Borrowing it
Nothing to install: this file belongs to rm2thaddeus/Pixel_Detective. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/rm2thaddeus/Pixel_Detective/main/AGENTS.mdgit clone --depth 1 https://github.com/rm2thaddeus/Pixel_DetectiveWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/instructions/rm2thaddeus/pixel_detective/agents-md)<a href="https://agentmods.dev/instructions/rm2thaddeus/pixel_detective/agents-md"><img src="https://agentmods.dev/badge/instructions/rm2thaddeus/pixel_detective/agents-md/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/instructions/rm2thaddeus/pixel_detective/agents-md"><img src="https://agentmods.dev/badge/instructions/rm2thaddeus/pixel_detective/agents-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.03292 | $0.03292 |
| Opus 5.5 | $0.01317 | $0.01317 |
| Sonnet 5.5 | $0.00658 | $0.00658 |
| Haiku 4.5 | $0.00329 | $0.00329 |
Grade A, and why
Pixel_Detective AGENTS.md scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 367 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AI Agent Guidelines - Pixel Detective Project
🎯 Overview
This document provides comprehensive guidelines for AI agents working on the Pixel Detective project, which consists of two production-ready applications:
- Pixel Detective - AI-powered media search engine
- Dev Graph - Temporal knowledge graph for code evolution
Key Principle: This entire codebase was built through AI-assisted development. Every change should maintain this philosophy and code quality standards.
📋 Quick Navigation Guide
This root-level AGENTS.md serves as a navigation hub. For detailed development guidelines, consult the appropriate subdirectory documentation:
🎨 Pixel Detective (Media Search)
When working on: Media search, image ingestion, CLIP/BLIP models, vector search, UMAP visualization
Primary Documentation:
backend/AGENTS.md- Backend service development (Ingestion, ML Inference, GPU-UMAP)frontend/AGENTS.md- Frontend development (Next.js, React, Chakra UI)backend/ARCHITECTURE.md- Backend system designfrontend/ARCHITECTURE.md- Frontend architecture
Quick Reference:
- Backend services: 3 FastAPI microservices (ports 8001, 8002, 8003)
- Frontend: Next.js 14 with App Router (port 3000)
- Database: Qdrant vector database (port 6333)
- AI Models: CLIP (embeddings), BLIP (captions), RAPIDS cuML (UMAP)
🗺️ Dev Graph (Code Knowledge Graph)
When working on: Git history ingestion, knowledge graph, Neo4j, code symbol extraction, relationship derivation
Primary Documentation:
developer_graph/AGENTS.md- Dev Graph module developmentdeveloper_graph/architecture.md- System architecture and data modeldeveloper_graph/routes/AGENTS.md- API route handlersdev_graph_audit/AGENTS.md- Data quality and auditing
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 2mo ago First seen · 367 lines · 3,292 tokens per session scan A 3ee5c0d9733f
Pixel_Detective AGENTS.md is an instructions file published in the GitHub repository rm2thaddeus/Pixel_Detective (21 stars, last pushed 9mo ago), licensed MIT. It adds 3,292 tokens to every session, about $0.0132 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
Pixel_Detective AGENTS.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| Pixel_Detective AGENTS.mdrm2thaddeus/Pixel_Detective | Instructions file | 21 | 9mo ago | MIT | A | 3,292 | Codex, OpenCode |
| vscode buildNext.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 9,719 | GitHub Copilot |
| vscode oss-third-party-notices.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 5,516 | GitHub Copilot |
| next.js AGENTS.mdvercel/next.js | Instructions file | 143k | today | MIT | A | 7,461 | Codex, OpenCode |
| langchain AGENTS.mdlangchain-ai/langchain | Instructions file | 149k | today | MIT | A | 4,680 | Codex, OpenCode |
| vscode copilot-instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 3,093 | GitHub Copilot |
| vscode model-prompts.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 2,022 | GitHub Copilot |