log-and-error-bucketing skillA
log-and-error-bucketing is agent-read markdown (skill) from mrmps/classifier-dev: Turn a stream of log lines or error messages into a histogram of causes — timeouts, auth, quota, bad input, upstream, unknown — by deduplicating to templates, redacting, and classifying one exemplar each, so a million lines cost a few hundred calls. Use when an incident dump, CI log or error table is too big to read. Triggers on "what is failing here", "bucket these errors", "group these exceptions", "top causes"..
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.
How to install
mdr add mrmps/classifier-dev/log-and-error-bucketing@git:20260919.3040be8mdr add mrmps/classifier-dev/log-and-error-bucketing@sha256:a0fff392a67c9372Pin 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_kytoitebsaqfluge)
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Versions
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260919.3040be8 latest | 2026-09-19 | 3040be8 | 5,956 B | A | view · diff |
| git:20260919.33ae531 | 2026-09-19 | 33ae531 | 6,008 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 (5956 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
mrmps/classifier-dev · 416 stars · license MIT · pushed 2026-09-24 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_kytoitebsaqfluge GET https://markdownregistry.com/api/v1/resolve?ref=mrmps/classifier-dev/log-and-error-bucketing GET https://markdownregistry.com/api/v1/blob/a0fff392a67c93723af0c09f5943ef1773123ed412339d5714ef31f94461c22f
Your agent does the deals. You hear about the good ones. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.