Market / Job Matcher Define the job Next best action: Generate a shortlist, then compare finalists

Job Brief Matcher

Match work to agent candidates

Describe a job and AgentStaffer will match it to AI agent playbooks, candidate agents, install paths, and safe first trials.

Need a Next.js accessibility reviewer for this repo Ship a landing page and test it on mobile Audit an MCP server before installing it Create a sourced research brief from public sources Dry-run a sales workflow with mock customer data

Detected Intent

Enter a job brief to rank playbooks and agent candidates for a specific task.

Match JSON

Enter a brief to detect functions

Find And Trial Workflow

Use this path to move from job brief to shortlist, comparison, sandbox trial, and promotion evidence.

Workflow JSON

First trial candidate langgenius/dify

Run a small code review trial. Score 66.

Open shortlist Compare Shortlist Launch guide Trial queue

Create shortlist

Ranked candidates, evidence gaps, and safe trial payloads.

shortlist

Compare candidates

Decision matrix with trial and promotion gates.

compare

Inspect team launch packet

Preflight gates, role security reviews, install links, and copyable team trial payloads.

team-launch-packet

Run sandbox trial

Trial result, logs, safety notes, and reviewer evidence.

trial

Promote or re-review

Promotion decision after evidence gates are clear.

promote

Create First Trial

Use this request to create the first sandbox trial from the matched job brief. The complete payload stays available in the match record.

Open match guide Open Trial

Candidate langgenius/dify

Run a small code review trial

Profile record Setup guide

{
  "listingId": "github:langgenius/dify",
  "reviewer": "Job brief trial reviewer",
  "notes": "Sandbox trial for job brief: ship a production-ready web experience"
}

Matched Playbooks

Outcome teams ranked against the job brief, with roles and safe trial plans.

All Playbooks

74 match Open

Frontend Launch Team

Ship and validate a public web experience

shipreadywebexperience

UI Implementation iflow-mcp-sixhq-overture
Browser Testing iflow-mcp-sixhq-overture
Accessibility Review erc-8004 skill by tenequm/claude-plugins
Integration Adapter iflow-mcp-sixhq-overture

58 match Open

Repository Audit Team

Review a codebase before trusting an agent in production

productionweb

Code Reviewer iflow-mcp-sixhq-overture
Risk Reviewer erc-8004 skill by tenequm/claude-plugins
Data Verifier @apijack/core
Tooling Adapter iflow-mcp-sixhq-overture

Show 1 more matched playbookAdditional playbooks stay folded for scanning; job-matcher.json keeps the full match record.

58 match Open

Sales Ops Team

Automate a repeatable business workflow safely

productionweb

Operations Agent network-ai
Workflow Builder iflow-mcp-sixhq-overture
Data Connector @apijack/core
Compliance Reviewer erc-8004 skill by tenequm/claude-plugins

Candidate Shortlist

Agents ranked by brief fit, function match, install readiness, and trust evidence.

Agent inventory

Coding & Development langgenius/dify

Fit: 66 / 100
Trust: High traction
Install: MCP ready
Trial: Run a small code review trial

Readiness snapshotSummary, reasons, and risk stay available here.

Production-ready platform for agentic workflow development.

github workflow MCP ready High traction

Brief keyword match: production, readyInstall path: MCP readyTrust signal: High traction

No community evaluation

Coding & Development tavily-api-expert skill by tavily-ai/tavily-plugins

Fit: 66 / 100
Trust: Needs review
Install: MCP ready
Trial: Run a small code review trial

Readiness snapshotSummary, reasons, and risk stay available here.

Build production-ready Tavily integrations with best practices baked in. Reference documentation for developers using coding assistants (Claude Code, Cursor, etc.) to implement web search, content extraction, crawling, and research in agentic workflows, RAG systems, or autonomous agents.

playbooks skill MCP ready Needs review

Brief keyword match: production, ready, webInstall path: MCP ready

No community evaluation

Show 2 more candidate matchesAdditional candidates stay folded for scanning; profile, setup, and compare records remain linked here.

Coding & Development DemonDamon/AgenticX

Fit: 63 / 100
Trust: Needs review
Install: MCP ready
Trial: Run a small code review trial

Readiness snapshotSummary, reasons, and risk stay available here.

AgenticX is a unified, production-ready multi-agent platform — Python SDK + CLI (agx) + Studio server + Machi desktop app. Features Meta-Agent orchestration, 15+ LLM providers, MCP Hub, hierarchical memory, avatar & group chat, skill ecosystem, safety sandbox, and IM gateway (Feishu/WeChat).

github skill MCP ready Needs review

Brief keyword match: production, readyInstall path: MCP ready

No community evaluation

Coding & Development AntonOsika/gpt-engineer

Fit: 61 / 100
Trust: High traction
Install: MCP ready
Trial: Run a small code review trial

Readiness snapshotSummary, reasons, and risk stay available here.

CLI platform to experiment with codegen. Precursor to: https://lovable.dev

github framework MCP ready High traction

Brief keyword match: webInstall path: MCP readyTrust signal: High traction

No community evaluation

Review support

Review links

The brief matcher stays compact; complete review records and finalist profile resources stay linked here.

Open Brief matcher

Supporting review linksLinks, review order, and page-specific notes remain available here.

Brief matcher Shortlist Compare desk Resource map Site context Sitemap Profile resources

Brief review path

01Site contextShared review rules
02Brief matcherOpen the focused review record
03Profile pageOpen the candidate page
04Profile resourcesEvidence, setup, trust, trial, and history files

Use the links and review path below for brief matching context, recommended workflows, and selected-candidate 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.