Borrowing it
Nothing to install: this file belongs to soo-jeongkim/co-pymol. 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/soo-jeongkim/co-pymol/main/AGENTS.mdgit clone --depth 1 https://github.com/soo-jeongkim/co-pymolWrote 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/soo-jeongkim/co-pymol/agents-md)<a href="https://agentmods.dev/instructions/soo-jeongkim/co-pymol/agents-md"><img src="https://agentmods.dev/badge/instructions/soo-jeongkim/co-pymol/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/soo-jeongkim/co-pymol/agents-md"><img src="https://agentmods.dev/badge/instructions/soo-jeongkim/co-pymol/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 | $0.03921 | $0.03921 |
| Opus 5 | $0.01961 | $0.01961 |
| Sonnet 5 | $0.00784 | $0.00784 |
| Haiku 4.5 | $0.00392 | $0.00392 |
Grade A, and why
co-pymol AGENTS.md scanned grade A with 1 finding 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 11d 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.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
curl -sN --max-time 2 http://127.0.0.1:8766/sse 2>/dev/null \ How it starts
The opening of the file, as written. The whole thing — 277 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AGENTS.md
Instructions for coding agents (Claude Code, Codex, Cursor, etc.) working with co-pymol.
What co-pymol is: a PyMOL plugin that starts an MCP server inside PyMOL's own Python process, exposing the pymol.cmd API (plus a gemmi-backed metrics layer for pLDDT/ipTM/pTM/PAE) as tools. Once installed, an MCP client like Codex, Claude Code, or Cursor can drive PyMOL in natural language.
Two scenarios — jump to whichever fits:
- You're editing this repo → see §1 Working on this repo.
- You're helping a user install co-pymol on their machine → see §2 Installing co-pymol on a user's machine.
1. Working on this repo
Architecture
- Plugin runs inside PyMOL's process. On startup (
__init_plugin__), an MCP server launches in a daemon background thread on port 8766. - MCP server (
src/co_pymol/server.py) exposes PyMOL'scmdmodule as MCP tools athttp://localhost:8766/sse. MCP clients normally launch the bundled stdio proxy, which forwards to that endpoint and survives PyMOL restarts. - Metrics (
src/co_pymol/core/metrics.py) uses gemmi for structure metadata extraction — not PyMOL. This keeps metric parsing clean and avoids polluting PyMOL's object state. Reads PAE/ipTM/pTM from_ma_qa_metric_*categories in mmCIF first, falls back to sibling JSON. - Triage (
src/co_pymol/core/triage.py) manages navigation/flagging state for reviewing batches of structures (mobile eval workflow).
Layers
The package uses a src-layout: it lives at src/co_pymol/. Inside it:
- package root (
__init__.py,cli.py,server.py) — entry points;constants.pyholds shared constants (port, palette, etc.);instructions.pyloadsMCP_INSTRUCTIONSfrom the siblinginstructions.md. No domain logic. core/— domain logic + state, no MCP:session.py(per-session state),metrics.pyandtriage.py(pure, no PyMOL).triage_view.pyis the one exception — it drives PyMOL to render a focused structure (triage_render); the pure triage state stays intriage.py.sessiondepends onmetrics/triage.utils/pymol/— cross-cutting PyMOL primitives:helper.py(ensure_pymol,pymol_lock) andrender.py(render_image,apply_plddt_palette).tools/— thin MCP wrappers, oneregister_*_tools(mcp)per file; no logic beyond marshalling tocore/andutils/.
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.
- 11d ago First seen · 277 lines · 3,921 tokens per session scan A 48b402f357be
co-pymol AGENTS.md is an instructions file published in the GitHub repository soo-jeongkim/co-pymol (44 stars, last pushed 22d ago), licensed MIT. It adds 3,921 tokens to every session, about $0.0196 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
Other instructions, from other repositories
next.js AGENTS.md
AGENTS.md instructions for vercel/next.js, covering next.js development guide, codebase structure, monorepo overview, core package: packages/next and other important packages.
codex AGENTS.md
AGENTS.md instructions for openai/codex, covering rust/codex-rs, the codex-core crate, code review rules, crate api surface and model visible context.
vscode buildNext.instructions.md
Working notes and architecture documentation for the new esbuild-based build system in build/next. Use when making changes to the new build pipeline (transpile/bundle commands, NLS plugin, source-map handling, resource copying, or self-hosting watch tasks).
spec-kit AGENTS.md
AGENTS.md instructions for github/spec-kit, covering agents.md, about spec kit and specify, quickstart — add a new integration in 5 steps, integration architecture and integrationmanifest — file tracking.
vscode oss-third-party-notices.instructions.md
Instructions for microsoft/vscode, covering vs code oss third-party-notices pipeline, architecture, pipeline flow in ci, applying the notice (cutover) and fallback chain (never fail the build).
langchain AGENTS.md
AGENTS.md instructions for langchain-ai/langchain, covering global development guidelines for the langchain monorepo, corridor security analysis, project architecture and context, monorepo structure and development tools & commands.