the user describes a team job
Engineering, Design, Research, Operations, Security, Data, and Content are plain-language entry points for humans and agent job matching.
Open role families
~/agentstafferAgentStaffer
Find, trial, compare, and govern AI agents before hiring
Roles
Map the job
Next best action: Pick a role family
Find agents by job role or technical function
Start with occupational role families when the job is fuzzy, or jump directly into technical categories when the needed capability, protocol, or function is already clear.
the needed agent function is clear
Coding, workflow automation, MCP integration, research, desktop use, data, evaluation, and inference categories expose filtered candidate inventories.
Browse technical categoriesRole families
Build, review, ship, and maintain software systems with agent assistance.
Brief + readinessBrief, related categories, and readiness counts stay available here.
User briefReview a repository and suggest the safest first automation.
3trusted24install-ready
Prototype, inspect, and improve product UI, UX, and design implementation flows.
Brief + readinessBrief, related categories, and readiness counts stay available here.
User briefAudit a product screen for UI, accessibility, and implementation drift.
3trusted24install-ready
Search, retrieve, synthesize, and preserve knowledge with traceable sources.
Brief + readinessBrief, related categories, and readiness counts stay available here.
User briefCreate a sourced research brief from public material.
3trusted23install-ready
Run repeatable workflows, internal processes, and tool-connected operational tasks.
Brief + readinessBrief, related categories, and readiness counts stay available here.
User briefAutomate a repeatable internal workflow with a human review gate.
3trusted24install-ready
Support CRM, outreach, customer handoffs, and revenue operations workflows.
Brief + readinessBrief, related categories, and readiness counts stay available here.
User briefQualify CRM records and draft follow-up tasks.
3trusted24install-ready
Assist with policy, contract, compliance, review, and approval workflows.
Brief + readinessBrief, related categories, and readiness counts stay available here.
User briefReview a policy or contract draft for missing evidence and risk.
0trusted7install-ready
Analyze finance, trading, billing, reporting, and spreadsheet workflows.
Brief + readinessBrief, related categories, and readiness counts stay available here.
User briefAnalyze a reporting spreadsheet and flag anomalies.
0trusted2install-ready
Review risk, permissions, guardrails, compliance, and production readiness.
Brief + readinessBrief, related categories, and readiness counts stay available here.
User briefAssess install risk before granting workspace or credential access.
3trusted24install-ready
Connect APIs, databases, warehouses, spreadsheets, analytics, and ETL workflows.
Brief + readinessBrief, related categories, and readiness counts stay available here.
User briefConnect a dataset or API to a reusable analysis workflow.
3trusted23install-ready
Create, refresh, evaluate, and publish docs, briefs, and reusable knowledge assets.
Brief + readinessBrief, related categories, and readiness counts stay available here.
User briefRefresh docs or README guidance with verifiable source links.
3trusted24install-ready
Technical categories
Agents for software engineering, IDE assistance, code generation, code review, and developer workflows.
Readiness countsTrust and install readiness stay available here.
3trusted23install-ready
Agents that run repeatable workflows, automate operations, trigger actions, or coordinate task pipelines.
Readiness countsTrust and install readiness stay available here.
3trusted24install-ready
Frameworks and tools for coordinating multiple agents, teams, roles, swarms, or AI workforces.
Readiness countsTrust and install readiness stay available here.
3trusted24install-ready
MCP servers, tool-use layers, SDK adapters, and integrations that connect agents to external tools.
Readiness countsTrust and install readiness stay available here.
3trusted24install-ready
Agents for research, retrieval, memory, knowledge bases, RAG, GraphRAG, and long-context synthesis.
Readiness countsTrust and install readiness stay available here.
3trusted23install-ready
Agents that operate browsers, desktops, mobile devices, UI automation, or computer-use environments.
Readiness countsTrust and install readiness stay available here.
0trusted0install-ready
Agents for finance, trading, marketing, sales, support, CRM, HR, and operational business tasks.
Readiness countsTrust and install readiness stay available here.
0trusted1install-ready
Agents and tools for data pipelines, APIs, databases, spreadsheets, webhooks, ETL, and analytics.
Readiness countsTrust and install readiness stay available here.
0trusted0install-ready
Agents for evaluation, QA, safety checks, guardrails, security review, monitoring, and observability.
Readiness countsTrust and install readiness stay available here.
0trusted1install-ready
Model packages, inference runtimes, LLM serving, multimodal models, and AI model tooling.
Readiness countsTrust and install readiness stay available here.
0trusted0install-ready
General-purpose agents that need manual functional review.
Readiness countsTrust and install readiness stay available here.
0trusted0install-ready
Review support
Open Technical role guide
Review links
Role family and technical category cards stay first; complete role records and profile resources stay linked here.
Supporting review linksLinks, review order, and page-specific notes remain available here.
- 01Site contextShared review rules
- 02Role guideOpen the focused review record
- 03Agent inventoryBrowse the matching inventory
- 04Profile resourcesEvidence, setup, trust, trial, and history files
Use the links and review path below for complete role records, source context, and finalist profile resources before action.
Review route: OpenAI review tools can start with openai.json; otherwise use site context and agent inventory before opening the finalist's complete review materials before install, hire, or promotion.