claudecodex

sentinel

Get a measured first answer to a computer-vision question with no Roboflow account, then keep an independent acceptance check and, on Claude Code, a spend gate beside the official Roboflow plugin.

5 on GitHubby Jirka Borovecv0.5.0Apache-2.0updated yesterdayDeveloper Tools
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Plugin sentinel from marketplace sentinel in Borda/vision-delivery. Commands read from the repo's manifest — yesterday.

This plugin runs code on your machine — its hooks fire automatically on events like tool use. The exact commands are listed below; read them before installing.

What it installs

Skills (15)

  • auth-setup

    Connect or troubleshoot Sentinel's URL-only Roboflow MCP sign-in. TRIGGER when: the user asks to connect Roboflow, sign in, authorize OAuth, configure the plugin, or diagnose unavailable/unauthorized Roboflow MCP tools; the user asks whether a Roboflow API key is required for plugin installation. SK

  • check-sentinel-setup

    Run an offline Sentinel package doctor and separate local installation defects from host enablement or Roboflow sign-in problems. TRIGGER when: the user asks to check, verify, diagnose, or troubleshoot a Sentinel plugin installation; run the setup doctor; find missing skills, packaged files, or Robo

  • classify-or-flag

    Produce one whole-image verdict: pass/fail, category, compliance, or anomaly. TRIGGER when: user asks whether an image is defective/compliant; to flag bad parts, classify product images, run image-level quality control, detect an anomaly, or build binary/multi-class classification. SKIP when: user a

  • decision-report

    Generate a portable stakeholder decision report for a CV deployment decision. TRIGGER when: user explicitly asks for a decision report, manager report, or stakeholder doc after a cost crossover has been computed; phrases: "write me a decision report", "generate a report for my manager", "I need a st

  • decompose-to-pipeline

    Decompose a complex vision-and-reasoning requirement into the cheapest measurable pipeline. TRIGGER when: user asks to monitor/alert, analyze footage over time, combine perception with aggregation/reporting, determine whether something is feasible to detect (including sensor limits or smoldering), o

  • deliver-cv-project

    Turn an independently evaluated CV model or pipeline into a verified delivery handoff without copying volatile platform recipes. TRIGGER when: user has a working model, Workflow, OCR pipeline, or tracker and asks to export it, run locally, integrate an app/camera/RTSP source, deploy, productionize,

  • detect-and-analyze

    Detect instances and analyze boxes, counts, crops, regions, or metadata. TRIGGER when: user asks to count/detect objects, report the number of defects, build a model that counts trucks, tally boxes/pallets on a conveyor, find workers lacking PPE, crop detections, extract an ROI, estimate box-relativ

  • estimate-economics

    Estimate CV annotation, training, deployment, and operations economics. TRIGGER when: user invokes `$estimate-economics` or `/sentinel:estimate-economics`, asks labeling/training cost, managed vs self-hosted, build-vs-buy, scale economics, deployment crossover, or selects managed-at-scale after a pa

  • read-text

    Extract structured text, numbers, labels, and codes from images and evaluate by character or field accuracy. TRIGGER when: user asks to read/scan a serial, part/date/lot number, label, license plate, meter, gauge, barcode, QR code, invoice, document, form field, or other image text. SKIP when: user

  • recognize-pose-or-gesture

    Build keypoint-based pose, gesture, action, ergonomics, posture, or fall analysis. TRIGGER when: user asks for body/hand pose, gestures, action recognition, skeletons, keypoints, joint angles, raised hands, bending, squats, falls, sign language, or posture compliance. SKIP when: user needs an exact

  • report-outcome

    Draft a redacted Sentinel outcome report from the project ledger and eval files, for the user to check and post themselves. TRIGGER when: the user asks to report how Sentinel went, give feedback, draft or file an outcome report, tell the maintainers what worked or what got in the way, share how the

  • segment-and-analyze

    Produce pixel-precise masks plus area, shape, perimeter, calibration, or physical measurements. TRIGGER when: user asks to segment/outline an object or defect; measure exact area, crack width, corrosion, lesion boundary, contours, millimeters, or calibrated dimensions; or quantify mask shape. SKIP w

  • solve-cv-task

    Turn a plain-language CV goal into the correct measurable build route. TRIGGER when: user asks to detect/count vehicles, read serial numbers, track people through zones, use a factory camera to catch mistakes, solve a CV problem from sample images, test feasibility, or build an end-to-end vision cap

  • status

    Show where a Sentinel CV project stands, read-only, from the project ledger and eval files: the delivery-loop step, the locked target, the last measured result and its verdict, any open action brief or call budget, and the one next action. TRIGGER when: the user asks where the project stands, for th

  • track-and-count

    Track identity across video and produce paths, dwell, crossings, zones, or linked counts. TRIGGER when: user asks to follow a person/vehicle/object across frames, track shoppers/forklifts, count entries/line crossings, ask how many vehicles crossed an intersection, analyze video with identity, measu

Subagents (2)

  • cv-problem-solver

    Computer-vision problem solver. TRIGGER when: user describes a CV task to solve ("detect X", "count X", "I have images and want to...", "CV problem", "computer vision for X", "build a model", "flag X in footage", "track X", "read text from X", "measure X in images"); intent is to build or evaluate a

  • economics-consultant

    Computer-vision economics consultant. TRIGGER when: user invokes `$estimate-economics` in Codex or `/sentinel:estimate-economics` in Claude Code, asks for annotation or labeling cost, training cost, managed vs self-hosted cost, build-vs-buy, scale economics, deployment crossover, or selected the "ma

MCP servers (1)

  • roboflow

    connects to: https://mcp.roboflow.com/mcp

Hooks (1)

  • PostToolUse

    node "${PLUGIN_ROOT}/hooks/cta.js"

View source on GitHub borda.github.io

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