call-vulnerable-callee-protection-auditor

call-vulnerable-callee-protection-auditor is a skill for Claude Code, Codex from CALLE-AI/awesome-phone-call-agents. It costs 100 tokens per session (1,371 once invoked), scanned A, original, MIT.

An offline phone-call transcript reviewer that finds signs a caller is confused, struggling to hear, or unable to follow the conversation. It checks whether the agent pressured the person or obtained a commitment during those moments.

In plain words
What is it for?
Use it to audit calls involving older, vulnerable, or confused people, identify exploitation or ignored confusion, and create instructions that require the agent to check understanding.
Why use it?
Polite agreement does not always mean someone understood a call, especially when they are vulnerable or repeatedly ask the same question. This review helps expose commitments taken while the caller was confused.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it to audit calls involving older, vulnerable, or confused people, identify exploitation or ignored confusion, and create instructions that require the agent to check understanding.

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Install with agentmods
npx agentmods add skills/calle-ai/awesome-phone-call-agents/call-vulnerable-callee-protection-auditor
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add CALLE-AI/awesome-phone-call-agents --skill call-vulnerable-callee-protection-auditor
Clone the repo
git clone --depth 1 https://github.com/CALLE-AI/awesome-phone-call-agents

Made for: Claude Code, Codex.

Wrote this? Show the measurements

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agentmods badge for call-vulnerable-callee-protection-auditor

README.md
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Your own site
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Your own site · 80×15
<a href="https://agentmods.dev/skills/calle-ai/awesome-phone-call-agents/call-vulnerable-callee-protection-auditor"><img src="https://agentmods.dev/badge/skills/calle-ai/awesome-phone-call-agents/call-vulnerable-callee-protection-auditor.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 100 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,371 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00100 $0.01371
Opus 5.5 $0.00040 $0.00548
Sonnet 5.5 $0.00020 $0.00274
Haiku 4.5 $0.00010 $0.00137

Measured 6d ago against content hash c8a427839ca0, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

call-vulnerable-callee-protection-auditor scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 6d ago.

The scan reads SKILL.md. This mod also ships 2 executable files (scripts/vulnerable_callee_protection_auditor.py, tests/test_vulnerable_callee_protection_auditor.py), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/call-vulnerable-callee-protection-auditor/SKILL.md · 107 lines

How it starts

The opening of the file, as written. The whole thing — 107 lines — stays where its author put it; the contents beside it link to each section on GitHub.

call-vulnerable-callee-protection-auditor

A "yes" from someone who just asked the same question twice is not consent - it is a signal to slow down.

Vulnerable callees - older adults, people with cognitive load, hearing difficulties, or limited language fluency - often keep being polite on a call long after they stopped following it. An agent that reads politeness as agreement can book, charge, or confirm while the person on the line is lost. This skill finds the moments where the callee showed they were struggling, tracks how long each confusion episode stayed open, and grades what the agent did inside those windows.

When To Use

  • after any CALL-E call with an elderly, vulnerable, or confused callee
  • when auditing whether commitments were extracted during confusion
  • before placing calls to vulnerable segments, to craft a confusion-safe goal with a verify-understanding protocol

What It Checks

Verdict Meaning
NO_STRUGGLE_MARKERS No struggle markers in any callee turn
EXPLOITED_UNDER_CONFUSION An exploitation pattern (pressure to confirm, card details, "pay now") on an agent turn inside an active confusion window
CONFUSION_UNADDRESSED Markers present, but no accommodation anywhere in/after a window start
VULNERABILITY_RESPECTED Markers present and the agent accommodated at least once (re-explained, verified understanding, deferred, or involved a third party)

Struggle markers (callee turns only, lowercase lexical):

  • comprehension_confusion - "I don't understand", "I'm confused", "what does that mean", "which one do you mean"
  • disorientation - "who is this again", "wrong number", "what day is it"
  • pace_or_hearing_plea - "speak slower", "louder", "speak up", "I can't hear you"
  • reliance_transfer - "let me get my daughter", "can my son handle it"
  • repeated_asks - two or more questions sharing a content word (day, time, price, amount, name, number, card, total, date, fee); marked at the second (and later) shared-word ask

Read the full file on GitHub · 107 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 6d ago First seen · 107 lines · 100 tokens per session scan A c8a427839ca0

Subscribe to this mod's changes

call-vulnerable-callee-protection-auditor is a skill published in the GitHub repository CALLE-AI/awesome-phone-call-agents (109 stars, last pushed yesterday), licensed MIT. It adds 100 tokens to every session and 1,371 once invoked, about $0.0004 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-10-14.

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