AGENTS.mdA
AGENTS.md from liustack/modlens is an AGENTS.md file: the standing instructions coding agents read in that repo.
mdr add liustack/modlens/AGENTS.md@git:20260822.30d0abbPins git:20260822.30d0abb in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 14 of 14 checks passed
- Kind
- AGENTS.md file
- Repository
- liustack/modlens
- Path
AGENTS.md- Versions recorded
- 5
- Latest version
- git:20260822.30d0abb, committed Aug 22, 2026
- First version recorded
- Aug 12, 2026
- Size
- 7,516 bytes
- Repository stars
- 4,782
- 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
# Project Overview (for AI Agent) ## Goal Provide the `modlens` CLI tool that converts image sources (local path or remote URL) into structured text evidence for non-vision LLM workflows. ## Scope The contract: an image the user hands over is read once, and that read leaves text later turns can quote. The image is in the conversation because the user pasted it, dropped a path, or gave a URL. Do not add: - a camera, screenshot capture, or hotkeys - CDP, or holding a browser session - computer-use (screen plus keyboard and mouse) - a pixel toolbox (grounding, crop, pixel-diff, reconstructing a UI) - bounding boxes or confidence scores (dropped from the schema on purpose) Visual parsing is the only job. Web search and page fetching live in `modsearch`. ## Technical Approach - **Six vision providers behind one interface** (`src/providers/index.ts`). Subprocess providers implement `buildInvocation` + `parseOutput` (antigravity-cli, claude-cli, kimi-cli); in-process API providers implement `execute` (gemini-api, openai, anthropic). `antigravity-cli` is the zero-config default, and `kimi-cli` runs only when named, since it spends a subscription. …
Read the whole file at its exact version.
How to install
mdr add liustack/modlens/AGENTS.md@sha256:6ee3be1fda80e837The line at the top of this page pins the label git:20260822.30d0abb, 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_wjl7lzyke5whzy5h)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Aug 12, 2026 and Aug 22, 2026, about one every 2 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260822.30d0abb latest | 2026-08-22 | 30d0abb | 7,516 B | A | view · diff |
| git:20260821.b88b609 | 2026-08-21 | b88b609 | 7,250 B | A | view · diff |
| git:20260816.8645475 | 2026-08-16 | 8645475 | 6,673 B | A | view · diff |
| git:20260816.7b94bdc | 2026-08-16 | 7b94bdc | 6,615 B | A | view · diff |
| git:20260812.7b5639e | 2026-08-12 | 7b5639e | 6,127 B | A | view |
Audit of the latest version
- pass: Size between 200 bytes and 200 KB (7516 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
liustack/modlens · 4,782 stars · license MIT · pushed 2026-10-23 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_wjl7lzyke5whzy5h GET https://markdownregistry.com/api/v1/resolve?ref=liustack/modlens/AGENTS.md GET https://markdownregistry.com/api/v1/blob/6ee3be1fda80e8377a51742d8162598c49de8793e541338d9b2fd47cba5b90e9
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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