improve-context skillA
improve-context is agent-read markdown (skill) from ai-analyst-lab/ai-analyst: 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..
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.
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 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 Run the working and regression cases before the edit. Keep the manifest paths and run IDs. Freeze the suite, data snapshot, model, evaluator, and trial count. …
Read the whole file at its exact version.
How to install
mdr add ai-analyst-lab/ai-analyst/improve-context@git:20260910.c4b91efmdr add ai-analyst-lab/ai-analyst/improve-context@sha256:6f7da4966d9908c1Pin 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.
[](https://markdownregistry.com/a/art_ey7r2pvl7py5xgvg)
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Versions
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 (2792 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 · 302 stars · license MIT · pushed 2026-09-22 · 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/6f7da4966d9908c151fef8df3041a15e8d299415332270d538d043ffe4c04498
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