AGENTS.mdA

AGENTS.md from randomm/vipune is an AGENTS.md file: the standing instructions coding agents read in that repo.

Install it, pinned
mdr add randomm/vipune/AGENTS.md@git:20261027.320ce76

Pins git:20261027.320ce76 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 14 of 14 checks passed
Kind
AGENTS.md file
Repository
randomm/vipune
Path
AGENTS.md
Versions recorded
8
Latest version
git:20261027.320ce76, committed Oct 27, 2026
First version recorded
Oct 24, 2026
Size
23,875 bytes
Repository stars
12
License
a license file GitHub does not identify

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

# AGENTS.md

Instructions for AI coding agents working in this repo.

**vipune** is a single-binary, project-scoped semantic memory store in Rust:
add memories, search them by meaning (ONNX embeddings + SQLite FTS5 with
reciprocal-rank fusion), and expose the same store through an MCP server.
The human-facing workflow (setup, testing, release process, debugging tips)
lives in `CONTRIBUTING.md` — this file is agent-only doctrine.

Last updated: 2026-10-27

## Context7 Protocol

Before writing code that touches an external library or crate API, check
Context7 for current documentation. Training data is months out of date;
Context7 has the authoritative current shape of each crate.

This repo's real external surface (from `Cargo.toml`):

- `ort` / `ort-sys` — ONNX Runtime, pinned together at `=2.0.0-rc.15`
  (`ndarray` + `download-binaries` features). The rc pin is kept for the
  memory-safety/UB fixes rc.15 carries; stable 2.0.0 is unreleased, and
  `ort` declares exactly the matching `ort-sys`, so the two always move together
- `tokenizers` — HuggingFace tokenizer for the embedding pipeline
- `hf-hub` — model download from the HuggingFace Hub (`ureq` feature)
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add randomm/vipune/AGENTS.md@sha256:dd4bc774296213d9

The line at the top of this page pins the label git:20261027.320ce76, 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_fwcrhl24pjgkygsi.svg)](https://markdownregistry.com/a/art_fwcrhl24pjgkygsi)

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

Versions

The registry has recorded 8 versions of this file, between Oct 24, 2026 and Oct 27, 2026, more than one a day.

versioncommittedcommitsizeaudit
git:20261027.320ce76 latest2026-10-27 320ce76 23,875 BA view · diff
git:20261027.cc108fa2026-10-27 cc108fa 23,744 BA view · diff
git:20261027.6130b5d2026-10-27 6130b5d 23,889 BA view · diff
git:20261027.dc06c0a2026-10-27 dc06c0a 23,940 BA view · diff
git:20261026.d58989f2026-10-26 d58989f 23,776 BA view · diff
git:20261025.ab56e982026-10-25 ab56e98 21,361 BA view · diff
git:20261025.b5bb0422026-10-25 b5bb042 12,662 BA view · diff
git:20261024.52b0af92026-10-24 52b0af9 12,199 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 (23875 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

randomm/vipune · 12 stars · license a license file GitHub does not identify · pushed 2026-11-03 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_fwcrhl24pjgkygsi
GET https://markdownregistry.com/api/v1/resolve?ref=randomm/vipune/AGENTS.md
GET https://markdownregistry.com/api/v1/blob/dd4bc774296213d9697537b32b590556c3d70d6c03009599866b30153ed72f42

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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