improve-context SKILL.md skillA
improve-context from ai-analyst-lab/ai-analyst is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add ai-analyst-lab/ai-analyst/improve-context@git:20260930.0a47c0bPins git:20260930.0a47c0b in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- ai-analyst-lab/ai-analyst
- Path
.claude/skills/improve-context/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260930.0a47c0b, committed Sep 30, 2026
- First version recorded
- Sep 10, 2026
- Size
- 3,009 bytes
- Repository stars
- 322
- License
- MIT
Diagnose a context-related analytical failure, propose the smallest relevant change, compare the same evaluation cases before and after, and produce an accept, revise, or revert receipt. Use when the user asks to improve context, fix a definition or example, test whether context helped, or invokes /improve-context.
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
# Improve context Use the evaluation system as the referee. Do not promote a context change because the new answer looks more plausible. ## 1. Diagnose Read the failing evaluation record and its analysis trace. Classify the context failure: - missing information; - wrong information; - stale information; - conflicting information; - correct information was not supplied; - supplied information was ignored or misapplied; - the problem belongs in a skill, helper, workflow, or evaluator rather than context. Run `/context-trace` on the exact question. Preserve its JSON fingerprint. ## 2. Propose For edits to guides, reviewed queries or semantic definitions, use `/maintain-context` to inspect the appropriate template, validate dependencies and preserve human review. Create `working/context-change-proposal.yaml` with: - observed failure and evidence; - smallest proposed change; - representation and delivery; - source and owner; - status `proposed`; - cases expected to improve; - possible regressions; - required reviewers; - acceptance criteria. Do not change trusted context until the user approves the proposal. ## 3. Preserve the baseline …
Read the whole file at its exact version.
How to install
mdr add ai-analyst-lab/ai-analyst/improve-context@sha256:421621773be147ccThe line at the top of this page pins the label git:20260930.0a47c0b, 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_ey7r2pvl7py5xgvg)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Sep 10, 2026 and Sep 30, 2026, about one every 20 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260930.0a47c0b latest | 2026-09-30 | 0a47c0b | 3,009 B | A | view · diff |
| git:20260910.c4b91ef | 2026-09-10 | c4b91ef | 2,792 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 (3009 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
ai-analyst-lab/ai-analyst · 322 stars · license MIT · pushed 2026-09-30 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_ey7r2pvl7py5xgvg GET https://markdownregistry.com/api/v1/resolve?ref=ai-analyst-lab/ai-analyst/improve-context GET https://markdownregistry.com/api/v1/blob/421621773be147ccd713a9a3e9c092ea2215870ec2bb9ff53cb78638e1b0c365
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.