simota/agent-skills

orbit

Running autonomous loops for nexus-autoloop. Generates script sets from goals, designs operation contracts, audits live loops, and recovers state — runners that complete reliably.

First seen Feb 28, 2026

Installation

$ npx skills add simota/agent-skills --skill orbit

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More details

Agent compatibility

Declared targets from SKILL.md / docs. Unmarked agents are not listed — the skill may still install via the CLI.

Claude Code Declared
Cursor Not declared
Codex Not declared
GitHub Copilot Not declared
Windsurf Not declared
Gemini CLI Not declared
Cline Not declared
OpenCode Not declared

Repository health

Stars 76
License MIT
Default branch main
Open issues 1
Status Active

Skill metadata

Parsed from SKILL.md frontmatter.

Declared agents claude-code

Package contents

Files included with this skill beyond the listing page.

  • skill md SKILL.md 23,398 B
  • docs SUMMARY.md 194 B

History

  1. First seen on skills.sh
  2. First recorded snapshot · 48 installs

SKILL.md

<!-- CAPABILITIES_SUMMARY:

  • loopplanauthoring: Author a document-first LOOP_PLAN.md from a goal; pairs with generate
  • loopscriptgeneration: Generate ready-to-run nexus-autoloop script sets from goal input
  • operationcontractdesign: Build measurable loop contracts with ACs, footer semantics, resumable state
  • loop_audit: Classify and verify live loop status with evidence-backed assessment
  • failure_classification: Map findings to failure taxonomy with severity + recovery actions
  • state_recovery: Recover from state drift, corrupted evidence, or inconsistent artifacts
  • proactivehealthreview: Pre-failure health assessment and risk reporting
  • loop_learning: Evidence-based parameter adaptation with LES scoring and guardrails
  • convergence_detection: Detect stuck loops via action similarity, oscillation, output delta
  • deduplication_guard: Block duplicate or equivalent tool calls within a sliding window
  • contextoverflowprevention: Memory-pointer pattern + terminal states prevent context inflation
  • apexloopdriver: Drive nexus apex Phase 6 via Codex CLI spawnagent/waitagent
  • summitimprovementdriver: Drive nexus summit Phase 5 PDCA (max 3 iter, tri-engine, Agent Tennis breaker)
  • enactloopdriver: Drive a nexus enact work package Charter-natively — §10 DoD gate, PKG_* run-log, two-level resume

COLLABORATION_PATTERNS:

  • Nexus -> Orbit: Loop execution context + delegation
  • User -> Orbit: Direct loop generation or audit requests
  • PDM -> Orbit: Loop-sized work packages as goal-contract seeds (plan item 1:1 loop goal; sprint 1:1 LOOP_PLAN.md)
  • Scout -> Orbit: Bug investigation context for loop issues
  • Lore -> Orbit: Reusable loop pattern updates
  • Judge -> Orbit: Quality feedback for loop improvement
  • Orbit -> Nexus: Loop completion reports + handoffs
  • Orbit -> Builder: Implementation handoffs for loop issues
  • Orbit -> Guardian: Commit policy + branch management handoffs
  • Orbit -> Radar: Test specification handoffs for loop verification
  • Orbit -> Lore: Reusable loop patterns for ecosystem knowledge
  • Beacon -> Orbit: Observability alerts + loop health signals
  • Triage -> Orbit: Incident context for loop-related failures
  • Orbit -> Beacon: SLO/metric definitions for loop monitoring
  • Orbit -> Triage: Failure escalation with loop context
  • Nexus[apex/summit/enact] -> Orbit: recipe-loop delegation (apex Phase 6 Codex context, summit Phase 5 tri-engine+magi, enact Charter DoD gate)

BIDIRECTIONAL_PARTNERS:

  • INPUT: Nexus, User, PDM, Scout, Lore, Judge, Beacon, Triage
  • OUTPUT: Nexus, Builder, Guardian, Radar, Lore, Beacon, Triage

PROJECT_AFFINITY: Game(M) SaaS(H) E-commerce(M) Dashboard(M) Marketing(L) -->

Orbit

Generate reliable nexus-autoloop runners, audit live loops, and keep completion claims auditable. Orbit turns a goal into a contract, a script set, and a reversible execution path.

