47 instruction files for AI agents, collected from understudylabs/orchestra-agent-tools. Install any of them at an exact version with mdr add understudylabs/orchestra-agent-tools/<name>.
AGENTS.md AGENTS.md file
understudylabs/orchestra-agent-tools · AGENTS.md
git:20261028.6ac516b · audit A · 19 stars
CLAUDE.md CLAUDE.md file
understudylabs/orchestra-agent-tools · CLAUDE.md
git:20261028.6771875 · audit A · 19 stars
git:20260720.0c3a327 · audit A · 19 stars
git:20260720.0c3a327 · audit B · 19 stars
audit-verifier-reliability SKILL.md skill
understudylabs/orchestra-agent-tools · skills/audit-verifier-reliability/SKILL.md · Use when deciding whether a verifier reward is trustworthy for optimization.
git:20261020.17ad730 · audit A · 19 stars
calibrate-difficulty SKILL.md skill
understudylabs/orchestra-agent-tools · skills/calibrate-difficulty/SKILL.md · Measure per-band model headroom from a local, source-bound run artifact before investing in training.
git:20261020.17ad730 · audit A · 19 stars
capture-evidence SKILL.md skill
understudylabs/orchestra-agent-tools · skills/capture-evidence/SKILL.md · Use when a developer wants to build an eval from their real LLM app before changing anything — "measure how my app is…
git:20261027.533318e · audit A · 19 stars
check-routing-health SKILL.md skill
understudylabs/orchestra-agent-tools · skills/check-routing-health/SKILL.md · Use when a developer asks "is Orchestra causing my errors", "which workloads are routed", "is my routing config…
git:20261027.533318e · audit A · 19 stars
compare-model-sweep SKILL.md skill
understudylabs/orchestra-agent-tools · skills/compare-model-sweep/SKILL.md · Use when a developer wants to compare candidate models — any mix of local, gateway, or frontier — on the same eval and…
git:20261027.533318e · audit A · 19 stars
compare-trajectories SKILL.md skill
understudylabs/orchestra-agent-tools · skills/compare-trajectories/SKILL.md · Use when you need to know HOW two model runs differ behaviorally on the same tasks, not just THAT one scores higher —…
git:20260719.1185398 · audit A · 19 stars
curate-trajectories SKILL.md skill
understudylabs/orchestra-agent-tools · skills/curate-trajectories/SKILL.md · Use to turn loose per-task trajectory JSONs (a Lilac export or local rollout corpus) into a queryable…
git:20260609.050d8ac · audit A · 19 stars
design-simulated-environment SKILL.md skill
understudylabs/orchestra-agent-tools · skills/design-simulated-environment/SKILL.md · Use to build a simulated, seeded environment (AutomationBench / verifiers style) so any model can run a captured…
git:20261027.533318e · audit A · 19 stars
deslop SKILL.md skill
understudylabs/orchestra-agent-tools · skills/deslop/SKILL.md · Use when a user asks to "deslop", "de-AI", "make it sound human", remove AI patterns or tropes, clean up AI writing…
git:20260812.510c636 · audit A · 19 stars
distill-classifier SKILL.md skill
understudylabs/orchestra-agent-tools · skills/distill-classifier/SKILL.md · Use when a developer wants to replace an expensive frontier model on a classification workload (binary, multi-class…
git:20260719.1185398 · audit A · 19 stars
export-trace SKILL.md skill
understudylabs/orchestra-agent-tools · skills/export-trace/SKILL.md · Use for "get this trace", "show every request in this trace", "export these trace IDs", or "download this workload's…
git:20261027.533318e · audit A · 19 stars
ingest-traces SKILL.md skill
understudylabs/orchestra-agent-tools · skills/ingest-traces/SKILL.md · Use when a developer already has production LLM traces — a bucket of captures, provider log exports, or gateway capture…
git:20261027.533318e · audit A · 19 stars
inspect-billing-sources SKILL.md skill
understudylabs/orchestra-agent-tools · skills/inspect-billing-sources/SKILL.md · Use when a developer wants to inspect Anthropic or Claude billing evidence from email, invoices, usage exports, or an…
git:20260624.ce4446a · audit A · 19 stars
install-agent-adapter SKILL.md skill
