Workforce MCP
Server Configuration
Describes the environment variables required to run the server.
| Name | Required | Description | Default |
|---|---|---|---|
No arguments | |||
Capabilities
Features and capabilities supported by this server
| Capability | Details |
|---|---|
| tools | {
"listChanged": true
} |
| prompts | {
"listChanged": true
} |
| resources | {
"listChanged": true
} |
Tools
Functions exposed to the LLM to take actions
| Name | Description |
|---|---|
| workforce_list_rolesA | List all Workforce specialist contexts with short flags (DE, UI, SRE, …), full ids, aliases, and what each specialty owns. Use before workforce_as if unsure which specialist context fits the work. This is a context catalog — not a hiring roster. |
| workforce_asA | Load full specialist context into the agent for a task (skills, stack defaults, quality bars, anti-patterns, handoffs). The agent must investigate the repo, then reply with Goal / Blocking questions (0–3 with defaults) / Assumptions / Plan and stop until approved (unless the change is trivially small). Use when the user says workforce/UI, workforce/DE, DE, Backend, SRE, Ops, etc. This is NOT hiring people — it equips the agent to do that specialty of work at full potential. Short flags: DE UI FE BE DS ML AI ARCH OPS SRE MON SEC QA MGR. Orchestration: workforce_discuss, workforce_delegate. |
| workforce_specializeA | Alias of workforce_as — load specialist context for the agent to perform specialized work. Not a hiring tool. |
| workforce_consultA | Mid-task check against an already-loaded specialty's quality bars and decision frameworks (short flag or full id). Not hiring — specialist judgment for a blocker or decision. |
| workforce_handoffA | Switch the agent's specialist context from one specialty to another (e.g. ARCH→FE, DE→AI, OPS→SRE) with a clean brief. Not a personnel handoff — a context switch so the next slice of work uses the right skills and quality bars. |
| workforce_discussA | Run a multi-role discussion on an idea (scrum, critique, premortem, war room, retro, design review, or postmortem theater). Surfaces challenges from each specialty POV, then recommends a sequence — not hiring, not parallel implement-everything. |
| workforce_delegateA | Manager-style work breakdown: which specialty owns which slice, in what order, with acceptance criteria and workforce/FLAG invoke hints. Use after discuss or when the user asks who should do what. |
Prompts
Interactive templates invoked by user choice
| Name | Description |
|---|---|
| workforce/discuss | Scrum-style (or critique/premortem/postmortem theater) discussion across Workforce specialties — challenges from each POV, then a recommended sequence. |
| workforce/scrum | Scrum-style (or critique/premortem/postmortem theater) discussion across Workforce specialties — challenges from each POV, then a recommended sequence. |
| workforce/postmortem | Full-cast postmortem: every specialty owns exactly one corrective action. Topic = the failure story. |
| workforce/postmortem_theater | Full-cast postmortem: every specialty owns exactly one corrective action. Topic = the failure story. |
| workforce/delegate | Break work into specialty-owned slices with order, acceptance, and workforce/FLAG invoke hints. |
| workforce/plan_work | Break work into specialty-owned slices with order, acceptance, and workforce/FLAG invoke hints. |
| workforce/architect | Load Software Architect (ARCH) specialist context: Owns expensive-to-change system decisions — constraints first, ADRs second, diagrams last. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/ARCH | Load Software Architect (ARCH) specialist context: Owns expensive-to-change system decisions — constraints first, ADRs second, diagrams last. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/sa | Load Software Architect (ARCH) specialist context: Owns expensive-to-change system decisions — constraints first, ADRs second, diagrams last. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/software_architect | Load Software Architect (ARCH) specialist context: Owns expensive-to-change system decisions — constraints first, ADRs second, diagrams last. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/system_architect | Load Software Architect (ARCH) specialist context: Owns expensive-to-change system decisions — constraints first, ADRs second, diagrams last. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/ui_designer | Load UI Designer (UI) specialist context: Ships production UI outcomes and eng-ready specs — not concept art. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/UI | Load UI Designer (UI) specialist context: Ships production UI outcomes and eng-ready specs — not concept art. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/uid | Load UI Designer (UI) specialist context: Ships production UI outcomes and eng-ready specs — not concept art. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/ux | Load UI Designer (UI) specialist context: Ships production UI outcomes and eng-ready specs — not concept art. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/ux_designer | Load UI Designer (UI) specialist context: Ships production UI outcomes and eng-ready specs — not concept art. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/ui_design | Load UI Designer (UI) specialist context: Ships production UI outcomes and eng-ready specs — not concept art. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/product_designer | Load UI Designer (UI) specialist context: Ships production UI outcomes and eng-ready specs — not concept art. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/frontend | Load Frontend Engineer (FE) specialist context: Ships UI that survives production traffic — RSC-first, measurable perf and a11y. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/FE | Load Frontend Engineer (FE) specialist context: Ships UI that survives production traffic — RSC-first, measurable perf and a11y. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/front_end | Load Frontend Engineer (FE) specialist context: Ships UI that survives production traffic — RSC-first, measurable perf and a11y. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/web_frontend | Load Frontend Engineer (FE) specialist context: Ships UI that survives production traffic — RSC-first, measurable perf and a11y. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/backend | Load Backend Engineer (BE) specialist context: Designs APIs and services for failure — contracts, idempotency, and observability day one. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/BE | Load Backend Engineer (BE) specialist context: Designs APIs and services for failure — contracts, idempotency, and observability day one. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/back_end | Load Backend Engineer (BE) specialist context: Designs APIs and services for failure — contracts, idempotency, and observability day one. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/api | Load Backend Engineer (BE) specialist context: Designs APIs and services for failure — contracts, idempotency, and observability day one. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/data_engineer | Load Data Engineer (DE) specialist context: Ships reliable governed data products — SLAs, contracts, and replayable pipelines. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/DE | Load Data Engineer (DE) specialist context: Ships reliable governed data products — SLAs, contracts, and replayable pipelines. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/data_eng | Load Data Engineer (DE) specialist context: Ships reliable governed data products — SLAs, contracts, and replayable pipelines. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/etl | Load Data Engineer (DE) specialist context: Ships reliable governed data products — SLAs, contracts, and replayable pipelines. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/data_scientist | Load Data Scientist (DS) specialist context: Optimizes decisions with experimental and statistical rigor — specs and evidence, not serving infra. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/DS | Load Data Scientist (DS) specialist context: Optimizes decisions with experimental and statistical rigor — specs and evidence, not serving infra. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/ml_engineer | Load ML Engineer (ML) specialist context: Owns model lifecycle in production — train/serve parity, registry, canary, drift response. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/ML | Load ML Engineer (ML) specialist context: Owns model lifecycle in production — train/serve parity, registry, canary, drift response. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/mle | Load ML Engineer (ML) specialist context: Owns model lifecycle in production — train/serve parity, registry, canary, drift response. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/model_engineer | Load ML Engineer (ML) specialist context: Owns model lifecycle in production — train/serve parity, registry, canary, drift response. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/ai_engineer | Load AI Engineer (AI) specialist context: Ships LLM/agent/RAG product systems with evals, traces, and cost controls — compose models, do not train from scratch. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/AI | Load AI Engineer (AI) specialist context: Ships LLM/agent/RAG product systems with evals, traces, and cost controls — compose models, do not train from scratch. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/aie | Load AI Engineer (AI) specialist context: Ships LLM/agent/RAG product systems with evals, traces, and cost controls — compose models, do not train from scratch. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/llm | Load AI Engineer (AI) specialist context: Ships LLM/agent/RAG product systems with evals, traces, and cost controls — compose models, do not train from scratch. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/rag | Load AI Engineer (AI) specialist context: Ships LLM/agent/RAG product systems with evals, traces, and cost controls — compose models, do not train from scratch. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/ops | Load Platform / DevOps Engineer (OPS) specialist context: Ships reliable delivery platforms — CI/CD, infra as code, environments, and developer self-service. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/platform_eng | Load Platform / DevOps Engineer (OPS) specialist context: Ships reliable delivery platforms — CI/CD, infra as code, environments, and developer self-service. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/platform_engineer | Load Platform / DevOps Engineer (OPS) specialist context: Ships reliable delivery platforms — CI/CD, infra as code, environments, and developer self-service. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/doe | Load Platform / DevOps Engineer (OPS) specialist context: Ships reliable delivery platforms — CI/CD, infra as code, environments, and developer self-service. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/sre | Load Site Reliability Engineer (SRE) specialist context: Owns reliability as a product — SLOs, error budgets, incident response, and sustainable operations. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/site_reliability | Load Site Reliability Engineer (SRE) specialist context: Owns reliability as a product — SLOs, error budgets, incident response, and sustainable operations. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/site_reliability_engineer | Load Site Reliability Engineer (SRE) specialist context: Owns reliability as a product — SLOs, error budgets, incident response, and sustainable operations. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/monitoring | Load Monitoring / Observability Engineer (MON) specialist context: Makes systems explain themselves — metrics, logs, traces, continuous profiling, and actionable alerts. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/MON | Load Monitoring / Observability Engineer (MON) specialist context: Makes systems explain themselves — metrics, logs, traces, continuous profiling, and actionable alerts. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/security | Load Security Engineer (SEC) specialist context: Threat-models and hardens systems — authn/z, secrets, supply chain, and secure defaults without theater. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/SEC | Load Security Engineer (SEC) specialist context: Threat-models and hardens systems — authn/z, secrets, supply chain, and secure defaults without theater. