Skill Claude CodeCodex
Prepare release communication and check readiness. Main mode: notes with optional flags --changelog, --summary, --migration, --append (incremental: reruns the full pipeline scoped to newly-landed commits, integrating results into existing DRAFT.md/CHANGELOG.md/SUMMARY.md/MIGRATION.md instead of full regenerate …
Skill Claude CodeCodex
OSS maintainer fast-close workflow for GitHub PRs. Three phases: (1) PR intelligence — reads full thread, linked issues, PR body to synthesize contribution motivation and classify every comment into action items; (2) conflict resolution — checks out PR branch (fork-aware via gh pr checkout), merges BASE into it…
Plugin Claude Code
Reviewable ML research: literature, planning, methodology review, bounded runs, sweeps, verification, ablations, retrospectives, Kaggle, and setup.
Agent
Data lifecycle specialist — dataset acquisition, DVC versioning, split audits, leakage detection, DataLoader config. Manual invocation only — no research skill auto-dispatches this agent. Delegates scraping to foundry:web-explorer. NOT for ML experiment design (research:scientist), DataLoader throughput…
Agent
AI/ML researcher — paper analysis, hypothesis generation, experiment design. ONLY for named research paper/hypothesis/experiment. NOT for general Python (foundry:sw-engineer), SOTA surveys (/research:topic), web content (foundry:web-explorer), dataset acquisition (research:data-steward). TRIGGER: implementing from…
Skill Claude CodeCodex
Systematic ablation study runner. After research:run finds improvements, fortify identifies component candidates from git diff + diary, creates isolated git worktrees per ablation (main repo never modified), runs metric+guard in each worktree, ranks component importance, and optionally generates reviewer Q&A…
Skill Claude CodeCodex
Research-supervisor review of program.md — validates experimental methodology (hypothesis clarity, measurement validity, control adequacy, scope, strategy fit), emits APPROVED / NEEDS-REVISION / BLOCKED verdict before expensive run loop.
Skill Claude CodeCodex
Generate a Kaggle competition notebook as a Jupytext # %% Python script following the user's established ML research style: PTL for DNN training, best-fit tool selection, EDA→Baseline→Train→Inference pipeline with per-stage lens cells, small single-purpose cells each carrying a why. Grounds data schema and submission…
Skill Claude CodeCodex
Post-run retrospective: reads .experiments/ JSONL, computes Wilcoxon significance, detects dead iterations, flags suspicious jumps, generates next-hypothesis queue for --hypothesis flag.
Skill Claude CodeCodex
Sustained metric-improvement loop with atomic commits, auto-rollback, and experiment logging. Iterates with specialist agents, commits atomically, auto-rolls back on regression. Accepts a program.md file path. Supports --resume, --team, --colab, --codex, --researcher, --architect, --journal, --hypothesis.
Skill Claude CodeCodex
Non-interactive end-to-end pipeline — auto-configure program.md (accept defaults), run judge+refine loop (up to 3 iterations), then run the campaign. Single command from goal to result.
Skill Claude CodeCodex
Research State of the Art (SOTA) literature for an Artificial Intelligence / Machine Learning (AI/ML) topic, method, or architecture. Finds relevant papers, builds a comparison table, recommends the best implementation strategy for the current codebase, and optionally produces a phased implementation plan mapped to…
Skill Claude CodeCodex
Paper-vs-code consistency audit. After research:scientist implements a method from a paper, verify the implementation matches paper claims across five dimensions — formula matching [F], hyperparameter parity [H], eval protocol [E], notation consistency [N], and citation chain [C]. Reads paper (PDF path / arXiv URL /…
Plugin Claude Code
Install Sentinel's business-first computer vision delivery copilot.
Plugin Claude Code
Business-first computer vision delivery guide for Claude Code and Codex. Turn an operational goal into a scoped proof plan, verified evidence, costs, and a decision.
MCP server Claude CodeCodexCursor +2
MCP server "roboflow", hosted remotely at mcp.roboflow.com, as configured in Borda/vision-delivery.
Agent
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 CV capability.…
Agent
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 "managed at scale" /…
Skill Claude CodeCodex
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. SKIP when: Roboflow…
Skill Claude CodeCodex
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 Roboflow tools; or…
Skill Claude CodeCodex
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 asks how many…
Skill Claude CodeCodex
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 stakeholder doc"…
Skill Claude CodeCodex
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), or replace repeated…
Skill Claude CodeCodex
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, monitor drift, add…