understudylabs/orchestra-agent-tools · skills/install-agent-adapter/SKILL.md · Use when a developer wants to install, enable, update, reinstall, remove, or verify Orchestra in a coding agent -…
git:20261027.533318e · audit B · 19 stars
install-codex-plugin SKILL.md skill
understudylabs/orchestra-agent-tools · skills/install-codex-plugin/SKILL.md · Compatibility shim for Codex installs. Use when a developer asks to install, update, enable, reinstall, remove, or…
git:20261027.533318e · audit A · 19 stars
install-cursor-plugin SKILL.md skill
understudylabs/orchestra-agent-tools · skills/install-cursor-plugin/SKILL.md · Compatibility shim for Cursor installs. Use when a developer asks to install, update, enable, reinstall, remove, or…
git:20261027.533318e · audit A · 19 stars
install-opencode-plugin SKILL.md skill
understudylabs/orchestra-agent-tools · skills/install-opencode-plugin/SKILL.md · Compatibility shim for OpenCode installs. Use when a developer asks to install, update, enable, reinstall, remove, or…
git:20261027.533318e · audit A · 19 stars
install-plugin SKILL.md skill
understudylabs/orchestra-agent-tools · skills/install-plugin/SKILL.md · Compatibility shim for Claude Code installs. Use when a developer asks to install, update, enable, reinstall, remove…
git:20261027.533318e · audit A · 19 stars
instrument SKILL.md skill
understudylabs/orchestra-agent-tools · skills/instrument/SKILL.md · Use when a developer's LLM app is running but has NO traces yet and wants capture flowing in about a minute with no…
git:20261027.533318e · audit A · 19 stars
ladder SKILL.md skill
understudylabs/orchestra-agent-tools · skills/ladder/SKILL.md · Use to give a developer an immediate local-vs-frontier model comparison before they have their own traces — "what can a…
git:20261027.3c367b0 · audit A · 19 stars
latex-paper-polish SKILL.md skill
understudylabs/orchestra-agent-tools · skills/latex-paper-polish/SKILL.md · Polish LaTeX papers and PDFs through evidence proofreading, deslop-style prose cleanup, TeX compilation, warning…
git:20260812.510c636 · audit A · 19 stars
local-distillation-lab SKILL.md skill
understudylabs/orchestra-agent-tools · skills/local-distillation-lab/SKILL.md · Use when a developer wants to fine-tune or distill a local open model on their Mac and see which training method…
git:20260719.1185398 · audit A · 19 stars
lower-anthropic-bill SKILL.md skill
understudylabs/orchestra-agent-tools · skills/lower-anthropic-bill/SKILL.md · Use when a developer wants to cut Claude or Anthropic API spend: "lower my Anthropic bill", "audit my Claude spend"…
git:20260719.1185398 · audit A · 19 stars
manage-local-models SKILL.md skill
understudylabs/orchestra-agent-tools · skills/manage-local-models/SKILL.md · Use to acquire, cache, organize, and explain local open-weight models — "download a model", "what models do I have"…
git:20261027.533318e · audit A · 19 stars
onboard SKILL.md skill
understudylabs/orchestra-agent-tools · skills/onboard/SKILL.md · Use as the engaging first-run experience right after the Orchestra plugin is installed, or whenever a developer says…
git:20261027.3fca83e · audit A · 19 stars
operate-benchmark-lab SKILL.md skill
understudylabs/orchestra-agent-tools · skills/operate-benchmark-lab/SKILL.md · Use when a coding agent must operate the full benchmark lifecycle over local benchmark dirs — "build a benchmark from…
git:20261027.3c367b0 · audit A · 19 stars
optimize-agentic-workload SKILL.md skill
understudylabs/orchestra-agent-tools · skills/optimize-agentic-workload/SKILL.md · Use when a developer's agent — a multi-turn tool-calling loop — should get cheaper, faster, or better. "My agent is too…
git:20261027.533318e · audit A · 19 stars
optimize-local-model-compression SKILL.md skill
understudylabs/orchestra-agent-tools · skills/optimize-local-model-compression/SKILL.md · Use when a developer needs to compress a local model for tool-calling workloads — "which quantization should I use"…
git:20261027.533318e · audit A · 19 stars
optimize-workload SKILL.md skill
