mrmps/classifier-dev · skills/rag-reranker/SKILL.md

rag-reranker skillA

rag-reranker is agent-read markdown (skill) from mrmps/classifier-dev: Rerank retrieved passages by whether each one answers the question, drop the near-misses before they reach the prompt, and check every citation in the answer against the passage it points at. Use after a vector search returns twenty plausible chunks, or when an answer needs its citations verified. Triggers on "rerank these", "which chunks answer this", "check these citations", "my RAG cites the wrong chunk"..

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

Latest version
mdr add mrmps/classifier-dev/rag-reranker@git:20260919.33ae531
Exact content
mdr add mrmps/classifier-dev/rag-reranker@sha256:31507c5c11ea0450

Pin 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_hhtgv4ctfdwlsppq.svg)](https://markdownregistry.com/a/art_hhtgv4ctfdwlsppq)

0 badge views in 30 days

Versions

versioncommittedcommitsizeaudit
git:20260919.33ae531 latest2026-09-19 33ae531 6,017 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (6017 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

GitHub

mrmps/classifier-dev · 416 stars · license MIT · pushed 2026-09-24 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_hhtgv4ctfdwlsppq
GET https://markdownregistry.com/api/v1/resolve?ref=mrmps/classifier-dev/rag-reranker
GET https://markdownregistry.com/api/v1/blob/31507c5c11ea0450662ef621e5ed9612f4e535dbca2636d3ac497af81ddf2312

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.