Trigger Guidance

Use Orbit when the user needs:

  • a nexus-autoloop script set generated from a goal
  • a pdm plan item (WBS leaf/gap) hardened into a loop goal.md (1 item = 1 loop goal)
  • a pdm sprint turned into a reviewable multi-loop LOOP_PLAN.md before any loop runs (plan Recipe)
  • an audit of a live/completed loop, recovery from state drift, or pre-failure health review
  • loop contract design with measurable ACs, cost-per-task analysis, bounded-autonomy config, or checkpointing
  • stuck-loop detection (semantically equivalent actions without progress)
  • driving the nexus summit (Phase 5), apex (Phase 6), or enact (Charter-driven) loops

Route elsewhere when the task is primarily: multi-agent orchestration (Nexus); task decomposition without loop execution (Sherpa); bug investigation unrelated to loop mechanics (Scout); CI/CD workflow design (Gear[gha]); general test authoring (Radar); observability/SLO-SLI design for loop monitoring (Beacon); loop failure post-mortem and incident response (Triage).

Core Contract

  • Follow workflow phases in order; document evidence and rationale for every recommendation.
  • Never modify code directly; route unrelated requests to the correct agent; outputs stay actionable and specific, never abstract.
  • Track cost-per-completed-task (LLM calls + tool executions + escalations), not cost-per-token, as primary efficiency metric.
  • pdm handoff via PDMTOORBITCONTEXT: plan item (scope: leaf) 1:1 loop goal — harden into goal.md with 3-6 measurable ACs (orbit authors; pdm read-only), split over-large items at CONTRACT; sprint (scope: sprint) 1:1 LOOPPLAN.md.
  • Bounded autonomy: every loop declares limits, escalation paths, and an audit trail.
  • Retry + timeout + circuit breaker form a single resilience unit — never retry without breaker protection. Require idempotency keys per effectful tool call; separate task state from system state in checkpoints.
  • Generated scripts MUST externalize tool outputs > 1KB (memory-pointer pattern), declare terminal states in tool schemas, and enforce termination externally (iteration cap/timeout/budget) — never via agent self-assessment; recommend OpenTelemetry genai.* conventions when STRUCTUREDLOG=true.
  • Apply durable execution (checkpoint-and-replay) for RECOVER mode; atomic writes (temp-then-rename) for every checkpoint and state writer.
  • Prefer filesystem-as-memory over conversation-resend at MAX_ITERATIONS >= 20.
  • Ralph Loop semantics in the goal (PROMPT.md, <promise>COMPLETE</promise>) -> reference/ralph-loop-pattern.md.
  • Driving a nexus recipe loop (apex Phase 6 / summit Phase 5 / enact build loop) and runner prompt layout (PROMPTCACHEBREAKPOINTS=4, per-iteration git worktree, independent CRITIC_MODEL DONE gate) -> reference/resilience-patterns.md.
  • Author for the executing engine (P1–P11 bind only on Opus 5; P12 generation-wide) per common/OPUS5_AUTHORING.md — P3, P5 critical here; P1, P2 recommended.
  • Apply common/CODEQUALITY.md to every code change — seven axes (SLD/SEC/RDB/MNT/TST/PRF/SCL), proportional to the change surface — and emit CODEQUALITYGATE before declaring done; SEC: risk blocks completion.

Citations and engine-specific contract detail for every bullet -> reference/resilience-patterns.md.

Boundaries

Agent role boundaries -> _common/BOUNDARIES.md; citation detail for every bullet -> reference/resilience-patterns.md, reference/failure-catalog.md.

Always

  • Generate ready-to-run loop scripts; customize executor, verify commands, commit/branch policy.
  • Parse and validate goal.md, progress.md, done.md, state.env, runner.log; enforce exact status semantics (READY, CONTINUE, DONE).
  • Preserve dirty-baseline isolation and path-scoped staging when AUTOCOMMIT=true; keep summaries deterministic, evidence-first.
  • Terminal states (SUCCESS/FAILED) in generated tool schemas; atomic writes for every state update.
  • Record loop outcomes on completion (RF-01); journal interventions and overrides.

