learn-preferences SKILL.md skillA
learn-preferences from zoolcoder/scoutjobs is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add zoolcoder/scoutjobs/learn-preferences@git:20261011.a009450Pins git:20261011.a009450 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- zoolcoder/scoutjobs
- Path
skills/learn-preferences/SKILL.md- Versions recorded
- 2
- Latest version
- git:20261011.a009450, committed Oct 11, 2026
- First version recorded
- Oct 11, 2026
- Size
- 3,939 bytes
- Repository stars
- 3
- License
- MIT
Turns the user's logged decisions (skips, applies, withdrawals, declined offers, score overrides) into learned preferences with confidence levels, confirms them with the user, and writes them so job-fit and tailoring skills use them. Use weekly, after a batch of decisions, or when the user says "what have you learned about me", "update my preferences", "why do you keep showing me X".
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
# Learn preferences This is the feedback loop that makes ScoutJobs get better the longer it is used. It is conservative: it proposes, the user confirms, and nothing stated by the user is ever overwritten by inference. ## Input ```bash scoutjobs decision summary --json scoutjobs pref list --json ``` The summary holds: counts per decision kind, `signals_by_kind` (how often each `key=value` appeared in skip vs apply vs withdraw decisions), `recent_reasons` in the user's words, `interview_outcomes`, and `score_overrides` (jobs where the fit score and the user's choice disagreed). ## Infer For each signal key, compare its distribution across kinds. A candidate preference exists when: - the same value appears in at least 3 decisions of one kind and rarely in the opposite kind (for example `remote=onsite` in 4 skips, 0 applies → `remote: not onsite`), or - the user's reasons repeat a theme (read `recent_reasons`; cluster by meaning, not exact words), or - `score_overrides` show a consistent direction (user skips high-scoring jobs with a shared trait → that trait is a negative the scorer misses; user applies to low-scoring ones → a positive it misses). …
Read the whole file at its exact version.
How to install
mdr add zoolcoder/scoutjobs/learn-preferences@sha256:3accdb789de22f10The line at the top of this page pins the label git:20261011.a009450, 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.
[](https://markdownregistry.com/a/art_4pxtn4culflp43y4)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, all committed on Oct 11, 2026.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261011.a009450 latest | 2026-10-11 | a009450 | 3,939 B | A | view · diff |
| git:20261011.1b0ba96 | 2026-10-11 | 1b0ba96 | 3,314 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 (3939 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
zoolcoder/scoutjobs · 3 stars · license MIT · pushed 2026-10-18 · branch develop
API
GET https://markdownregistry.com/api/v1/artifacts/art_4pxtn4culflp43y4 GET https://markdownregistry.com/api/v1/resolve?ref=zoolcoder/scoutjobs/learn-preferences GET https://markdownregistry.com/api/v1/blob/3accdb789de22f10d2083943ff0055b40fa67d405c7121263f5210c9ed528b44
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.