call-multilingual-code-switching-aligner SKILL.md skillA
call-multilingual-code-switching-aligner from calle-ai/awesome-phone-call-agents is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add calle-ai/awesome-phone-call-agents/call-multilingual-code-switching-aligner@v1.0.0Pins v1.0.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- calle-ai/awesome-phone-call-agents
- Path
skills/call-multilingual-code-switching-aligner/SKILL.md- Versions recorded
- 1
- Latest version
- v1.0.0, committed Sep 18, 2026
- Size
- 2,899 bytes
- Repository stars
- 112
- License
- MIT
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.
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
# 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@sha256:24fcbe1d8b8091ccThe line at the top of this page pins the label v1.0.0, 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_qo3tcbjlsyzqn7ql)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Sep 18, 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 (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 · 112 stars · license MIT · pushed 2026-11-05 · 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 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.