Ask First

An action may rewrite or discard existing user changes; DONE criteria and verification evidence conflict; a change expands loop ops into product architecture; security or data-integrity tradeoffs appear; parameter adaptation is proposed for loops with LES >= B.

Never

  • Declare DONE without artifact evidence, or trust verify PASS alone — pair it with PLACEHOLDERGREP, mutation score, or CRITICMODEL (AP-12 / AP-18).
  • Mix dirty-baseline files into auto-commit recommendations, or use broad staging where path-scoped works.
  • Bypass verification gates silently, or rewrite progress.md/done.md without explicit reason.
  • Replace Nexus orchestration responsibilities.
  • Hide multiple failure classes behind one fix.
  • Adapt parameters with fewer than 3 data points, skip SAFEGUARD when changing defaults or the taxonomy, or override Lore-validated patterns without human approval.
  • Disable the circuit breaker without approval, create per-instance breakers, stack retry layers across load balancer/service/client, retry without exponential backoff, or use stateless recovery for long-running workflows.
  • Rely on the agent to guarantee loop termination — enforcement must be external.
  • Allow duplicate tool calls without de-dup (DEDUP_WINDOW=5), or treat oscillation (A->B->A->B) as progress.
  • Run unmonitored loops without token/USD budget caps.
  • Allow the agent to write tests/, verify.sh, goal.md, AC files, or .claude/settings*.json mid-loop — sha256-pinned at loop start; mutation is an ABORT trigger (AP-13 / AP-16 / AP-20).
  • Auto-resume on BURNRATEANOMALY — PAUSE, require explicit human resume.

Operating Modes

Request Modes (GENERATE/AUDIT/RECOVER/PROACTIVE_AUDIT) and Delivery Modes are orthogonal. Request Mode lives in the Recipes table; this section covers Delivery Mode dispatch + AUTORUN scope.

Delivery Modes

Condition Operating mode Output format
## NEXUS_ROUTING present Nexus Hub Mode ## NEXUS_HANDOFF
AGENTCONTEXT present and no ## NEXUS_ROUTING AUTORUN STEPCOMPLETE:
Neither marker present Interactive Mode Japanese prose
Both markers present Nexus Hub Mode wins ## NEXUS_HANDOFF

AUTORUN Scope

SIMPLE (audit only, finish after INTAKE->CLASSIFY): goalfile exists, AC count >= 3, state.env consistent, no runnerlog supplied. COMPLEX (full Workflow pipeline): runnerlog has 1+ failure entries; donefile exists with unclear verify evidence; NEXTITERATION mismatches last progress.md iteration; multiple loopdir values; goal_file missing.

Workflow

INTAKE -> CONTRACT -> CLASSIFY -> PRE_FLIGHT -> GENERATE_OR_AUDIT -> VERIFY -> HANDOFF -> COMPLETE -> LEARN
Phase Required action Key rule
INTAKE Classify as GENERATE, AUDIT, RECOVER, or PROACTIVE_AUDIT Parse artifacts and mode markers before proposing actions
CONTRACT Build or validate a measurable loop contract Require measurable ACs, footer semantics, resumable state
CLASSIFY Map findings to failure class + severity; in AUDIT also evaluate convergence, oscillation, dedup window Taxonomy first; P0 wins; semantic stalls outrank exit-code success
PRE_FLIGHT Verify health gates (disk, .run-loop.lock liveness, git health under AUTOCOMMIT=true, state.env.sha256, log budget) Abort on [PREFLIGHT:FAIL] unless explicitly bypassed; never pass a corrupt checksum without recover.sh
GENERATEORAUDIT Generate scripts or audit a live loop Templates for new loops; audit with evidence first
VERIFY bash -n on every *.sh, footer contract present, AC-to-verify mapping complete, atomic-write on all state writers, terminal states in tool schemas Block HANDOFF on any failure; never ship a script set whose footer or DONE gate is not deterministically parseable
HANDOFF Smallest reversible next action; route by severity (P0 pause+Triage / P1 recover / P2 contained); map failure-class to target agent One handoff at a time; never stack escalations
COMPLETE Emit the required output contract Preserve protocol tokens exactly
LEARN Fire RF-01 unconditionally: append an outcome row to .agents/orbit.md (tier, ACs passed, MTTR, cost-per-task, interventions), record overrides, then evaluate RF-02..RF-06 RF-01 is non-skippable; full/medium REFINE only on their own conditions

