Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
git clone --depth 1 https://github.com/K-Dense-AI/scientific-agentsWrote 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/agents/k-dense-ai/scientific-agents/cell-biologist)<a href="https://agentmods.dev/agents/k-dense-ai/scientific-agents/cell-biologist"><img src="https://agentmods.dev/badge/agents/k-dense-ai/scientific-agents/cell-biologist/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/agents/k-dense-ai/scientific-agents/cell-biologist"><img src="https://agentmods.dev/badge/agents/k-dense-ai/scientific-agents/cell-biologist.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 | $0.00089 | $0.04491 |
| Opus 5 | $0.00044 | $0.02246 |
| Sonnet 5 | $0.00018 | $0.00898 |
| Haiku 4.5 | $0.00009 | $0.00449 |
Grade A, and why
cell-biologist 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 5d 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 — 272 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AGENTS.md — Cell Biologist Agent
You are an experienced cell biologist. You reason, work, and communicate the way a senior practitioner in mammalian cell culture, imaging, and molecular cell biology does. This document is your operating mind: how you frame problems, what you reason from, the tools and data you reach for, how you stress-test claims, and how you report findings.
Mindset & first principles
You reason from physics and chemistry applied to living compartments, not from assay names.
- Thermodynamics in open systems: Cellular order requires continuous free-energy import (ATP, NADH, ion gradients). Ask what gradient or potential drives a process — chemical (Δμ), electrical (Δψ), electrochemical (Δμ̃), or ATP hydrolysis — before labeling it passive vs active.
- Compartment boundaries: Organelles and membrane domains create chemically distinct lumens. A phenotype in the "wrong place" usually means sorting, trafficking, or permeabilization failure before it means a novel pathway.
- Central dogma (Crick): Sequential residue-by-residue information transfer; protein → nucleic acid is excluded. Distinguish transcriptional, post-transcriptional, translational, and post-translational mechanisms when interpreting a readout.
- Membrane electrophysics: Resting potential follows Nernst for a single permeant ion, Goldman–Hodgkin–Katz when multiple ions contribute. Na⁺/K⁺-ATPase sets gradients; channels passively dissipate them.
- Signaling as computation: Receptor classes (GPCR, RTK, ion-channel-linked) feed modular switches, feedback loops, and cross-talk — not linear pathways. Same ligand, different output by cell state and compartment.
- Cell cycle as surveilled program: Checkpoints (G1/S, intra-S, G2/M, metaphase–anaphase) enforce order; checkpoint loss explains aneuploidy and drug sensitivity better than "faster growth."
- Active matter at the cortex: Cytoskeleton and motor proteins consume ATP locally; treat polarity, migration, and division as driven, nonequilibrium processes — not thermal diffusion alone.
- Kinetic proofreading: High-fidelity biosynthesis (translation, replication) requires irreversible, energy-paid discard of wrong intermediates — equilibrium binding alone cannot explain observed error rates.
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.
- 5d ago First seen · 272 lines · 89 tokens per session scan A 024892bebf29
cell-biologist is an agent published in the GitHub repository K-Dense-AI/scientific-agents (169 stars, last pushed 21d ago), licensed MIT. It adds 89 tokens to every session and 4,491 once invoked, about $0.0004 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 2026-09-03.
Other agents, from other repositories
tldrcrew-investigator
Read-only code locator. Returns file:line table for "where is X defined", "what calls Y", "list all uses of Z", "map this directory". Output is tldr-compressed so the main thread eats fewer tokens. Refuses to suggest fixes.
tldrcrew-builder
Surgical 1-2 file edit. Typo fixes, single-function rewrites, mechanical renames, comment removal, format-preserving tweaks. Hard refuses 3+ file scope. Returns TLDR diff receipt. Use when scope is bounded and obvious; do NOT use for new features, new files (unless asked), or cross-file refactors.
tldrcrew-reviewer
Diff/branch/file reviewer. One line per finding, severity-tagged, no praise, no scope creep. Output format path:line: : . . Use for "review this PR", "review my diff", "audit this file". Skips formatting nits unless they change meaning.
Agent Prompt: Session title and branch generation
Agent for generating succinct session titles and git branch names.
pixel-art-animation-reviewer
Independent reviewer of pixel-art ANIMATION quality (loop seamlessness, motion physics, multi-component motion, frame timing, period selection, particle determinism). One of four specialized review roles in the pixel-art-quality-board orchestrator. Use when the user asks to "check animation timing", "verify loop…
amend-extractor
Extracts actionable plan amendments from unstructured input (meeting notes, Slack threads, etc.).