orchestrator
Skill1 starsChanged 11 days agoMITView on GitHub
Dispatches atomic task chunks to specialized roles with minimal context, managing concurrency and serializing shared file edits.
85 other projects use a version of this.
Adopted by
Most recently taken up by
- PedroMeloOfficial/Study-Agent-Matrixtheir own version, first seen Nov 15, 2026
- taniwhaai/skillstheir own version, first seen Nov 15, 2026
- scottconverse/productteamtheir own version, first seen Nov 15, 2026
- Fili999/ai-hubtheir own version, first seen Nov 15, 2026
- BrightGold70/skillstheir own version, first seen Nov 8, 2026
- Veeiy/agent-skillstheir own version, first seen Nov 8, 2026
Used with
Projects with it also use worker, advisor and 8 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
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
scott2bSkillobsidian
PROACTIVELY use for Obsidian vault operations. Fast search using ripgrep, direct file operations (read/write/delete). Works with slipbox in _Slipbox directory. 4-7x faster than API. Use obsidian-api skill ONLY for Dataview queries, periodic notes, or patch operations.
Also in 3 projects that use this
0xSeroSkillsecurity
Also in 3 projects that use this
Other versions85 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 85
- 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
75 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 repository17 other files it gives its agents.
- AGENTS.mdAGENTS.md
- rules/AGENTS.mdAGENTS.md
- adapters/claude.mdCLAUDE.md
- asset-intakeSkill
- client-collabSkill
- design-tasteSkill
- diff-guardSkill
- motion-craftSkill
- no-slop-startSkill
- plannerSkill
- prompt-optimizerSkill
- reference-teardownSkill
- reviewerSkill
- scene-3dSkill
- storyboardSkill
- teach-modeSkill
- visual-qaSkill
The file
We split this skill into the rules it gives an agent
5 rules. 0 are common, 3 are distinctive, and 2 are very specific to this project.
0
Common
Most of the 71 edited versions we read keep these.
3
Distinctive
This author's own choices. Worth a look.
2
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Very specific: line 21
If the active coding environment supports background subagents or parallel dispatch, spawn up to max_parallel_workers concurrently.
- Distinctive: line 22
If the environment lacks subagent execution (or is running in a single-turn agent like basic Claude or Cursor chat), fall back …
- Distinctive: line 26
Every task must map to one of five designated roles:
- Distinctive: line 35
Targeted File Injection: Never pass the entire project tree or codebase into a worker's context.
- Very specific: line 40
If two or more concurrent chunks touch the same file (e.g., routes.ts or schema.sql), they must NOT be dispatched in parallel.
“Common” is measured: kept by at least 6 in 10 of the 71 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
Route task chunks from TASKS.md to specialized roles. Control concurrency and enforce strict context isolation.
Configuration
The following parameters govern orchestrator dispatch:
CONFIG:
max_parallel_workers: 5
subagent_mode: auto # auto | enabled | disabled
role_definitions_path: roles/- If the active coding environment supports background subagents or parallel dispatch, spawn up to
max_parallel_workersconcurrently. - If the environment lacks subagent execution (or is running in a single-turn agent like basic Claude or Cursor chat), fall back automatically to sequential single-agent execution, assuming each role persona in sequence.
Roles Directory
Every task must map to one of five designated roles:
roles/frontend.md: UI components, styling, client state.roles/backend.md: Core logic, domain services, compute tasks.roles/database.md: Schemas, migrations, models, data persistence.roles/api.md: HTTP/RPC endpoints, route handlers, serialization.roles/flex.md: Tooling, build scripts, tests, cross-cutting glue.
Context Boundary Rules
- Targeted File Injection: Never pass the entire project tree or codebase into a worker's context. Pass ONLY:
- The specific task chunk description from
TASKS.md. - The exact role instruction file (e.g.,
roles/backend.md). - The specific file paths directly required to implement or test that chunk.
- The specific task chunk description from
- Prevent Shared File Collisions:
- If two or more concurrent chunks touch the same file (e.g.,
routes.tsorschema.sql), they must NOT be dispatched in parallel. - Enforce sequential execution on all tasks sharing identical target files.
- If two or more concurrent chunks touch the same file (e.g.,
- Execution Loop per Chunk:
- Step 1: Assign chunk and update
TASKS.mdtoin_progress. - Step 2: Role performs work adhering to
diff-guard. - Step 3: Run
reviewerloop. - Step 4: Run
teach-modeto append toLEARNING.md. - Step 5: Mark chunk
doneinTASKS.md.
- Step 1: Assign chunk and update
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Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

