jongwony/epistemic-protocols · epharmoge/skills/contextualize/SKILL.md

contextualize skillA

contextualize is agent-read markdown (skill) from jongwony/epistemic-protocols: Detect application-context mismatch after execution. Fires when correct output may not fit the actual context. Type: (ApplicationDecontextualized, AI, CONTEXTUALIZE, Result) → ContextualizedExecution.

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

Latest version
mdr add jongwony/epistemic-protocols/contextualize@git:20260904.19bb783
Exact content
mdr add jongwony/epistemic-protocols/contextualize@sha256:96abdfcb07ab80a0

Pin 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_lpukigtj47e2yoad.svg)](https://markdownregistry.com/a/art_lpukigtj47e2yoad)

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Versions

versioncommittedcommitsizeaudit
git:20260904.19bb783 latest2026-09-04 19bb783 128,953 BA view · diff
git:20260904.fef9ca92026-09-04 fef9ca9 115,809 BA view · diff
git:20260902.8885cd72026-09-02 8885cd7 116,033 BA view · diff
git:20260828.fc8afc12026-08-28 fc8afc1 117,407 BA view · diff
git:20260827.e8e7c482026-08-27 e8e7c48 118,067 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, 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 (128953 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

jongwony/epistemic-protocols · 161 stars · license MIT · pushed 2026-09-17 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_lpukigtj47e2yoad
GET https://markdownregistry.com/api/v1/resolve?ref=jongwony/epistemic-protocols/contextualize
GET https://markdownregistry.com/api/v1/blob/96abdfcb07ab80a05d48d03a76e2e44ad8efaf616eb59923577a69093941f30d

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.