bdb-vectorworks-mcp SKILL.md skillA
This file is byte-identical to the first copy the registry indexed. Same content hash, so the same checks give both the same grade.
bdb-vectorworks-mcp from hybridlabor-api/aos is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add hybridlabor-api/aos/bdb-vectorworks-mcp@git:20260912.75929c4Pins git:20260912.75929c4 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- hybridlabor-api/aos
- Path
skills/global_config/bdb-vectorworks-mcp/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260912.75929c4, committed Sep 12, 2026
- Size
- 4,464 bytes
- Repository stars
- 6
- License
- Apache-2.0
Utilizes the Vectorworks RAG + MCP server to search and retrieve Python and VectorScript API documentation.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Vectorworks RAG MCP — Integration and AI Agent Guide This skill file instructs AI agents on how to utilize the Vectorworks RAG (Retrieval-Augmented Generation) and MCP server. It details documentation searches, VectorScript code generation, and troubleshooting steps. ## 1. Overview and Pipeline Value The **Vectorworks RAG + MCP Server** integrates local Vectorworks Python and VectorScript developer documentation. Using sentence-transformers and a FAISS semantic index, it provides immediate API lookups and code generation recommendations directly to AI models. This avoids syntax hallucinations when generating CAD or BIM layout scripts. ### Architecture - **FastAPI / WebSocket Server:** Exposes search routes (`/search`, `/answer`) and a WebSocket JSON-RPC 2.0 interface (default port `8765`) acting as the MCP endpoint. - **FAISS Vector Index:** Performs local CPU-bound cosine similarity queries against chunked document sources. - **Dockerized Environment:** Package compose wraps the indexer, database, and FastAPI applications. --- ## 2. System Instructions ### Workflow Priorities …
Read the whole file at its exact version.
How to install
mdr add hybridlabor-api/aos/bdb-vectorworks-mcp@sha256:01e8e396aeecd103The line at the top of this page pins the label git:20260912.75929c4, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_l6x4gzb5qs5z4maf)
6 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Sep 12, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (4464 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
hybridlabor-api/aos · 6 stars · license Apache-2.0 · pushed 2026-11-05 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_l6x4gzb5qs5z4maf GET https://markdownregistry.com/api/v1/resolve?ref=hybridlabor-api/aos/bdb-vectorworks-mcp GET https://markdownregistry.com/api/v1/blob/01e8e396aeecd103fa4d9d71b2d33eb84f2e1cf5c65d4f2445ec615b7720f4e6
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.
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