orchestrator
Skill0 starsChanged 10 months agoMITView on GitHub
Specialized in managing project-wide constraints, context tiers, and coordination between specialized skills. Use when interpreting project rules, coordinating complex workflows, managing context and dependencies, or overseeing multi-skill project execution.
80 other projects use a version of this.
Adopted by
Most recently taken up by
- BrightGold70/skillstheir own version, first seen Nov 8, 2026
- Veeiy/agent-skillstheir own version, first seen Nov 8, 2026
- Mehul72/skillstheir own version, first seen Nov 8, 2026
- pietz/skillstheir own version, first seen Nov 8, 2026
- kcns008/cluster-skillstheir own version, first seen Nov 8, 2026
- soilmass/motion-design-agenttheir own version, first seen Nov 8, 2026
Used with
Projects with it also use worker, reviewer and 10 more.
Other files people use alongside this one.
Files found in the same public projects as a version of this one, more often than they turn up anywhere else. Each project counts once, large collections count for less, and this file's own repository is left out.
stotihvSkillworker
Execute beads autonomously within a track. Handles bead-to-bead context persistence via Agent Mail, uses preferred tools from AGENTS.md, and reports progress to orchestrator.
Also in 3 projects that use this
MicrosoftSkillreviewer
ASP.NET Core ハンドブックの記事をレビューする。Use when: 記事をレビューする、ドキュメントを校正する、コードレビューする、PRをレビューする。技術ドキュメントのレビュー、品質チェック、校正。
Also in 4 projects that use this
am-willSkillplanner
Create comprehensive, phased implementation plans with sprints and atomic tasks. Use when user says: "make a plan", "create a plan", "plan this out", "plan the implementation", "help me plan", "design a plan", "draft a plan", "write a plan", "outline the steps", "break this down into tasks", "what's the plan for", or any similar planning request. Also triggers on explicit "/planner" or "/plan" commands.
Also in 4 projects that use this
yakatotechSkilladvisor
Provide improvement suggestions and advice on work content. Use for document review, efficiency suggestions, and best practices
Also in 3 projects that use this
AWSSkillplanning
Discovers user intent and generates a structured, step-by-step plan for model customization workflows. This skill must always be activated alongside any other skill when the user's request relates to model customization — including fine-tuning, training, building, customizing, reviewing data, or getting advice on approach, regardless of domain. Do not skip this skill even if the immediate ask is narrow (e.g., reviewing data format or a single workflow step), because planning discovers the full scope of work needed. Also activate when the user wants to resume, continue, or modify an existing plan.
Also in 3 projects that use this
OpenAISkillobservability
Vercel Observability expert guidance — Drains (logs, traces, speed insights, web analytics), Web Analytics, Speed Insights, runtime logs, custom events, OpenTelemetry integration, and monitoring dashboards. Use when instrumenting, debugging, or optimizing application performance and user experience on Vercel.
Also in 3 projects that use this
Other versions80 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 80
- nubjs/nub★ 4.4ksame name
- SirAllap/agentglass★ 347same name
- DylXBT/claude-orchestrator-skills★ 114same name
- nwiizo/claudelytics★ 88same name
- nahisaho/MUSUBI★ 74same name
- olivieropinotti/orchestrator-skill★ 70same name
- sanky369/vibe-building-skills★ 30same name
- felvieira/claude-skills-fv★ 27same name
- robertbstillwell/marketing-skills★ 26same name
- kcns008/cluster-agent-swarm-skills★ 25same name
70 more not listed
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository33 other files it gives its agents.
- architectSkill
- brainstormingSkill
- concise-planningSkill
- context-engineerSkill
- data-deprecation-analysisSkill
- data-modelerSkill
- data-pipeline-engineerSkill
- data-quality-frameworksSkill
- dbt-transformation-patternsSkill
- github-workflow-automationSkill
- guardianSkill
- implementerSkill
- json-to-pydanticSkill
- llm-app-patternsSkill
- navigatorSkill
- ops-managerSkill
- principal-data-engineerSkill
- product-manager-toolkitSkill
- proj-memorySkill
- prompt-librarySkill
- qa-testerSkill
- researcherSkill
- senior-data-engineerSkill
- software-architectureSkill
- spark-optimizationSkill
- sql-optimization-patternsSkill
- state-managerSkill
- subagent-driven-developmentSkill
- thinkerSkill
- top-web-vulnerabilitiesSkill
- verification-before-completionSkill
- web-design-guidelinesSkill
- workflow-managerSkill
The file
We split this skill into the rules it gives an agent
8 rules. 0 are common, 8 are distinctive, and 0 are very specific to this project.
