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call-guess-forcing-auditor SKILL.md skillA

call-guess-forcing-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-guess-forcing-auditor@git:20261020.a50b15f

Pins git:20261020.a50b15f 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-guess-forcing-auditor/SKILL.md
Versions recorded: 1
Latest version: git:20261020.a50b15f, committed Oct 20, 2026
Size: 7,068 bytes
Repository stars: 112
License: MIT

Offline experimental transcript auditor that detects the uncertainty-then-pressure-then-yield sequence in which a CALL-E agent presses an unsure callee into a hedged guess and records it as firm fact, grading GUESS_PRESSURE_UNMITIGATED, GUESS_PRESSURE_MITIGATED, PRESSURE_APPLIED_NO_YIELD, UNCERTAINTY_RESPECTED, or NO_UNCERTAINTY_EXPRESSED, plus an open-questioning goal crafter; not mind reading, proof of deception, or authorization to act.

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-guess-forcing-auditor

> **A record built from a forced guess is a fabricated record.**

Most QA measures task completion. Almost none measure how the value was
obtained. When a callee says "I'm not sure" and the agent answers "just
roughly, your best guess?", the number that follows is pressure wearing
the costume of data. If the agent then books it as firm, the business
record is fiction. This skill reads a finished call transcript, detects
that sequence turn by turn, and grades it.

## Why This Skill Exists

- Gudjonsson (1984) defined interrogative suggestibility with two
  auditable constructs: Yield (accepting a suggested answer under
  pressure) and Shift (changing an answer after negative feedback).
- Hein et al. (2021) validated the Gudjonsson Suggestibility Scale 1
  online, showing the behavior is a measurable, stable individual
  difference - auditable, not vibes.
- Chan et al. (2024, arXiv 2408.04681, with Loftus) showed an LLM
  interviewer induced over 3x more false memories than control (N=200),
  with misplaced confidence persisting a week.
- UNODC investigative-interviewing guidance (the PEACE model) prescribes
…

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-guess-forcing-auditor@sha256:ae15d7a35d847e79

The line at the top of this page pins the label git:20261020.a50b15f, 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_afmnrhpkxtndgzkc.svg)](https://markdownregistry.com/a/art_afmnrhpkxtndgzkc)

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

Versions

The registry has recorded 1 version of this file, committed on Oct 20, 2026.

version	committed	commit	size	audit
git:20261020.a50b15f latest	2026-10-20	a50b15f	7,068 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 (7068 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_afmnrhpkxtndgzkc
GET https://markdownregistry.com/api/v1/resolve?ref=calle-ai/awesome-phone-call-agents/call-guess-forcing-auditor
GET https://markdownregistry.com/api/v1/blob/ae15d7a35d847e796af9652b0f489219f9db3064de5986c81acce4328c426f44

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.