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/qa | Load QA / Quality Engineer (QA) specialist context: Protects user trust with risk-based test strategy — automation, critical journeys, and release gates. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/qe | Load QA / Quality Engineer (QA) specialist context: Protects user trust with risk-based test strategy — automation, critical journeys, and release gates. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/manager | Load Engineering Manager / Delivery Lead (MGR) specialist context: Delegates work across specialties, sequences handoffs, and runs multi-role reviews — owns outcomes and clarity, not every craft. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/MGR | Load Engineering Manager / Delivery Lead (MGR) specialist context: Delegates work across specialties, sequences handoffs, and runs multi-role reviews — owns outcomes and clarity, not every craft. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/em | Load Engineering Manager / Delivery Lead (MGR) specialist context: Delegates work across specialties, sequences handoffs, and runs multi-role reviews — owns outcomes and clarity, not every craft. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/eng_manager | Load Engineering Manager / Delivery Lead (MGR) specialist context: Delegates work across specialties, sequences handoffs, and runs multi-role reviews — owns outcomes and clarity, not every craft. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/engineering_manager | Load Engineering Manager / Delivery Lead (MGR) specialist context: Delegates work across specialties, sequences handoffs, and runs multi-role reviews — owns outcomes and clarity, not every craft. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/delivery_lead | Load Engineering Manager / Delivery Lead (MGR) specialist context: Delegates work across specialties, sequences handoffs, and runs multi-role reviews — owns outcomes and clarity, not every craft. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/pm_eng | Load Engineering Manager / Delivery Lead (MGR) specialist context: Delegates work across specialties, sequences handoffs, and runs multi-role reviews — owns outcomes and clarity, not every craft. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
| workforce/scrum_master | Load Engineering Manager / Delivery Lead (MGR) specialist context: Delegates work across specialties, sequences handoffs, and runs multi-role reviews — owns outcomes and clarity, not every craft. Agent investigates, then Goal / Blocking questions / Assumptions / Plan and stops until approved. Not hiring. |
Resources
Contextual data attached and managed by the client
| Name | Description |
|---|---|
| workforce-role-architect | Owns expensive-to-change system decisions — constraints first, ADRs second, diagrams last |
| workforce-role-flag-arch | Short flag for architect: Owns expensive-to-change system decisions — constraints first, ADRs second, diagrams last |
| workforce-role-ui_designer | Ships production UI outcomes and eng-ready specs — not concept art |
| workforce-role-flag-ui | Short flag for ui_designer: Ships production UI outcomes and eng-ready specs — not concept art |
| workforce-role-frontend | Ships UI that survives production traffic — RSC-first, measurable perf and a11y |
| workforce-role-flag-fe | Short flag for frontend: Ships UI that survives production traffic — RSC-first, measurable perf and a11y |
| workforce-role-backend | Designs APIs and services for failure — contracts, idempotency, and observability day one |
| workforce-role-flag-be | Short flag for backend: Designs APIs and services for failure — contracts, idempotency, and observability day one |
| workforce-role-data_engineer | Ships reliable governed data products — SLAs, contracts, and replayable pipelines |
| workforce-role-flag-de | Short flag for data_engineer: Ships reliable governed data products — SLAs, contracts, and replayable pipelines |
| workforce-role-data_scientist | Optimizes decisions with experimental and statistical rigor — specs and evidence, not serving infra |
| workforce-role-flag-ds | Short flag for data_scientist: Optimizes decisions with experimental and statistical rigor — specs and evidence, not serving infra |
| workforce-role-ml_engineer | Owns model lifecycle in production — train/serve parity, registry, canary, drift response |
| workforce-role-flag-ml | Short flag for ml_engineer: Owns model lifecycle in production — train/serve parity, registry, canary, drift response |
| workforce-role-ai_engineer | Ships LLM/agent/RAG product systems with evals, traces, and cost controls — compose models, do not train from scratch |
| workforce-role-flag-ai | Short flag for ai_engineer: Ships LLM/agent/RAG product systems with evals, traces, and cost controls — compose models, do not train from scratch |
| workforce-role-ops | Ships reliable delivery platforms — CI/CD, infra as code, environments, and developer self-service |
| workforce-role-sre | Owns reliability as a product — SLOs, error budgets, incident response, and sustainable operations |
| workforce-role-monitoring | Makes systems explain themselves — metrics, logs, traces, continuous profiling, and actionable alerts |
| workforce-role-flag-mon | Short flag for monitoring: Makes systems explain themselves — metrics, logs, traces, continuous profiling, and actionable alerts |
| workforce-role-security | Threat-models and hardens systems — authn/z, secrets, supply chain, and secure defaults without theater |
| workforce-role-flag-sec | Short flag for security: Threat-models and hardens systems — authn/z, secrets, supply chain, and secure defaults without theater |
| workforce-role-qa | Protects user trust with risk-based test strategy — automation, critical journeys, and release gates |
| workforce-role-manager | Delegates work across specialties, sequences handoffs, and runs multi-role reviews — owns outcomes and clarity, not every craft |
| workforce-role-flag-mgr | Short flag for manager: Delegates work across specialties, sequences handoffs, and runs multi-role reviews — owns outcomes and clarity, not every craft |
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