AGENTS.md@crates/zeph-agent-feedbackA

AGENTS.md@crates/zeph-agent-feedback from bug-ops/zeph is an AGENTS.md file: the standing instructions coding agents read in that repo.

Install it, pinned
mdr add bug-ops/zeph/crates/zeph-agent-feedback/AGENTS.md@git:20260716.77442b1

Pins git:20260716.77442b1 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 14 of 14 checks passed
Kind
AGENTS.md file
Repository
bug-ops/zeph
Path
crates/zeph-agent-feedback/AGENTS.md
Versions recorded
2
Latest version
git:20260716.77442b1, committed Jul 16, 2026
First version recorded
Jun 6, 2026
Size
1,360 bytes
Repository stars
66
License
MIT

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

# zeph-agent-feedback Guide

Implicit correction detection from user messages: the regex-only `FeedbackDetector` (zero LLM calls) and the LLM-backed `JudgeDetector` for borderline or missed cases.

- Start with crate-local checks: `cargo build -p zeph-agent-feedback`, `cargo nextest run -p zeph-agent-feedback`, `cargo clippy -p zeph-agent-feedback --all-targets -- -D warnings`.
- Read `specs/054-agent-feedback/spec.md` before changing detection strategy, thresholds, or rate limits.
- Multi-language patterns span 7 languages (en, ru, es, de, fr, zh, ja). Any new or altered pattern needs regression tests for both tiers — anchored (`^`, base confidence) and unanchored (mid-sentence, base − 0.10). Preserve that tier semantics.
- Mind the CJK limitations documented in `lib.rs`: `token_overlap()` uses whitespace tokenisation and does not segment Chinese/Japanese; keep the 2+ character minimum for unanchored CJK patterns to limit false positives.
- Keep regexes compiled once into the flat `Vec<(Regex, f32)>` per correction kind — this is a hot path; never recompile per message.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add bug-ops/zeph/crates/zeph-agent-feedback/AGENTS.md@sha256:4855a1c3b95ef5fe

The line at the top of this page pins the label git:20260716.77442b1, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_rjar6prnuipw3tfb.svg)](https://markdownregistry.com/a/art_rjar6prnuipw3tfb)

4 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 2 versions of this file, between Jun 6, 2026 and Jul 16, 2026, about one every 40 days.

versioncommittedcommitsizeaudit
git:20260716.77442b1 latest2026-07-16 77442b1 1,360 BA view · diff
git:20260606.583c5712026-06-06 583c571 1,360 BA view

Audit of the latest version

A  14 of 14 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Size between 200 bytes and 200 KB (1360 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

bug-ops/zeph · 66 stars · license MIT · pushed 2026-11-03 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_rjar6prnuipw3tfb
GET https://markdownregistry.com/api/v1/resolve?ref=bug-ops/zeph/crates/zeph-agent-feedback/AGENTS.md
GET https://markdownregistry.com/api/v1/blob/4855a1c3b95ef5fe0f434ba16e87faa6f4af740bbee0b43f22010ede795ff22b

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: how to write a good AGENTS.md · AGENTS.md vs CLAUDE.md · which agent file does what.

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