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call-list-capture-completeness-auditor SKILL.md skillA

call-list-capture-completeness-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-list-capture-completeness-auditor@git:20261020.71c2705

Pins git:20261020.71c2705 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-list-capture-completeness-auditor/SKILL.md
Versions recorded: 1
Latest version: git:20261020.71c2705, committed Oct 20, 2026
Size: 7,465 bytes
Repository stars: 112
License: MIT

Offline experimental transcript auditor that extracts the item lists a callee enumerated during a CALL-E call and grades the agent readback ALL_ITEMS_CAPTURED, ITEMS_DROPPED, ITEMS_ADDED, or BOTH_DROPPED_AND_ADDED, plus a readback-disciplined goal crafter; not an order manager, a proof of what was promised, 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-list-capture-completeness-auditor

> **When a caller enumerates "a crib, late checkout, and a high floor",
> the agent's confirmation is a promise about that exact set. One item
> silently dropped - or one item invented - is the failure mode this
> auditor exists to catch.**

This skill reads a finished call transcript, extracts the item lists the
CALLEE enumerated (comma / "and" / "plus" chunked noun phrases), and
grades the AGENT's readback: did it capture every item, and did it add
nothing the caller never said? Twin craft mode embeds a
readback-disciplined protocol into the goal before the call is placed.

## Why This Skill Exists

- Liu et al., "Lost in the Middle" (TACL 2024, arXiv:2307.03172):
  retrieval degrades for mid-context information - so the readback must
  be audited against the FULL enumerated set, not just the most recent
  items.
- Laban et al., "Summary of a Haystack" / SummHay (EMNLP 2024 main,
  arXiv:2407.01370): even strong systems drop insights when condensing
  spread information - dropped-item detection is a real failure surface.
- Modarressi et al., "NoLiMa" (ICML 2025, arXiv:2502.05167): degradation
…

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-list-capture-completeness-auditor@sha256:d5c510ad8e161ecd

The line at the top of this page pins the label git:20261020.71c2705, 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_4343dccieshplxjz.svg)](https://markdownregistry.com/a/art_4343dccieshplxjz)

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:20261020.71c2705 latest	2026-10-20	71c2705	7,465 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 (7465 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_4343dccieshplxjz
GET https://markdownregistry.com/api/v1/resolve?ref=calle-ai/awesome-phone-call-agents/call-list-capture-completeness-auditor
GET https://markdownregistry.com/api/v1/blob/d5c510ad8e161ecd443d42bca46e85ae457601853160f36d97dd970633ad2882

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.