Borrowing it
Nothing to install: this file belongs to QuangThai/vision-bridge-mcp. 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/QuangThai/vision-bridge-mcp/main/AGENTS.mdgit clone --depth 1 https://github.com/QuangThai/vision-bridge-mcpWrote 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/quangthai/vision-bridge-mcp/agents-md)<a href="https://agentmods.dev/instructions/quangthai/vision-bridge-mcp/agents-md"><img src="https://agentmods.dev/badge/instructions/quangthai/vision-bridge-mcp/agents-md.svg" alt="Measured on agentmods" 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 | $0.00818 | $0.00818 |
| Opus 5 | $0.00409 | $0.00409 |
| Sonnet 5 | $0.00164 | $0.00164 |
| Haiku 4.5 | $0.00082 | $0.00082 |
Grade A, and why
vision-bridge-mcp 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 7d 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 — 73 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Agent Instructions for Atlas Vision MCP
Project Overview
Atlas Vision MCP is an MCP vision bridge for text-only coding agents. It reads local images, calls a dedicated vision provider (OpenAI-compatible), and returns markdown + structured JSON evidence.
- Stack: TypeScript, Node.js ≥ 20, pnpm, MCP SDK (stdio), zod, sharp, vitest, tsup, biome
- CLI entrypoint:
npx atlas-vision-mcp(oratlas-vision doctor,analyze,ocr,compare,serve) - 11 MCP tools:
should_use_atlas_vision,analyze_image,ocr_image,analyze_clipboard,ocr_clipboard,diagnose_clipboard,analyze_ui_screenshot,analyze_ui_clipboard,compare_images,extract_region,analyze_image_batch - Code:
src/(cli, config, extraction, image, providers, security, tools) - Tests:
tests/— runpnpm vitest runfor current count
Quick Checks
pnpm test # run all tests (vitest)
pnpm typecheck # tsc --noEmit
pnpm lint # biome check
pnpm build # tsup bundle
What's Next
The project roadmap lives at docs/product/roadmap.md — see what's planned for
future phases. To propose improvements or report friction, see
docs/IMPROVEMENT_PROTOCOL.md. Open backlog items are listed in
docs/HARNESS_BACKLOG.md or via harness-cli query backlog --open.
Git & Harness
- This repo uses git. Always check
git status --shortbefore starting work. - The harness DB is at
harness.db(.gitignored). Initialize withscripts/bin/harness-cli initif missing. - After completing a task, record a trace with
harness-cli record traceto capture outcomes and friction for future agents.
Registered Tools (harness)
These tools are registered in the harness DB and can be looked up by capability:
| Capability | Tool | Command |
|---|---|---|
build |
pnpm | pnpm |
test-runner |
vitest | pnpm vitest |
lint |
biome | pnpm biome |
typecheck |
typescript | pnpm tsc |
bundler |
tsup | pnpm tsup |
Run harness-cli query tools --capability <name> --status present to check availability before a workflow step.
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.
- 7d ago First seen · 73 lines · 818 tokens per session scan A 6d02d0c5d682
vision-bridge-mcp AGENTS.md is an instructions file published in the GitHub repository QuangThai/vision-bridge-mcp (10 stars, last pushed 21d ago), licensed MIT. It adds 818 tokens to every session, about $0.0041 per session on Opus 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 2026-08-31.
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