outcome-learning SKILL.md skillA
outcome-learning from wexxwuther/job-hunter is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add wexxwuther/job-hunter/outcome-learning@git:20261020.63640dfPins git:20261020.63640df in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- wexxwuther/job-hunter
- Path
outcome-learning/SKILL.md- Versions recorded
- 2
- Latest version
- git:20261020.63640df, committed Oct 20, 2026
- First version recorded
- May 29, 2026
- Size
- 12,234 bytes
- Repository stars
- 3
- License
- MIT
Closes the per-user learning loop for the job hunt: harvests patterns from real application outcomes and proposes durable lessons the user confirms. Use whenever the user wants to learn from their job-search outcomes, asks "what's working in my search", "what have you learned about me", or what another member (job-search, resume-tailor) should do differently for them, wants to close the loop on applications, harvest lessons from rejections and offers, reset what is remembered about their…
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
# outcome-learning (family learning-loop member) Remember what works for *this* user across sessions, while keeping every byte of that memory in their workspace and out of the cloud. This is the **learning-loop** member of the job-hunter family: the read side of the per-user memory layer that keeps the family from re-litigating settled preferences and that surfaces durable patterns — but only ones the user has confirmed. See `references/learning-loop-guide.md` for the full design. ## When to use this skill Use this skill when the user wants to **learn from outcomes** or **inspect the per-user memory**: - "What have you learned about me from my job search so far?" - "What's working in my search?" / "What patterns do you see?" - "Close the loop on my applications" / "Harvest lessons from my outcomes" - "Show me my application outcomes so far" - "Reset what you know about my preferences" Do **not** use this skill for **finding** or **scoring** job postings (use **job-search**), tracking applications or drafting follow-up / thank-you emails (use **application-tracker**), tailoring or optimizing a resume against a posting …
Read the whole file at its exact version.
How to install
mdr add wexxwuther/job-hunter/outcome-learning@sha256:8aef97997f4477adThe line at the top of this page pins the label git:20261020.63640df, 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_6wcxr5yyydbm64n5)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between May 29, 2026 and Oct 20, 2026, about one every 145 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261020.63640df latest | 2026-10-20 | 63640df | 12,234 B | A | view · diff |
| git:20260529.444950c | 2026-05-29 | 444950c | 12,208 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 (12234 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
wexxwuther/job-hunter · 3 stars · license MIT · pushed 2026-10-22 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_6wcxr5yyydbm64n5 GET https://markdownregistry.com/api/v1/resolve?ref=wexxwuther/job-hunter/outcome-learning GET https://markdownregistry.com/api/v1/blob/8aef97997f4477ad0f40ca5b58513dc2a4dd0870df57518efc872a433d0beb46
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.