recognize-pose-or-gesture

recognize-pose-or-gesture is a skill for Claude Code from Borda/vision-delivery. It costs 158 tokens per session (1,140 once invoked), scanned A, original, Apache-2.0.

A pose and gesture analysis workflow that uses body or hand keypoints, which are marked joints or landmarks, across images or video. It can support posture, movement, ergonomics, and fall decisions.

In plain words
What is it for?
Use it for skeletons, gestures, sign language, action recognition, joint-angle measurements, raised hands, bending, squats, falls, and posture compliance.
Why use it?
It measures pose, identity across frames, and business rules as separate stages, making the source of an incorrect safety or activity decision clearer.

Skill for Claude Code

Written for Claude Code: allowed-tools in frontmatter. Also seen: names the AskUserQuestion tool.

Part of the sentinel plugin — 13 skills, 2 agents, 1 hook, 1 MCP server shipped together

Good fit Use it for skeletons, gestures, sign language, action recognition, joint-angle measurements, raised hands, bending, squats, falls, and posture compliance.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/borda/vision-delivery/recognize-pose-or-gesture
Install

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.

Any agent
npx skills add Borda/vision-delivery --skill recognize-pose-or-gesture
Clone the repo
git clone --depth 1 https://github.com/Borda/vision-delivery

Made for: Claude Code.

Or install sentinel, the plugin that ships this one along with the rest of its 13 skills, 2 agents, 1 hook, 1 MCP server.

Wrote 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.

agentmods badge for recognize-pose-or-gesture

README.md
[![agentmods](https://agentmods.dev/badge/skills/borda/vision-delivery/recognize-pose-or-gesture/github.svg)](https://agentmods.dev/skills/borda/vision-delivery/recognize-pose-or-gesture)
Your own site
<a href="https://agentmods.dev/skills/borda/vision-delivery/recognize-pose-or-gesture"><img src="https://agentmods.dev/badge/skills/borda/vision-delivery/recognize-pose-or-gesture/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.

agentmods 80×15 button for recognize-pose-or-gesture

Your own site · 80×15
<a href="https://agentmods.dev/skills/borda/vision-delivery/recognize-pose-or-gesture"><img src="https://agentmods.dev/badge/skills/borda/vision-delivery/recognize-pose-or-gesture.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 158 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,140 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00158 $0.01140
Opus 5 $0.00079 $0.00570
Sonnet 5 $0.00032 $0.00228
Haiku 4.5 $0.00016 $0.00114

Measured 9d ago against content hash 0b7c0584170f, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-09, from the pricing page.

Security

Grade A, and why

recognize-pose-or-gesture 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 9d 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.

claude-skills/recognize-pose-or-gesture/SKILL.md · 95 lines

How it starts

The opening of the file, as written. The whole thing — 95 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Turn keypoints or temporal keypoint sequences into a pose/gesture decision that clears independent acceptance. Keep pose estimation, identity association, and business-rule classification as separately measured stages.

Platform execution boundary. Read ../../resources/roboflow-platform-lookup.md before any provider-specific search, dataset, training, inference, workflow, or deployment action. Use installed official Roboflow skills or current MCP resources only for read-only discovery and sourced action-brief inputs; never invoke provider execution. Do not freeze model families, IDs, or platform recipes in Sentinel.

Follow ../../resources/fde-methodology.md; apply these keypoint-specific rules.

1. Define the action and time window

Inspect footage, annotations, rules, code, and camera placement. Clarify whether the output is a per-frame posture, a hand/body gesture, a timed action, an ergonomics measurement, or a safety alert. Ask:

  • Which joints/keypoints and time window determine the action?
  • Must identity persist across frames?
  • Which error is worse for the operator: a miss or false alert?

If the task only needs identity/path/dwell, route to track-and-count. Per-person PPE without a keypoint requirement routes to detect-and-analyze.

Freeze the evidence gate:

Acceptance ID: <session/revision>
Business decision: <alert/action enabled by pose or gesture>
Gold set: <independent keypoints/events, subject/site split, adjudicator>
Primary metric and threshold: <keypoint quality/event recall/F1/angle error>
Secondary guardrails: <false alerts/hour, latency, subject/site floors>
Frozen before baseline: <timestamp and confirmation>
Baseline result (diagnostic only): <not run yet>

2. Freeze the keypoint contract

Record keypoint names/order, coordinate convention, confidence/missing-point semantics, left/right definition, person association, frame timestamps, and rule thresholds. For temporal events, define start/end, minimum duration, cooldown, and partial-visibility behavior before evaluation.

Read the full file on GitHub · 95 lines

Changes

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.

  1. 9d ago First seen · 95 lines · 158 tokens per session scan A 0b7c0584170f

Subscribe to this mod's changes

recognize-pose-or-gesture is a skill published in the GitHub repository Borda/vision-delivery (4 stars, last pushed 29d ago), licensed Apache-2.0. It adds 158 tokens to every session and 1,140 once invoked, about $0.0008 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 2026-08-31.

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