flowio SKILL.md skillA
flowio 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.
mdr add k-dense-ai/scientific-agent-skills/flowio@v2.3Pins v2.3 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/flowio/SKILL.md- Versions recorded
- 7
- Latest version
- v2.3, committed Oct 1, 2026
- First version recorded
- May 27, 2026
- Size
- 13,532 bytes
- Repository stars
- 56,497
- License
- MIT
Reads, inspects, and writes Flow Cytometry Standard (FCS) 2.0, 3.0, and 3.1 files with FlowIO. Use for low-level FCS metadata and channel inspection, NumPy event extraction, multi-dataset files, table export, and FCS 3.1 creation; use FlowKit for compensation, cytometry transforms, gating, or FlowJo workspaces.
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
# FlowIO ## Purpose Use FlowIO as a lightweight, low-level reader and writer for Flow Cytometry Standard files. Examples in this skill target **FlowIO 1.4.0**, the current stable release verified on 2026-09-30. Standalone FlowIO checks used Python 3.13, NumPy 2.5.3, and pandas 3.0.6. FlowIO is appropriate for: - Reading FCS 2.0, 3.0, and 3.1 files - Inspecting HEADER, TEXT, ANALYSIS, and channel metadata - Retrieving event data as a two-dimensional NumPy array - Reading legacy files that contain multiple datasets - Writing list-mode, single-precision FCS 3.1 files - Preparing data for pandas, machine-learning, or downstream cytometry tools FlowIO does **not** perform compensation, logicle/biexponential transforms, gating, clustering, or FlowJo workspace processing. Use FlowKit or another analysis package for those tasks. ## Install Create or activate a Python environment, then install the verified release: ```bash uv pip install "flowio==1.4.0" ``` Confirm the runtime version: ```bash uv run python -c "import flowio; print(flowio.__version__)" ``` FlowIO 1.4.0 supports Python 3.9 through 3.13 and depends on NumPy. ## Operating Workflow …
Read the whole file at its exact version.
How to install
mdr add k-dense-ai/scientific-agent-skills/flowio@sha256:24247696d4e9455fThe line at the top of this page pins the label v2.3, 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.
[](https://markdownregistry.com/a/art_3jjexfdm7edylcgh)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 7 versions of this file, between May 27, 2026 and Oct 1, 2026, about one every 21 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v2.3 latest | 2026-10-01 | a92663a | 13,532 B | A | view · diff |
| v2.2 | 2026-09-30 | ce9e6e9 | 12,455 B | A | view · diff |
| v2.1 | 2026-09-02 | 1e5eeff | 11,915 B | A | view · diff |
| v2.0 | 2026-07-26 | b085e11 | 10,957 B | A | view · diff |
| git:20260723.53c5897 | 2026-07-23 | 53c5897 | 10,974 B | A | view · diff |
| git:20260611.1b8fae3 | 2026-06-11 | 1b8fae3 | 16,792 B | A | view · diff |
| v1.0 | 2026-05-27 | 0936740 | 16,787 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (13532 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
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_3jjexfdm7edylcgh GET https://markdownregistry.com/api/v1/resolve?ref=k-dense-ai/scientific-agent-skills/flowio GET https://markdownregistry.com/api/v1/blob/24247696d4e9455f4b5509b7bee1856c251fa59181d80aa8de22d54ecd685b62
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.
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