call-disfluency-stress-profiler SKILL.md skillA

call-disfluency-stress-profiler 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-disfluency-stress-profiler@git:20260924.afe6d97

Pins git:20260924.afe6d97 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-disfluency-stress-profiler/SKILL.md
Versions recorded
1
Latest version
git:20260924.afe6d97, committed Sep 24, 2026
Size
5,759 bytes
Repository stars
112
License
MIT

Offline heuristic CALL-E transcript skill that measures filled-pause, self-repair, repetition, and hesitation-opener rates per speaker side to detect callee stress and agent knowledge-gap hesitancy, then emits a reassurance-paced follow-up call goal. It is not a clinical stress assessment, a proof of speaker intent, or authorization to act automatically.

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-disfluency-stress-profiler

> **Repeated pauses and repairs can be useful prompts for human review,
> but do not establish a speaker's emotional state or knowledge.**

Spoken conversation carries signals that plain transcripts still preserve:
disfluency. When a callee is stressed, confused, or overwhelmed, their
filled-pause rate (`uh`, `um`, `er`) and self-repair frequency (`I mean`,
`actually`, word repetitions) spike measurably above baseline. When an agent
encounters questions outside its prepared knowledge, the same markers appear
in its turns.

This skill reads the finished `get_call_run` transcript, computes per-side
disfluency rates, and flags `CALLEE_STRESSED` or `AGENT_HESITANT` when rates
cross illustrative, unvalidated demo thresholds. It then offers a reassurance-paced follow-up
call goal or a script-review recommendation.

## When To Use

- after any CALL-E call where the contact seemed distressed or uncertain
- as part of a QA pipeline to detect agent knowledge gaps at scale
- in healthcare, collections, or support workflows where caller distress
  carries legal or ethical weight
- to identify topics that consistently cause agent hesitancy (→ update scripts)
…

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-disfluency-stress-profiler@sha256:4f607887756c1286

The line at the top of this page pins the label git:20260924.afe6d97, 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 badge

[![mdr](https://markdownregistry.com/badge/art_dvnu53uiiez7pdii.svg)](https://markdownregistry.com/a/art_dvnu53uiiez7pdii)

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

Versions

The registry has recorded 1 version of this file, committed on Sep 24, 2026.

versioncommittedcommitsizeaudit
git:20260924.afe6d97 latest2026-09-24 afe6d97 5,759 BA 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 (5759 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_dvnu53uiiez7pdii
GET https://markdownregistry.com/api/v1/resolve?ref=calle-ai/awesome-phone-call-agents/call-disfluency-stress-profiler
GET https://markdownregistry.com/api/v1/blob/4f607887756c1286defcba40346c97f4ff33dc017edeecb4b7dd0b0ef1c08abd

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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