Home / calle-ai / awesome-phone-call-agents · skills/call-semantic-barge-in-analyzer/SKILL.md · GitHub

call-semantic-barge-in-analyzer skillA

call-semantic-barge-in-analyzer is agent-read markdown (skill) from calle-ai/awesome-phone-call-agents: Post-call cooperation skill. Classifies callee turns in a CALL-E transcript as backchannels ("mm-hmm", "right, okay"), frustration barge-ins ("wait", "hold on", "slow down"), or substantive answers - disambiguating answers from backchannels via the preceding agent question - and computes pacing metrics including backchannel density and whether the agent shortened its turns after the first interruption. Returns a cooperation profile (ENGAGED_COOPERATIVE / NEUTRAL / FRUSTRATED_INTERRUPTING / DISEN.

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

# call-semantic-barge-in-analyzer

> **Was the person on the other end with you, against you, or barely there?**

`call-review` audits call compliance, including ignored stop requests.
This skill answers a different question: how cooperative was the callee,
and how should the NEXT call be paced? A callee who answers "Mm-hmm."
while you explain is with you; a callee who says "Wait, slow down." three
times is telling you your pacing failed - and the fix is a shorter-turn
script, not more repetition.

## When To Use

- after any CALL-E call where the agent delivered multi-part information,
  to check whether the callee could keep up
- to decide whether the next call should use a pacing goal (short turns,
  explicit confirmation points)
- to generate that pacing goal for `plan_call` directly

## When Not To Use

- to audit compliance or ignored stop requests; use `call-review`
- to detect fraud; use `call-fraud-shield`
- during a call; CALL-E exposes transcripts, not live audio, so
  interruptions are read post-hoc from turn text, not from overlapping
  speech timing
- as a judgment about the person; profiles are pacing advice only and the
  card says so

## Workflow
…

Read the whole file at its exact version.

How to install

Latest version
mdr add calle-ai/awesome-phone-call-agents/call-semantic-barge-in-analyzer@git:20260920.54a80de
Exact content
mdr add calle-ai/awesome-phone-call-agents/call-semantic-barge-in-analyzer@sha256:ce60bf1e067f2ee6

Pin 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_up7xi6op7sqjhnus.svg)](https://markdownregistry.com/a/art_up7xi6op7sqjhnus)

1 badge views in 30 days

Versions

versioncommittedcommitsizeaudit
git:20260920.54a80de latest2026-09-20 54a80de 4,389 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, 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 (4389 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 · 103 stars · license MIT · pushed 2026-09-24 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_up7xi6op7sqjhnus
GET https://markdownregistry.com/api/v1/resolve?ref=calle-ai/awesome-phone-call-agents/call-semantic-barge-in-analyzer
GET https://markdownregistry.com/api/v1/blob/ce60bf1e067f2ee66c8da3ce0ace42165a460716299eb7e2bdbf4aa314bddc75

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.

More from calle-ai/awesome-phone-call-agents

AGENTS.md agents
calle-ai/awesome-phone-call-agents · AGENTS.md
git:20260911.30d168b · audit A · 103 stars
AGENTS.md@apps/python/buddye agents
calle-ai/awesome-phone-call-agents · apps/python/buddye/AGENTS.md
git:20260917.2209027 · audit A · 103 stars
DESIGN.md@apps/python/buddye/docs design
calle-ai/awesome-phone-call-agents · apps/python/buddye/docs/DESIGN.md
git:20260917.2209027 · audit A · 103 stars
AGENTS.md@apps/python/callback-scam-screener agents
calle-ai/awesome-phone-call-agents · apps/python/callback-scam-screener/AGENTS.md
git:20260914.bd607da · audit A · 103 stars
DESIGN.md@apps/python/measureback design
calle-ai/awesome-phone-call-agents · apps/python/measureback/DESIGN.md · A kitchen instrument for reading recipe measurements and their source words.
git:20260914.3dfc38c · audit A · 103 stars
AGENTS.md@apps/python/quotewake agents
calle-ai/awesome-phone-call-agents · apps/python/quotewake/AGENTS.md
git:20260826.9ce0c85 · audit A · 103 stars
AGENTS.md@apps/typescript/arc-platform agents
calle-ai/awesome-phone-call-agents · apps/typescript/arc-platform/AGENTS.md
git:20260911.edc1937 · audit A · 103 stars
CLAUDE.md@apps/typescript/arc-platform claude
calle-ai/awesome-phone-call-agents · apps/typescript/arc-platform/CLAUDE.md
git:20260911.edc1937 · audit B · 103 stars
AGENTS.md@apps/typescript/fraud-ops-caller agents
calle-ai/awesome-phone-call-agents · apps/typescript/fraud-ops-caller/AGENTS.md
git:20260911.062b54b · audit A · 103 stars
CLAUDE.md@apps/typescript/fraud-ops-caller claude
calle-ai/awesome-phone-call-agents · apps/typescript/fraud-ops-caller/CLAUDE.md
git:20260911.062b54b · audit B · 103 stars
AGENTS.md@apps/typescript/tradecheck agents
calle-ai/awesome-phone-call-agents · apps/typescript/tradecheck/AGENTS.md
git:20260924.aec8672 · audit A · 103 stars
CLAUDE.md@apps/typescript/tradecheck claude
calle-ai/awesome-phone-call-agents · apps/typescript/tradecheck/CLAUDE.md
git:20260924.aec8672 · audit B · 103 stars

Every file in calle-ai/awesome-phone-call-agents

Browse by kind, by grade A, or by owner.