contextualize SKILL.md skillA

contextualize from jongwony/epistemic-protocols is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add jongwony/epistemic-protocols/contextualize@git:20261102.570c41d

Pins git:20261102.570c41d in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
jongwony/epistemic-protocols
Path
epharmoge/skills/contextualize/SKILL.md
Versions recorded
27
Latest version
git:20261102.570c41d, committed Nov 2, 2026
First version recorded
Aug 27, 2026
Size
34,273 bytes
Repository stars
175
License
MIT

Use when a result, this session's or one brought in, may not fit where it lands or may leave out what was asked, or when the user asks to check that fit; opened without the user's call only where a mismatch has actually been detected, saying so. The user sees each misfit found, settled or withdrawn, and the fixes carried out and reread until nothing is open.

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

# Epharmoge Protocol

Check a result against every place it lands and every intent it was meant to carry, show every place it does not fit on one sheet, and carry out the fixes the person settles. Type: `(ApplicationDecontextualized, AI, CONTEXTUALIZE, Result) → ContextualizedExecution`.

## Definition

**Epharmoge** (ἐφαρμογή): A dialogical act of checking that a result fits the situation it is applied in — from Aristotle's notion of practical application — resolving the gap between technical correctness and contextual appropriateness. The result is any work product: this session's output, an analysis, a decision, a document, or an artifact another session or person produced. Two things run side by side. The person holds one coordinate per place the result does not fit — fix it this way, leave it for this reason, stop using it, or it is not this result's to fix — and only that coordinate waits on them. Orthogonal to it, the AI relays: it follows the result to everywhere it lands and every intent it was meant to carry, and carries out what is settled within what this run may write. Every place the result does not fit, an omission included, goes on one sheet with its consequence in
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add jongwony/epistemic-protocols/contextualize@sha256:ead2c4833976a003

The line at the top of this page pins the label git:20261102.570c41d, 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 badge

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

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

Versions

The registry has recorded 27 versions of this file, between Aug 27, 2026 and Nov 2, 2026, about one every 3 days.

versioncommittedcommitsizeaudit
git:20261102.570c41d latest2026-11-02 570c41d 34,273 BA view · diff
git:20261023.25368202026-10-23 2536820 34,096 BA view · diff
git:20261019.da11b062026-10-19 da11b06 34,289 BA view · diff
git:20261019.d252dc42026-10-19 d252dc4 34,285 BA view · diff
git:20261019.f3048532026-10-19 f304853 34,322 BA view · diff
git:20261019.20067ad2026-10-19 20067ad 34,346 BA view · diff
git:20261019.a6e28752026-10-19 a6e2875 34,293 BA view · diff
git:20261015.672e9322026-10-15 672e932 36,135 BA view · diff
git:20261015.1cc67862026-10-15 1cc6786 36,078 BA view · diff
git:20261015.91f6af62026-10-15 91f6af6 35,902 BA view · diff
git:20261015.699cb3b2026-10-15 699cb3b 35,917 BA view · diff
git:20261015.ffed6492026-10-15 ffed649 35,816 BA view · diff
git:20261012.a06dcfb2026-10-12 a06dcfb 35,384 BA view · diff
git:20261012.d818ce32026-10-12 d818ce3 35,393 BA view · diff
git:20261001.c607c222026-10-01 c607c22 34,850 BA view · diff
git:20260927.1b5c0352026-09-27 1b5c035 37,017 BA view · diff
git:20260927.f971dfc2026-09-27 f971dfc 36,639 BA view · diff
git:20260926.6cc1a2e2026-09-26 6cc1a2e 36,672 BA view · diff
git:20260925.478d4872026-09-25 478d487 39,276 BA view · diff
git:20260925.4c5eb472026-09-25 4c5eb47 38,392 BA view · diff
git:20260925.5b72e912026-09-25 5b72e91 37,207 BA view · diff
git:20260925.6fac13b2026-09-25 6fac13b 38,126 BA view · diff
git:20260904.19bb7832026-09-04 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. 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 (34273 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 · 175 stars · license MIT · pushed 2026-11-04 · 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/ead2c4833976a003b83bbef346914d2307e7fcb749e279d46198795f1c96ef5f

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.

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Every file in jongwony/epistemic-protocols

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