tamarind SKILL.md skillA

tamarind from k-dense-ai/scientific-agent-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add k-dense-ai/scientific-agent-skills/tamarind@v1.3

Pins v1.3 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
k-dense-ai/scientific-agent-skills
Path
skills/tamarind/SKILL.md
Versions recorded
6
Latest version
v1.3, committed Oct 1, 2026
First version recorded
Jun 24, 2026
Size
13,759 bytes
Repository stars
56,497
License
MIT

Provides access to a collection of open-source molecular design and structural biology tools on the Tamarind Bio platform, via its REST API or MCP server — no local GPUs required. Tamarind bundles popular open-source models for structure prediction (AlphaFold, Boltz, Chai, ESMFold), protein, binder, and de novo design (RFdiffusion, ProteinMPNN, BoltzGen), antibody and nanobody design and developability, protein-ligand docking (DiffDock, Autodock Vina), binding-affinity prediction, MSA…

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

# Tamarind Bio

Tamarind runs molecular-design and structural-biology tools on managed compute:
structure prediction, protein and antibody design, docking, binding-affinity
prediction, MSA generation, and molecular dynamics. Use it when the user requests
Tamarind, its REST API/MCP server, or cloud execution of these scientific tools.
For local sequence processing or molecular descriptors, use a local library.

## Sources and review scope

The REST contracts and public catalog were reviewed on **2026-09-30**. Examples are
illustrative until validated against the user's account; this review did not run
authenticated jobs or establish scientific accuracy for any model.

- [API index](https://app.tamarind.bio/llms.txt) and
  [complete guide](https://app.tamarind.bio/llms-full.txt).
- [Current OpenAPI](https://app.tamarind.bio/api/openapi.json) includes discovery,
  validation, jobs, files, and newer pipeline/custom-tool surfaces.
  [openapi.yaml](https://app.tamarind.bio/openapi.yaml) is also available. Check that
  needed paths exist: the merged spec can return HTTP 200 with only its classic
  surface when the backend spec cannot be fetched.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add k-dense-ai/scientific-agent-skills/tamarind@sha256:aa9bb0aa10acefa5

The line at the top of this page pins the label v1.3, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_pycznwqtw35kp2jc.svg)](https://markdownregistry.com/a/art_pycznwqtw35kp2jc)

4 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 6 versions of this file, between Jun 24, 2026 and Oct 1, 2026, about one every 20 days.

versioncommittedcommitsizeaudit
v1.3 latest2026-10-01 a92663a 13,759 BA view · diff
v1.22026-09-30 ce9e6e9 26,123 BA view · diff
v1.12026-07-31 4226ca8 25,676 BA view · diff
v1.02026-07-31 bd99c01 25,676 BA view · diff
v1.02026-07-26 b085e11 25,673 BA view · diff
git:20260624.1cb3b1a2026-06-24 1cb3b1a 25,848 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (13759 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

GitHub

k-dense-ai/scientific-agent-skills · 56,497 stars · license MIT · pushed 2026-11-02 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_pycznwqtw35kp2jc
GET https://markdownregistry.com/api/v1/resolve?ref=k-dense-ai/scientific-agent-skills/tamarind
GET https://markdownregistry.com/api/v1/blob/aa9bb0aa10acefa52621acd9ba06604997ed2f3d20533359f47d4b24dfdc9494

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: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

More from k-dense-ai/scientific-agent-skills

AGENTS.md AGENTS.md file
k-dense-ai/scientific-agent-skills · AGENTS.md
git:20261001.f7a50ed · audit A · 56,497 stars
13c-metabolic-flux SKILL.md skill
k-dense-ai/scientific-agent-skills · skills/13c-metabolic-flux/SKILL.md · Estimates intracellular metabolic fluxes from steady-state carbon-13 isotope-tracing measurements using validated atom…
v1.2 · audit A · 56,497 stars
adaptyv SKILL.md skill
k-dense-ai/scientific-agent-skills · skills/adaptyv/SKILL.md · Uses the Adaptyv Bio Foundry API and Python SDK to design protein characterization experiments, estimate costs, submit…
v1.5 · audit A · 56,497 stars
aeon SKILL.md skill
k-dense-ai/scientific-agent-skills · skills/aeon/SKILL.md · This skill should be used for time series machine learning tasks including classification, regression, clustering…
v1.3 · audit A · 56,497 stars
alphagenome SKILL.md skill
k-dense-ai/scientific-agent-skills · skills/alphagenome/SKILL.md · Looks up precomputed AlphaGenome Atlas effects for any GRCh38 single-nucleotide variant (AVI score with Phred and 18…
v1.2 · audit A · 56,497 stars
analytical-method-validation SKILL.md skill
k-dense-ai/scientific-agent-skills · skills/analytical-method-validation/SKILL.md · Plans, executes, and documents validation, verification, and transfer of analytical procedures under the governing…
v2.0 · audit A · 56,497 stars
anndata SKILL.md skill
k-dense-ai/scientific-agent-skills · skills/anndata/SKILL.md · Handles annotated matrices in single-cell analysis, .h5ad and Zarr files, and integration with the scverse ecosystem…
v1.4 · audit A · 56,497 stars
arbor SKILL.md skill
k-dense-ai/scientific-agent-skills · skills/arbor/SKILL.md · Applies Arbor Hypothesis Tree Refinement to research artifacts with repeatable evaluators, including model training…
v1.6 · audit A · 56,497 stars
arboreto SKILL.md skill
k-dense-ai/scientific-agent-skills · skills/arboreto/SKILL.md · Infers candidate gene regulatory networks from bulk or single-cell expression data using AertsLab Arboreto GRNBoost2…
v1.3 · audit A · 56,497 stars
astropy SKILL.md skill
k-dense-ai/scientific-agent-skills · skills/astropy/SKILL.md · Core Python library for astronomy and astrophysics workflows that need Astropy APIs, including units/quantities…
v1.5 · audit A · 56,497 stars
autoskill SKILL.md skill
k-dense-ai/scientific-agent-skills · skills/autoskill/SKILL.md · Analyzes user-requested Screenpipe history windows to detect repeated research workflows, match existing scientific…
v1.6 · audit A · 56,497 stars
benchling-integration SKILL.md skill
k-dense-ai/scientific-agent-skills · skills/benchling-integration/SKILL.md · Benchling Python SDK and REST API integration for registry entities, inventory, ELN entries, workflows, Benchling Apps…
v1.7 · audit A · 56,497 stars

Every file in k-dense-ai/scientific-agent-skills

Browse by kind, by grade A, or by owner.