0
Common
Most of the 66 edited versions we read keep these.
8
Distinctive
This author's own choices. Worth a look.
0
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 24
Tier 1 (Constant): Ensure tech stack, OS platform, and critical security rules are always top-of-mind.
- Distinctive: line 41
When preparing a task, the Orchestrator should output:
- Distinctive: line 49
When first joining a project.
- Distinctive: line 56
NO implementation: Only governs and validates.
- Distinctive: line 58
DO NOT invent context: If rules aren't documented, explicitly state the gap.
- Distinctive: line 64
Success Criteria: All team members agree on the handoff sequence and context requirements
- Distinctive: line 73
Ignoring New Patterns: Not updating constraints when the codebase evolves.
- Distinctive: line 74
Conflict Blindness: Not catching when a new requirement contradicts existing documented rules.
“Common” is measured: kept by at least 6 in 10 of the 66 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Orchestrator Skill - Project Governance & Context Management
Overview
The Orchestrator skill acts as the project's "Knowledge Keeper." It ensures that every action taken by other skills aligns with the project's technology stack, architecture styles, and critical rules.
Core Responsibilities
1. Tiered Context Management
- Tier 1 (Constant): Ensure tech stack, OS platform, and critical security rules are always top-of-mind.
- Tier 2 (Task-Specific): Load domain context (e.g., API patterns for web tasks, schemas for data tasks) only when needed to save tokens.
- Tier 3 (Historical): Reference
decisions.mdto understand why certain patterns were established.
2. Constraint Validation
- Authority: Maintain the "Approved Libraries" list.
- Guardrail: Block any implementation that violates project-wide "Non-Negotiables" (e.g., "No raw SQL", "Mandatory Pydantic validation").
- Escalation: Identify when a specialist's request conflicts with existing documentation.
3. Skill Coordination
- Analyze a task and determine the sequence of skills required (e.g.,
navigator->architect->implementer->guardian). - Manage handoffs between skills, ensuring the output of one serves as a clean input for the next.
Output Format: Tiered Context Block
When preparing a task, the Orchestrator should output:
- Project Pillars: Core tech and architecture.
- Hard Constraints: Non-negotiable rules for this specific task.
- Handoff Map: Sequence of skills to be invoked.
When to Use
- When first joining a project.
- To clarify "how we do things here."
- To validate if a new library or pattern is allowed.
- To plan the multi-step execution of a complex feature.
Constraints
- NO implementation. Only governs and validates.
- NO writing source code.
- DO NOT invent context. If rules aren't documented, explicitly state the gap.
Outputs & Deliverables
- Primary Output: Tiered context block (Tier 1/2/3), handoff map, and skill routing recommendations
- Secondary Output: Constraint validation report identifying conflicts or gaps
- Success Criteria: All team members agree on the handoff sequence and context requirements
- Quality Gate: Approved by project owner or lead before skill delegation begins
Common Pitfalls
- Inventing Constraints: "I assume we use TypeScript" when it's undocumented. If rules aren't documented, explicitly state the gap.
- Over-Constraining: Blocking everything with "team standards" that don't exist yet. Only enforce documented rules.
- Poor Handoff Maps: Routing tasks to the wrong skill because you didn't understand the requirement. Always think through skill dependencies.
- Missing Context Tiers: Throwing everything at an agent at once instead of tiering (Tier 1: always, Tier 2: on demand, Tier 3: history).
- Ignoring New Patterns: Not updating constraints when the codebase evolves. Review and refresh quarterly.
- Conflict Blindness: Not catching when a new requirement contradicts existing documented rules. Always cross-reference.
Integration Points
| Phase | Input From | Output To | Context |
| Project Onboarding | Project README, existing rules | Context setup | Create initial Tiered Context Block |
| Task Routing | Task request + project context | Skill coordination | Map required skill sequence |
| Constraint Validation | New implementation requests | Approval/Feedback | Verify against documented standards |
| Context Refresh | Evolution of codebase | Updated project-context.md | Keep context current as project matures |
| Conflict Resolution | Conflicting requirements | Escalation | Document discrepancies between old/new rules |
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