call-agent-certainty-calibrator skillA
call-agent-certainty-calibrator is agent-read markdown (skill) from calle-ai/awesome-phone-call-agents: Offline experimental CALL-E transcript helper that flags agent statements of specific values absent from the goal facts and callee turns (over-assertion) and goal facts spoken with hedges but no source attribution (over-hedging), plus a three-tier calibrated-wording goal template. It is not proof the agent invented anything, a measure of internal confidence, or authorization to act..
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-agent-certainty-calibrator
> **An agent that invents specifics is worse than one that says 'I don't
> know'. An agent that hedges its own record is worse than useless.**
Language models can express calibrated confidence in words - and, left
unchecked, they drift both ways: asserting specifics nobody gave them
("free delivery on Friday!") and softening facts they were told to state
("I think it might be $45?"). On a phone call both failures are audible,
and both end up in the outcome. This skill grades the agent's stated
values against the goal it was given.
## When To Use
- after any fact-bearing CALL-E call, together with the goal text (or
plan JSON) the call was built from
- when an outcome contains a value nobody remembers putting in the goal
- before placing calls, to craft wording that speaks record facts with
authority and admits gaps honestly
## When Not To Use
- without the goal file; calibration is graded against the goal's facts
and the CLI requires it
- to prove the agent fabricated a value; an OVER-ASSERTED value may be
true and simply missing from the goal text - the card routes to
verification, always
…Read the whole file at its exact version.
How to install
mdr add calle-ai/awesome-phone-call-agents/call-agent-certainty-calibrator@git:20260923.5c6d78dmdr add calle-ai/awesome-phone-call-agents/call-agent-certainty-calibrator@sha256:d32f08e7827c5965Pin 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.
[](https://markdownregistry.com/a/art_gir3ayehjlf6pps5)
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Versions
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (4640 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
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_gir3ayehjlf6pps5 GET https://markdownregistry.com/api/v1/resolve?ref=calle-ai/awesome-phone-call-agents/call-agent-certainty-calibrator GET https://markdownregistry.com/api/v1/blob/d32f08e7827c5965c05df9e791f347a72bceda69ea07ac8c1f350c8133f16fb1
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.