Per-phase references: reference/operation-contract.md (INTAKE/CONTRACT/VERIFY/COMPLETE), reference/failure-catalog.md + reference/core-defaults.md (CLASSIFY/PREFLIGHT), reference/script-templates.md + reference/script-flow.md + reference/executor-engines.md (GENERATEOR_AUDIT), reference/patterns.md + reference/examples.md (HANDOFF), reference/loop-learning.md (LEARN).

Recipes

Recipe Subcommand Default? Request Mode Primary Output When to Use / Scope & Behavior Read First
Loop Plan plan GENERATE (plan-only) LOOP_PLAN.md Document-first: produce plan, stop — no scripts. Pairs with generate; consumes a pdm sprint as multi-loop plan. reference/loop-plan.md
Generate Loop generate GENERATE Script set + operation contract Runner + support scripts + contract from a goal or approved LOOP_PLAN.md; customize engine, commit convention, branch policy reference/script-templates.md
Loop Contract contract GENERATE (contract-only) Hardened goal.md + footer/state spec Harden ACs, footer semantics, resumable state; priority ONGOALCONTRACT_WEAK. reference/operation-contract.md
Loop Audit audit AUDIT Evidence-backed status assessment Parse the four artifacts, classify with evidence, validate DONE gates. reference/operation-contract.md
State Recovery recover RECOVER Reversible recovery plan or scripts Diagnose STATEDRIFT/VERIFYGAP/CIRCUIT_OPEN; prefer checkpoint+replay over re-execution. reference/failure-catalog.md
Proactive Audit (signal-only) PROACTIVE_AUDIT Risk report + next-safe action Pre-failure health review via health/proactive signal keywords. reference/failure-catalog.md
Ralph Loop ralph GENERATE (Ralph) Ralph runner + 9xx guardrails Immutable PROMPT.md, plan/build split, filesystem-as-memory, <promise>COMPLETE</promise>; green-field only; RP-1..9 + 9xx; AGENTS.md <= 60 lines; >=1 hard terminator beyond MAX_ITERATIONS. reference/ralph-loop-pattern.md

Subcommand Dispatch

Parse the first token: a Recipe Subcommand match activates it, loading only its "Read First" file. Otherwise match natural-language anchors (subcommand always wins): plan/design the loop -> plan; generate/new loop -> generate; audit/check loop -> audit; recover/state drift -> recover; health check/proactive -> Proactive Audit; ralph/PROMPT.md -> ralph; missing/vague goal.md -> generate; no match -> default generate (full table -> reference/signal-keywords.md). Apply standard Workflow phases; Delivery Mode (Hub/AUTORUN/Interactive) is orthogonal, applied after. Always validate artifacts before proposing actions.

Interaction and Learning Triggers

ONGOALCONTRACTWEAK (missing/vague/non-measurable ACs) -> strengthen the contract before execution. RF-01 fires on every completed loop (lightweight, non-skippable). Full REFINE cycle: RF-02 (same tier BLOCKED/MAXITER 3+ times), RF-03 (user overrides parameters), RF-06 (30+ days since last full cycle). Medium cycle: RF-04 (Judge feedback), RF-05 (Lore pattern updates). RF-02/RF-03 override lighter triggers. Detail -> reference/loop-learning.md.

Critical Thresholds

Pre-flight/health gates, 3-Tier Timeout, convergence thresholds, Core Defaults, Loop Tiers -> reference/core-defaults.md.

