug Instances ork.core/inc/ork/dataflow/plug_inst.h
Enums ork.core/inc/ork/dataflow/enum.h
Scheduler ork.core/inc/ork/dataflow/scheduler.h
GraphData Impl ork.core/src/dataflow/graph_data.cpp
GraphInst Impl ork.core/src/dataflow/graph_inst.cpp
Topology Sorter ork.core/src/dataflow/dataflow_sorter.cpp
Register Context ork.core/src/dataflow/dataflow_context.cpp
Python Bindings ork.core/pyext/pyext_dataflow.cpp
Python Test ork.core/pyext/tests/dataflow.py
Particle Modules ork.lev2/inc/ork/lev2/gfx/particle/modular_particles2.h
Particle Emitters ork.lev2/inc/ork/lev2/gfx/particle/modular_emitters.h
Particle Forces ork.lev2/inc/ork/lev2/gfx/particle/modular_forces.h
Particle Renderers ork.lev2/inc/ork/lev2/gfx/particle/modular_renderers.h

Read the full file on GitHub · 176 lines

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. yesterday First seen · 176 lines · 59 tokens per session scan A 222f486efc68

Subscribe to this mod's changes

orkcore-dataflow is a skill published in the GitHub repository tweakoz/orkid (35 stars, last pushed 21d ago), licensed MIT. It adds 59 tokens to every session and 2,162 once invoked, about $0.0003 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 2026-09-01.

Backend and APIsaudioecslinuxmacparticlessimulation
Related

Other skills, from other repositories

host-pattern

Use when adding a new domain to Nuclear's plugin system, or implementing a host. Covers the host pattern (how player functionality is exposed to plugins), the host interface and API class structure, how hosts are implemented in the player, error handling conventions, and what files to create and modify. Trigger…

nukeop/nuclear · 86 tokens

creating-components

Use when creating new UI components in packages/ui. Covers component structure, tests, stories, and what to avoid.

nukeop/nuclear · 26 tokens

writing-docs

Use when writing or editing documentation in packages/docs. Covers Gitbook markdown syntax, special blocks, page structure, and the SUMMARY.md table of contents. Trigger phrases include "write docs", "add documentation", "docs page", "gitbook", "user manual".

nukeop/nuclear · 57 tokens

writing-plugins

Use when writing, scaffolding, or modifying Nuclear plugins. Covers plugin structure, manifest, entry point, provider types, available APIs, and publishing. Trigger phrases include "create a plugin", "write a plugin", "plugin scaffold", "streaming provider", "metadata provider".

nukeop/nuclear · 60 tokens

analyzing-linux-kernel-rootkits

Detect kernel-level rootkits in Linux memory dumps using Volatility3 linux plugins (checksyscall, lsmod, hiddenmodules), rkhunter system scanning, and /proc vs /sys discrepancy analysis to identify hooked syscalls, hidden kernel modules, and tampered system structures.

mukul975/Anthropic-Cybersecurity-Skills · 65 tokens

triage-issue-local

Repo-specific triage guidance for warp. Only the categories declared overridable by the core triage-issue skill may be specialized here.

warpdotdev/warp · 33 tokens