llm-calibration-logprobs skillA
llm-calibration-logprobs is agent-read markdown (skill) from scdenney/open-science-skills: Reads a model's own uncertainty off its token log-probabilities — collecting logprobs and aggregating multi-token labels, confidence tiers and margins for triage, calibration assessment with ECE, Brier scores, and reliability diagrams, using confidence downstream without laundering it into evidence, and what to archive for reproducibility. Use when the user asks how confident a classifier was on each item, asks about logprobs, top-k tokens, calibration, ECE, Brier, or reliability diagrams, or wa.
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.
How to install
mdr add scdenney/open-science-skills/llm-calibration-logprobs@git:20260905.c12f077mdr add scdenney/open-science-skills/llm-calibration-logprobs@sha256:56530cc4e7ba4877Pin 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_hkki3dpef4b2stw7)
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Versions
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260905.c12f077 latest | 2026-09-05 | c12f077 | 19,780 B | A | view · diff |
| git:20260905.39e8276 | 2026-09-05 | 39e8276 | 19,749 B | A | view · diff |
| git:20260902.da5a263 | 2026-09-02 | da5a263 | 19,282 B | A | view · diff |
| git:20260808.46edbfc | 2026-08-08 | 46edbfc | 18,674 B | A | view · diff |
| git:20260702.539af7b | 2026-07-02 | 539af7b | 18,800 B | A | view |
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 (19780 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
scdenney/open-science-skills · 54 stars · license NOASSERTION · pushed 2026-09-05 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_hkki3dpef4b2stw7 GET https://markdownregistry.com/api/v1/resolve?ref=scdenney/open-science-skills/llm-calibration-logprobs GET https://markdownregistry.com/api/v1/blob/56530cc4e7ba48772c68966e170951e92b5b962068b8fd62933499c994261d3c