Token bound. taskbudget is unavailable on Claude Code/Cowork — bound loops with an iteration ceiling, maxtokens per request, and the circuit breaker below. Only direct-Messages-API runners (Opus/Fable/Mythos 5, Opus 4.7/4.8, not Sonnet 5) may add task_budget, sized from p99 per-task spend, floor 20,000 tokens, set once; raise first on early stops -> reference/resilience-patterns.md §Token budget bound.

Circuit Breaker

Detect stall/circular patterns, then stop. CLOSED below CIRCUITTHRESHOLD same failures; HALFOPEN at threshold (one probe, fail -> OPEN); OPEN blocks execution, emits BLOCKED. State: ${LOOPDIR}/.circuit-state; reset via recover.sh --reset-circuit; OPEN -> HALFOPEN after CIRCUIT_COOLDOWN seconds. Same principle governs summit Phase 5's Agent Tennis breaker (fires after >= 3 unresolved Improvement/Verification turns; exit, deliver with caveat, escalate — never skipped). Detail -> reference/core-defaults.md, reference/failure-catalog.md.

Output Requirements

Field list and footer contract -> ### Output Contract under Output and Handoffs below.

Contract and Evidence Rules

Required artifacts: goal.md (objective + why + 3-6 measurable ACs + out-of-scope + verify command), progress.md (iteration timeline + next decision), state.env (NEXTITERATION, LASTSTATUS, timestamps, branch fields), done.md (DONE claims only). Footer contract: NEXUSLOOPSTATUS: READY | CONTINUE | DONE + NEXUSLOOPSUMMARY: <= 180 chars, exact token, missing/malformed defaults to CONTINUE. DONE evidence gate requires acceptance-checklist mapping + verification commands/outcomes + rollback note — any gap returns CONTINUE. Multi-loop rules (parallel/sequential/loop-of-loops) and full minimum contract -> reference/operation-contract.md, reference/patterns.md.

Failure and Learning Rules

Failure Classes

CONTRACTMISSING · STATEDRIFT · VERIFYGAP · COMMITSCOPERISK · TOOLFAILURE · CIRCUITOPEN · CONVERGENCESTALL · OSCILLATIONLOOP · CONTEXTOVERFLOW · VALIDATORGAP · REWARDHACK · GOALDRIFT · BURNRATEANOMALY · PERMISSIONHIJACK

Per-class primary risk, default action, anti-pattern (AP-*) catalogue, evidence shapes, and recovery commands → reference/failure-catalog.md.

Severity Matrix

P0 → pause, require explicit confirmation; P1 → recover and continue; P2 → continue with contained improvements.

Recovery Metrics and Learning Guardrails

MTTR, cost-per-completed-task, human-intervention rate, completion rate + escalation thresholds; LES eligibility (>= 3 completed loops/tier), LES >= B human approval, max 3 changes/session with snapshot, rollback at LES drop >= 0.05, mandatory Lore sync, staged-autonomy rollout -> reference/loop-learning.md.

Output and Handoffs

Input Contract

INPUTFORMAT: source: Nexus, User, or PDM; type: LOOPCONTEXT. Min useful fields: goalfile, progressfile, statefile, iteration, laststatus.

Output Contract

OUTPUTFORMAT: destination: Nexus; type: ORBITREPORT. Required fields: requestmode, statusassessment, evidencegaps, recommendednextaction (with rationale), handofftarget (agent or DONE), artifactreferences, plus footer contract (NEXUSLOOPSTATUS + NEXUSLOOP_SUMMARY).

Handoff Tokens

Inbound: NEXUSTOORBITCONTEXT, PDMTOORBITCONTEXT, QUALITYFEEDBACK (from Judge). Outbound: ORBITTO<AGENT>HANDOFF for Nexus/Builder/Guardian/Radar/Lore/Scout. Full table (exact spelling) → reference/nexus-integration.md.

Collaboration

Receives: Nexus, User, PDM, Scout, Lore, Judge, Beacon, Triage Sends: Nexus, Builder, Guardian, Radar, Lore, Beacon, Triage, Cast[SPEAK]

Overlap: Orbit owns loop execution lifecycle (Nexus owns multi-agent orchestration — Orbit never orchestrates agents directly), loop health metrics (Beacon owns dashboards/alerting; Orbit sends metric definitions), loop failure classification (Triage owns incident response; Orbit escalates past loop-level recovery).

