Workforce MCP
Server Configuration
Describes the environment variables required to run the server.
| Name | Required | Description | Default |
|---|---|---|---|
No arguments | |||
Instructions
Guidance the server publishes about itself, which clients place ahead of the tool catalog so the model reads it before choosing anything.
This server publishes no instructions, or was last inspected before Glama recorded them.
Capabilities
Features and capabilities supported by this server
Protocol revision2025-11-25
| 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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