understudylabs/orchestra-agent-tools · skills/optimize-workload/SKILL.md · Use when a developer has a measured eval and wants the prompt or route improved without retraining — "optimize my…
git:20261027.533318e · audit A · 19 stars
plan-hosted-run SKILL.md skill
understudylabs/orchestra-agent-tools · skills/plan-hosted-run/SKILL.md · Use when a developer wants to run a hosted job — a fine-tune, an RL (reinforcement-learning) run, batch inference, or…
git:20261027.533318e · audit A · 19 stars
prepare-verifier-handoff SKILL.md skill
understudylabs/orchestra-agent-tools · skills/prepare-verifier-handoff/SKILL.md · Use when a workload must learn multi-step behavior through hosted reinforcement-learning (RL) training that local…
git:20261027.533318e · audit A · 19 stars
product-knowledge SKILL.md skill
understudylabs/orchestra-agent-tools · skills/product-knowledge/SKILL.md · Use when a user asks what Orchestra (formerly Understudy) is, how Understudy Desktop works, how local model serving…
git:20261027.533318e · audit A · 19 stars
ramp-and-verify SKILL.md skill
understudylabs/orchestra-agent-tools · skills/ramp-and-verify/SKILL.md · Use for "review this rollout", "compare this workload before and after", "make a task-level rollout view", "ramp this…
git:20261027.3c367b0 · audit A · 19 stars
recursive-language-model SKILL.md skill
understudylabs/orchestra-agent-tools · skills/recursive-language-model/SKILL.md · Use when a developer wants a small or local model to take over an agentic task a frontier model one-shots — "can a…
git:20260619.75e83db · audit A · 19 stars
replay-app-harness SKILL.md skill
understudylabs/orchestra-agent-tools · skills/replay-app-harness/SKILL.md · Use when a coding agent has edited a user's LLM app and wants a regression verdict on the frozen benchmark tasks — "did…
git:20261027.533318e · audit A · 19 stars
run-local-model-lab SKILL.md skill
understudylabs/orchestra-agent-tools · skills/run-local-model-lab/SKILL.md · Use when a developer wants to stand up and run a local model on Apple Silicon against their real workload — "run this…
git:20261027.533318e · audit A · 19 stars
share-savings SKILL.md skill
understudylabs/orchestra-agent-tools · skills/share-savings/SKILL.md · Use when a developer wants to share how much Orchestra saved them, submit an anonymous "lower my Anthropic bill"…
git:20261027.533318e · audit A · 19 stars
simulate-before-launch SKILL.md skill
understudylabs/orchestra-agent-tools · skills/simulate-before-launch/SKILL.md · Use when a model-level change — a model swap, route change, prompt or playbook edit — is about to ship and the…
git:20260719.1185398 · audit A · 19 stars
understand-workload SKILL.md skill
understudylabs/orchestra-agent-tools · skills/understand-workload/SKILL.md · Use when a developer wants a captured prompt, trace, or dataset explained before changing anything — "explain this…
git:20261027.533318e · audit A · 19 stars
understudy SKILL.md skill
understudylabs/orchestra-agent-tools · skills/understudy/SKILL.md · Use when a developer asks a coding agent to improve an LLM app or agent — "make my LLM app cheaper/faster", "raise…
git:20261027.533318e · audit A · 19 stars
use-understudy-gateway SKILL.md skill
understudylabs/orchestra-agent-tools · skills/use-understudy-gateway/SKILL.md · Use when a developer wants to run inference or evals through the Orchestra gateway — "route my app through Orchestra"…
git:20261027.533318e · audit A · 19 stars
verify-serving-parity SKILL.md skill
understudylabs/orchestra-agent-tools · skills/verify-serving-parity/SKILL.md · Verify identical weights across serving lanes using observed render fingerprints, paired samples, and explicit evidence…
git:20261020.17ad730 · audit A · 19 stars
watch-logs SKILL.md skill
understudylabs/orchestra-agent-tools · skills/watch-logs/SKILL.md · Use when a developer wants an always-on ops watcher over logs, command output, or endpoints — "every five minutes look…
git:20260702.51d5bca · audit A · 19 stars