call-multilingual-code-switching-aligner skillA
call-multilingual-code-switching-aligner is agent-read markdown (skill) from calle-ai/awesome-phone-call-agents: Offline experimental English/Spanish lexicon helper for phone-workflow demonstrations. Returns a code-mixing ratio and suggested style; no ASR or LLM prompt integration is included..
Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.
What the file says
# Multilingual Code-Switching Aligner This offline prototype counts a small Spanish vocabulary in supplied text and suggests an English/Spanish mixing style. It does not identify arbitrary matrix languages, support Hinglish, or establish improvements in inclusivity, trust, or cognitive load. The helper returns a style label only. A separate host could use it as a suggestion, subject to the caller's stated language preference; rapport or cognitive-load benefits are not established. ## Scientific Foundation | Paper / Framework | Relevance | |---|---| | **Output Language Alignment for CSW** | Demonstrates that AI mirroring code-switching frequencies increases user trust and reduces linguistic anxiety. | | **Matrix Language Frame (MLF) model** | Myers-Scotton framework for distinguishing embedded words vs the matrix language. | | **FCA Consumer Duty (Vulnerability)** | Reduces cognitive load for non-native speakers by allowing them to use their natural hybrid dialects. | ## How it works 1. Supply a transcript string. An optional host ASR component is outside this contribution. 2. It strips punctuation and detects embedded vocabularies to calculate a **Code-Mixing Index (CMI)**. …
Read the whole file at its exact version.
How to install
mdr add calle-ai/awesome-phone-call-agents/call-multilingual-code-switching-aligner@v1.0.0mdr add calle-ai/awesome-phone-call-agents/call-multilingual-code-switching-aligner@sha256:24fcbe1d8b8091ccPin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.
[](https://markdownregistry.com/a/art_qo3tcbjlsyzqn7ql)
1 badge views in 30 days
Versions
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 (2899 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
calle-ai/awesome-phone-call-agents · 103 stars · license MIT · pushed 2026-09-24 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_qo3tcbjlsyzqn7ql GET https://markdownregistry.com/api/v1/resolve?ref=calle-ai/awesome-phone-call-agents/call-multilingual-code-switching-aligner GET https://markdownregistry.com/api/v1/blob/24fcbe1d8b8091cc647af0d4000d73d62d921401a6eec7ddb860b07e82352fae
Your agent 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.