Agent skill
cascade-orchestrator
Install this agent skill to your Project
npx add-skill https://github.com/DNYoussef/context-cascade/tree/main/skills/orchestration/cascade-orchestrator
SKILL.md
/============================================================================/ /* CASCADE-ORCHESTRATOR SKILL :: VERILINGUA x VERIX EDITION / /============================================================================*/
name: cascade-orchestrator version: 2.1.0 description: | [assert|neutral] Creates sophisticated workflow cascades coordinating multiple micro-skills with sequential pipelines, parallel execution, conditional branching, and Codex sandbox iteration. Enhanced with multi-model [ground:given] [conf:0.95] [state:confirmed] category: orchestration tags:
- orchestration
- workflows
- cascades
- multi-model
- codex-integration author: ruv cognitive_frame: primary: evidential goal_analysis: first_order: "Execute cascade-orchestrator workflow" second_order: "Ensure quality and consistency" third_order: "Enable systematic orchestration processes"
/----------------------------------------------------------------------------/ /* S0 META-IDENTITY / /----------------------------------------------------------------------------*/
[define|neutral] SKILL := { name: "cascade-orchestrator", category: "orchestration", version: "2.1.0", layer: L1 } [ground:given] [conf:1.0] [state:confirmed]
/----------------------------------------------------------------------------/ /* S1 COGNITIVE FRAME / /----------------------------------------------------------------------------*/
[define|neutral] COGNITIVE_FRAME := { frame: "Evidential", source: "Turkish", force: "How do you know?" } [ground:cognitive-science] [conf:0.92] [state:confirmed]
Kanitsal Cerceve (Evidential Frame Activation)
Kaynak dogrulama modu etkin.
/----------------------------------------------------------------------------/ /* S2 TRIGGER CONDITIONS / /----------------------------------------------------------------------------*/
[define|neutral] TRIGGER_POSITIVE := { keywords: ["cascade-orchestrator", "orchestration", "workflow"], context: "user needs cascade-orchestrator capability" } [ground:given] [conf:1.0] [state:confirmed]
/----------------------------------------------------------------------------/ /* S3 CORE CONTENT / /----------------------------------------------------------------------------*/
Aspektual'naya Ramka Orkestratsii (Workflow State Tracking)
Tipy Sostoyaniya (State Types)
Stage States:
- [SV:COMPLETED] Zaversheno - Stage/task complete, outputs validated
- [NSV:IN_PROGRESS] V protsesse - Active work, currently executing
- [BLOCKED] Blokirovano - Waiting for dependency to complete
- [PARALLEL] Parallel'no - Concurrent execution with other stages
- [FAILED] Provaleno - Stage failed, requires intervention
- [PENDING] Ozhidayet - Queued, not yet started
Agent States:
- [IDLE] Gotov - Ready for task assignment
- [WORKING] Rabotayet - Executing assigned task
- [WAITING] Zhdet - Blocked on external dependency
- [DONE] Zavershen - Task completed successfully
- [ERROR] Oshibka - Encountered error, needs recovery
Transition Rules:
- Phase N [SV] -> Phase N+1 [NSV] (all stages in phase complete)
- Stage [BLOCKED] -> Stage [NSV] (dependency resolved)
- Stage [FAILED] -> Stage [NSV] (retry/fix applied)
- Agent [IDLE] -> Agent [WORKING] -> Agent [DONE] (successful path)
Vizualizatsiya Sostoyaniya (State Visualization)
WORKFLOW: enhanced-data-pipeline
|
+-- PHASE 1: Extract [SV:COMPLETED]
| +-- STAGE: extract-data [SV] (Agent: data-engineer [DONE])
|
+-- PHASE 2: Validate [NSV:IN_PROGRESS]
| +-- STAGE: validate-schema [NSV] (Agent: validator [WORKING])
| +-- STAGE: codex-auto-fix [BLOCKED] (Agent: codex [WAITING])
|
+-- PHASE 3: Transform [PENDING]
| +-- STAGE: transform-data [PENDING] (Agent: transformer [IDLE])
|
+-- PHASE 4: Report [PENDING]
+-- STAGE: generate-report [PENDING] (Agent: reporter [IDLE])
DEPENDENCIES:
Phase 1 [SV] -> Phase 2 [NSV] -> Phase 3 [PENDING] -> Phase 4 [PENDING]
Keigo Wakugumi (Hierarchical Work Structure)
Workflow Hierarchy
WORKFLOW (最上位)
|
+-- PHASE (重要段階) - Major sequential stage
|
+-- STAGE (小段階) - Sub-phase grouping
|
+-- TASK (作業) - Individual work item
|
+-- SUBTASK (細分) - Atomic operation
Hierarchy Levels:
- WORKFLOW - Overall orchestration (e.g., "Production Deployment Pipeline")
- PHASE - Sequential major stage (e.g., "Build", "Test", "Deploy")
- STAGE - Within-phase grouping (e.g., "Unit Tests", "Integration Tests")
- TASK - Assignable work unit (e.g., "Run Jest suite")
- SUBTASK - Atomic operation (e.g., "Execute test file X")
Dependency Visualization with Hierarchy
PHASE 1: Foundation Setup [SV]
|-- TASK A: Research best practices [SV]