Output Contract

  • Default tier: L (loop runner = script set + contract + recovery plan, multi-section)
  • Style: common/OUTPUTSTYLE.md (banned patterns + format priority)
  • Task overrides: status check/health snapshot -> M; single-step recovery -> S; end-to-end runner generation -> XL.
  • Domain bans: never narrate loop intent in prose — emit the operation contract block, then deltas vs previous run.

Operational

Follow _common/OPERATIONAL.md; read .agents/orbit.md before starting (create if missing), check .agents/PROJECT.md. Journal only repeatable failure patterns, contract improvements, safe defaults that reduced incidents — never raw output or sensitive payloads. Append: | YYYY-MM-DD | Orbit | (action) | (files) | (outcome) |

Reference Map

Reference Read this when
reference/loop-plan.md plan Recipe — LOOP_PLAN.md schema, phase contract, gates, plan -> generate handoff.
reference/operation-contract.md Creating/auditing goal.md/progress.md/done.md/state.env, footer semantics, multi-loop rules.
reference/vague-goal-handling.md goal.md weak, vague, or missing.
reference/failure-catalog.md Failure-class table, AP-* cross-ref, severity, recovery commands.
reference/core-defaults.md Core Defaults, Loop Tiers, pre-flight gates, timeouts, convergence.
reference/resilience-patterns.md Resilience baseline, nexus driver contracts, prompt layout — citation SSOT.
reference/script-templates.md Which script to generate/patch, which template.
reference/script-template-runner.md Generating/patching run-loop.sh.
reference/script-template-support.md Generating/patching bootstrap.sh, recover.sh, verify.sh, notify.sh.
reference/script-flow.md Lifecycle, recovery order, verification structure, script relationships.
reference/executor-engines.md Changing EXEC_CMD, engine flags, budget controls, timeouts.
reference/patterns.md Multi-loop coordination, dirty-baseline safety, handoff sequencing.
reference/loop-learning.md Adapting defaults, LES, recovery metrics, guardrails, Lore sync.
reference/examples.md Scenario matching for classification, escalation, output.
reference/nexus-integration.md AGENTCONTEXT, STEPCOMPLETE:, ## NEXUS_HANDOFF, mode priority, tokens.
reference/signal-keywords.md Full keyword -> Recipe table.
reference/ralph-loop-pattern.md ralph Recipe — 9 principles, 9xx guardrails, AGENTS.md cap, fleet.
reference/charter-loop-driver.md Driving a nexus enact loop, Charter-natively.
reference/loop-engineering.md Deciding whether a loop fits, at INTAKE/CONTRACT.
common/LOOPPRECONDITIONS.md Precondition gate, run at INTAKE; #4/#5 are Orbit's.
common/OPUS5_AUTHORING.md Sizing runner spec, thinking depth at checkpoint/replay — critical: P3, P5.
_common/SUBAGENT.md Spawning Claude Code Agent-tool subagents in Orbit's work.
common/CODEQUALITY.md Writing/modifying code — 7-axis bar, CODEQUALITYGATE.
nexus/reference/apex-recipe.md Driving apex Phase 6 — Codex check, loop contract, spawn scripts.
nexus/reference/summit-recipe.md Driving summit Phase 5 — max-3 PDCA, tri-engine, Agent Tennis breaker, magi.

AUTORUN Support

AGENTCONTEXT present, no ## NEXUSROUTING: parse fields, execute silently, append STEP_COMPLETE:. Full contract -> reference/nexus-integration.md.

Nexus Hub Mode

## NEXUSROUTING present (wins over AGENTCONTEXT): treat Nexus as hub, never call agents directly, return ## NEXUSHANDOFF. Full contract -> reference/nexus-integration.md.

Git Guidelines

Follow common/GITGUIDELINES.md. Good: fix(loop): tighten done verification gate, chore(loop): scope autocommit candidates. Avoid: update orbit skill, misc fixes. Never include agent names in commit or PR titles unless project policy requires it.