tribe-v2-bci-applied SKILL.md skillA
tribe-v2-bci-applied from broomva/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add broomva/skills/tribe-v2-bci-applied@git:20260628.9edbf07Pins git:20260628.9edbf07 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- broomva/skills
- Path
skills/neuroscience/tribe-v2-bci-applied/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260628.9edbf07, committed Jun 28, 2026
- Size
- 19,067 bytes
- Repository stars
- 5
- License
- MIT
Applied BCI research and neuro-informed content optimization using Meta's TRIBE v2 brain encoder. Predicts neural responses to media, UI, and content without brain scanners — enabling stimulus optimization, attention ranking, and BCI groundwork research. Use when: (1) Predicting neural responses to video, audio, or text content, (2) Ranking content by predicted brain engagement (visual cortex, attention, emotion), (3) Optimizing stimuli to maximize activation in a target cortical region, (4)…
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
# TRIBE v2 Applied BCI Skill
Agentic skill for applied BCI research and neuro-informed content optimization — from predicting fMRI cortical responses to media without brain scanners, through stimulus optimization and attention ranking, to generating cortical priors for non-invasive BCI decoding research.
> **License constraint**: TRIBE v2 is CC BY-NC 4.0. This skill is for non-commercial research only. Commercial neuromarketing, advertising optimization, or audience profiling for profit requires a separate license from Meta. Read [references/ethics-privacy.md](references/ethics-privacy.md) before any applied use.
---
## Quick Start
### 1. Install TRIBE v2
```bash
# Python 3.11+ required
git clone https://github.com/facebookresearch/tribev2
cd tribev2
pip install -e .
```
### 2. Load Model and Run First Prediction
```python
from tribev2 import TribeModel
# Load model — downloads weights on first run (~several GB)
model = TribeModel.from_pretrained("facebook/tribev2", cache_folder="./cache")
# Build events dataframe from your stimulus
df = model.get_events_dataframe(video_path="path/to/video.mp4")
# Predict cortical responses
preds, segments = model.predict(events=df)
…Read the whole file at its exact version.
How to install
mdr add broomva/skills/tribe-v2-bci-applied@sha256:9f913ab6efea745aThe line at the top of this page pins the label git:20260628.9edbf07, 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_lua7iomh2x5cbsrr)
6 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Jun 28, 2026.
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 (19067 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
broomva/skills · 5 stars · license MIT · pushed 2026-11-07 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_lua7iomh2x5cbsrr GET https://markdownregistry.com/api/v1/resolve?ref=broomva/skills/tribe-v2-bci-applied GET https://markdownregistry.com/api/v1/blob/9f913ab6efea745a73f1c8b7996e350ee02d449c0396a44a1c7b03b7c9b92b96
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.