interoperability

interoperability is a skill for Claude Code from Abhinavbwj/Claude-skills-for-Computational-Designers. It costs 38 tokens per session (12,873 once invoked), scanned A, original, MIT.

A reference for exchanging building-design data between different software tools, including file formats, APIs, schema mappings, and Grasshopper, Revit, Rhino, and Speckle workflows.

In plain words
What is it for?
Use it to plan file exchanges, connect applications through APIs, map data schemas, and design Grasshopper-to-Revit or Rhino.Inside workflows.
Why use it?
It helps reduce lost geometry, missing relationships, and repeated data entry when project information moves between disconnected tools.

Skill for Claude Code

Written for Claude Code: user-invocable in frontmatter.

Part of the Claude-skills-for-Computational-Designers plugin — 18 skills shipped together

Good fit Use it to plan file exchanges, connect applications through APIs, map data schemas, and design Grasshopper-to-Revit or Rhino.Inside workflows.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/abhinavbwj/claude-skills-for-computational-designers/interoperability
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 Abhinavbwj/Claude-skills-for-Computational-Designers --skill interoperability
Clone the repo
git clone --depth 1 https://github.com/Abhinavbwj/Claude-skills-for-Computational-Designers

Made for: Claude Code.

Or install Claude-skills-for-Computational-Designers, the plugin that ships this one along with the rest of its 18 skills.

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 interoperability

README.md
[![agentmods](https://agentmods.dev/badge/skills/abhinavbwj/claude-skills-for-computational-designers/interoperability/github.svg)](https://agentmods.dev/skills/abhinavbwj/claude-skills-for-computational-designers/interoperability)
Your own site
<a href="https://agentmods.dev/skills/abhinavbwj/claude-skills-for-computational-designers/interoperability"><img src="https://agentmods.dev/badge/skills/abhinavbwj/claude-skills-for-computational-designers/interoperability/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 interoperability

Your own site · 80×15
<a href="https://agentmods.dev/skills/abhinavbwj/claude-skills-for-computational-designers/interoperability"><img src="https://agentmods.dev/badge/skills/abhinavbwj/claude-skills-for-computational-designers/interoperability.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 38 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 12,873 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 1 finding. 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 $0.00038 $0.12873
Opus 5 $0.00019 $0.06437
Sonnet 5 $0.00008 $0.02575
Haiku 4.5 $0.00004 $0.01287

Measured 11d ago against content hash ef8d1cc481a7, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

interoperability scanned grade A with 1 finding 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 11d 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.

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

response = requests.get(url, headers=headers)
Origin

Copies of this mod

1 near-identical copy found in the catalogue:

skills/interoperability/SKILL.md · 1,050 lines

How it starts

The opening of the file, as written. The whole thing — 1,050 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Interoperability for AEC Computational Design

1. The Interoperability Challenge in AEC

1.1 Why Interoperability Matters

Interoperability -- the ability to exchange data between software tools without loss of meaning, geometry, or relationships -- is the single most critical infrastructure problem in the AEC industry. Every building project involves dozens of software tools, hundreds of files, and thousands of data exchanges. When those exchanges fail, the consequences are measured in millions of dollars and months of delay.

The AEC industry loses an estimated $15.8 billion annually in the United States alone due to inadequate interoperability (NIST GCR 04-867). This figure accounts for redundant data entry, manual format conversion, error correction from data loss, and delayed decision-making caused by information silos.

Unlike the manufacturing or aerospace industries, which converged on STEP/IGES decades ago, the AEC sector remains fragmented across proprietary ecosystems. Autodesk, Bentley, Trimble, Nemetschek, and dozens of smaller vendors each maintain walled gardens with varying degrees of openness. The result is a landscape where a single design decision may need to be re-entered into five or more tools before it reaches a construction site.

1.2 Single-Source-of-Truth vs. Federated Model Approaches

Single-Source-of-Truth (SSOT):

  • One authoritative model from which all views and deliverables derive
  • Revit-centric workflows often attempt this, with one central model containing architecture, structure, and MEP
  • Advantages: no synchronization burden, clear ownership, simpler version control
  • Disadvantages: tool lock-in, performance limits at scale, inability to leverage best-of-breed tools
  • Practical limit: SSOT breaks down beyond approximately 200-300 MB models or when disciplines require specialized solvers

Federated Model Approach:

  • Multiple discipline-specific models linked through coordination mechanisms
  • Each discipline uses its optimal tool (Revit for documentation, Rhino for complex geometry, Tekla for steel detailing, ETABS for structural analysis)
  • Coordination via shared coordinates, reference planes, and clash detection (Navisworks, Solibri, BIMcollab)
  • Advantages: best-of-breed tooling, team autonomy, distributed workload
  • Disadvantages: synchronization overhead, version mismatch risk, coordinate alignment complexity
  • Industry trend: federated approaches are winning, especially with Speckle and IFC enabling richer exchange

Read the full file on GitHub · 1,050 lines

Files

What ships with it

2 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. 11d ago First seen · 1,050 lines · 38 tokens per session scan A ef8d1cc481a7

Subscribe to this mod's changes

interoperability is a skill published in the GitHub repository Abhinavbwj/Claude-skills-for-Computational-Designers (212 stars, last pushed 5mo ago), licensed MIT. It adds 38 tokens to every session and 12,873 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.