| |-- SUBTASK A.1: Search documentation [SV]
| |-- SUBTASK A.2: Analyze patterns [SV]
PHASE 2: Parallel Implementation [NSV]
|-- TASK B: Backend API [NSV] (PARALLEL GROUP: implementation)
| |-- SUBTASK B.1: Define routes [SV]
| |-- SUBTASK B.2: Implement handlers [NSV]
|
|-- TASK C: Frontend UI [BLOCKED] (PARALLEL GROUP: implementation)
| |-- SUBTASK C.1: Component design [PENDING] (blocked by TASK B)
|
|-- TASK D: Database schema [PARALLEL] (PARALLEL GROUP: implementation)
|-- SUBTASK D.1: Schema design [SV]
|-- SUBTASK D.2: Migrations [NSV]
PHASE 3: Integration & Validation [PENDING]
|-- TASK E: Integration testing [PENDING]
|-- SUBTASK E.1: API tests [PENDING]
|-- SUBTASK E.2: E2E tests [PENDING]
HIERARCHY PROPERTIES:
- PHASE level: Sequential dependencies (Phase 1 -> Phase 2 -> Phase 3)
- TASK level: Parallel within phase (TASK B || TASK C || TASK D)
- SUBTASK level: Sequential within task (SUBTASK B.1 -> B.2)
Orchestration Skill Guidelines
When to Use This Skill
- Multi-stage workflows requiring sequential, parallel, or conditional execution
- Complex pipelines coordinating multiple micro-skills or agents
- Iterative processes with Codex sandbox testing and auto-fix loops
- Multi-model routing requiring intelligent AI selection per stage
- Production workflows needing GitHub integration and memory p
/----------------------------------------------------------------------------/ /* S4 SUCCESS CRITERIA / /----------------------------------------------------------------------------*/
[define|neutral] SUCCESS_CRITERIA := { primary: "Skill execution completes successfully", quality: "Output meets quality thresholds", verification: "Results validated against requirements" } [ground:given] [conf:1.0] [state:confirmed]
/----------------------------------------------------------------------------/ /* S5 MCP INTEGRATION / /----------------------------------------------------------------------------*/
[define|neutral] MCP_INTEGRATION := { memory_mcp: "Store execution results and patterns", tools: ["mcp__memory-mcp__memory_store", "mcp__memory-mcp__vector_search"] } [ground:witnessed:mcp-config] [conf:0.95] [state:confirmed]
/----------------------------------------------------------------------------/ /* S6 MEMORY NAMESPACE / /----------------------------------------------------------------------------*/
[define|neutral] MEMORY_NAMESPACE := { pattern: "skills/orchestration/cascade-orchestrator/{project}/{timestamp}", store: ["executions", "decisions", "patterns"], retrieve: ["similar_tasks", "proven_patterns"] } [ground:system-policy] [conf:1.0] [state:confirmed]
[define|neutral] MEMORY_TAGGING := { WHO: "cascade-orchestrator-{session_id}", WHEN: "ISO8601_timestamp", PROJECT: "{project_name}", WHY: "skill-execution" } [ground:system-policy] [conf:1.0] [state:confirmed]
/----------------------------------------------------------------------------/ /* S7 SKILL COMPLETION VERIFICATION / /----------------------------------------------------------------------------*/
[direct|emphatic] COMPLETION_CHECKLIST := { agent_spawning: "Spawn agents via Task()", registry_validation: "Use registry agents only", todowrite_called: "Track progress with TodoWrite", work_delegation: "Delegate to specialized agents" } [ground:system-policy] [conf:1.0] [state:confirmed]
/----------------------------------------------------------------------------/ /* S8 ABSOLUTE RULES / /----------------------------------------------------------------------------*/
[direct|emphatic] RULE_NO_UNICODE := forall(output): NOT(unicode_outside_ascii) [ground:windows-compatibility] [conf:1.0] [state:confirmed]
[direct|emphatic] RULE_EVIDENCE := forall(claim): has(ground) AND has(confidence) [ground:verix-spec] [conf:1.0] [state:confirmed]
[direct|emphatic] RULE_REGISTRY := forall(agent): agent IN AGENT_REGISTRY [ground:system-policy] [conf:1.0] [state:confirmed]
/----------------------------------------------------------------------------/ /* PROMISE / /----------------------------------------------------------------------------*/
[commit|confident] CASCADE_ORCHESTRATOR_VERILINGUA_VERIX_COMPLIANT [ground:self-validation] [conf:0.99] [state:confirmed]
/----------------------------------------------------------------------------/ /* LEARNED PATTERNS / /----------------------------------------------------------------------------*/
LEARNED PATTERNS
High Confidence [conf:0.90]
- For thought leadership content pipelines: prioritize on-site depth over social media distribution - blog as destination, not LinkedIn as distribution channel. Build depth that "pulls readers in" rather than broadcasting to social platforms. [ground:user-correction:2026-01-08]
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