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call-repair-sequence-auditor SKILL.md skillA

call-repair-sequence-auditor 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.

Install it, pinned

mdr add calle-ai/awesome-phone-call-agents/call-repair-sequence-auditor@git:20260923.5d12b25

Pins git:20260923.5d12b25 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-repair-sequence-auditor/SKILL.md
Versions recorded: 1
Latest version: git:20260923.5d12b25, committed Sep 23, 2026
Size: 5,232 bytes
Repository stars: 112
License: MIT

Offline experimental CALL-E transcript helper that detects callee-initiated repair sequences (huh, can you repeat, did you say X), localizes and profiles the trouble-source agent turn, classifies how the agent handled each repair, and crafts chunked redial goals. It does not measure comprehension conclusively, calibrate a per-minute rate, or authorize another call.

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

# call-repair-sequence-auditor

> **"Sorry, what?" is data. An agent that plows past it manufactures a failed call.**

Conversation analysis calls it *other-initiated repair*: the moments one
speaker signals trouble in hearing or understanding. Human conversation
runs about one repair every 1.4 minutes across languages. A phone agent
that ignores a repair does not save time - it ends the call with a person
who never understood the ask, which is exactly how a "confirmed" outcome
turns out wrong later.

## When To Use

- after any CALL-E call where the callee asked to repeat, slow down, or
  confirm which value was meant
- to decide whether a follow-up call should use a chunked, slower goal
- to generate that goal for `plan_call` directly
- to profile which agent wording keeps causing the trouble (digit-dense,
  long sentences, long words)

## When Not To Use

- to detect sentiment or frustration; use `call-summarizer` or
  `call-semantic-barge-in-analyzer` for pacing and cooperation
- to repair an ambiguous email thread; that is `conversation-clarify`,
  which decides whether to call - this skill audits what happened in a
  call already made
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint

mdr add calle-ai/awesome-phone-call-agents/call-repair-sequence-auditor@sha256:5b04a1e12ff743fd

The line at the top of this page pins the label git:20260923.5d12b25, 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.

Badge

[![mdr](https://markdownregistry.com/badge/art_be4fjz4hxhxhd5eu.svg)](https://markdownregistry.com/a/art_be4fjz4hxhxhd5eu)

1 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on Sep 23, 2026.

version	committed	commit	size	audit
git:20260923.5d12b25 latest	2026-09-23	5d12b25	5,232 B	A	view

Audit of the latest version

A 17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.

pass: Frontmatter block present
pass: Frontmatter declares a name
pass: Frontmatter declares a description
pass: Size between 200 bytes and 200 KB (5232 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

GitHub

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_be4fjz4hxhxhd5eu
GET https://markdownregistry.com/api/v1/resolve?ref=calle-ai/awesome-phone-call-agents/call-repair-sequence-auditor
GET https://markdownregistry.com/api/v1/blob/5b04a1e12ff743fda6377cef2c88572bdc5b0988ee1c66efdb8494cf62a454df

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.