llms.txtA
llms.txt from calibre-labs/reforge-ai-evals is an llms.txt file: plain text a project publishes for AI models to read.
mdr add calibre-labs/reforge-ai-evals/llms.txt@git:20261028.6d7e49aPins git:20261028.6d7e49a in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 14 of 14 checks passed
- Kind
- llms.txt file
- Repository
- calibre-labs/reforge-ai-evals
- Path
llms.txt- Versions recorded
- 5
- Latest version
- git:20261028.6d7e49a, committed Oct 28, 2026
- First version recorded
- Oct 16, 2026
- Size
- 4,099 bytes
- Repository stars
- 94
- 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
# AI Evals Toolkit (Reforge AI Evals course) > Open-source toolkit for evaluating AI agents and LLM features, by Sandhya Hegde and Justin Bauer of Calibre (calibrelabs.ai), built for the Reforge AI Evals course (https://www.reforge.com/courses/ai-evals). Covers LLM-as-a-judge prompt design, code-based evaluators, the User Input Grid (UIG) method for eval dataset coverage, judge alignment with human labels (TPR/TNR), AI PRD and eval rubric templates, and turning production failures into regression evals. Packaged as skills for AI coding agents (Claude Code, Codex, Cursor and others). Worked examples (Corner, Ledger, Mapper) show each method; the methods apply to any AI product. ## Methods (reusable for any AI product) Install in any coding agent with `npx skills add https://github.com/Calibre-Labs/reforge-ai-evals`, or as the `ai-evals` Claude Code plugin (`claude plugin marketplace add Calibre-Labs/reforge-ai-evals`, then `claude plugin install ai-evals@calibre-labs`). - [Eval guide skill](https://github.com/Calibre-Labs/reforge-ai-evals/blob/main/skills/eval-guide/SKILL.md): entry point that routes to the right eval skill …
Read the whole file at its exact version.
How to install
mdr add calibre-labs/reforge-ai-evals/llms.txt@sha256:483b9b88ea8a7aaeThe line at the top of this page pins the label git:20261028.6d7e49a, 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.
[](https://markdownregistry.com/a/art_2mnz2jnt24fzc5s3)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Oct 16, 2026 and Oct 28, 2026, about one every 3 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261028.6d7e49a latest | 2026-10-28 | 6d7e49a | 4,099 B | A | view · diff |
| git:20261028.67b9f56 | 2026-10-28 | 67b9f56 | 4,520 B | A | view · diff |
| git:20261019.1d63dc1 | 2026-10-19 | 1d63dc1 | 4,555 B | A | view · diff |
| git:20261016.ae0e492 | 2026-10-16 | ae0e492 | 4,306 B | A | view · diff |
| git:20261016.c78dbc2 | 2026-10-16 | c78dbc2 | 4,129 B | A | view |
Audit of the latest version
- pass: Size between 200 bytes and 200 KB (4099 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
calibre-labs/reforge-ai-evals · 94 stars · license MIT · pushed 2026-11-05 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_2mnz2jnt24fzc5s3 GET https://markdownregistry.com/api/v1/resolve?ref=calibre-labs/reforge-ai-evals/llms.txt GET https://markdownregistry.com/api/v1/blob/483b9b88ea8a7aaeef7867a168ba40f4f7b1568571b85022c6013b823cfd49f9
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 add an llms.txt file to a website · which agent file does what.
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