Workflow

24 recipes · Durable multi-step jobs

VOLKSDROID PICKS

Implementation recipes with clear free-tier paths and reusable agent patterns.

upd 2026-07-07

Workflow

24

Durable multi-step jobs

Cloudflare Free App Stack

Intermediate

Deploy a free-tier app with Cloudflare Static Assets, Worker API, D1 database, token-protected admin checks, one-command deploy and production E2E verification.

Build time
20-40 minutes after Cloudflare credentials are ready
Stack
Cloudflare Workers + Workers Static Assets + Cloudflare D1 + Hono + GitHub template
Checked 23d ago

Cloudflare AI Gateway Free LLM Fallback Chain

Advanced

Route coding agents through a Cloudflare-hosted OpenAI-compatible gateway backed by verified free or free-credit LLM providers, with BYOK keys, model aliases, dynamic fallback, and a no-key reserve route.

Build time
2-3 hours after Cloudflare AI Gateway permissions are ready
Stack
Cloudflare AI Gateway + NVIDIA NIM + Mistral AI + Google AI Studio + Cloudflare Workers AI + Kilo Code Gateway + Ollama Cloud
Checked 23d ago

Vercel Agent AI Gateway Central Hub

Intermediate

Deploy a free Vercel-hosted OpenAI-compatible gateway that keeps provider keys in one place, exposes stable model aliases to all agents, and fails over across verified free-tier LLM routes.

Build time
60-90 minutes after provider keys are ready
Stack
Vercel Functions + NVIDIA NIM + Mistral AI + Cloudflare Workers AI + Kilo Code Gateway + Ollama Cloud
Checked 23d ago
N

Natural-Language Infrastructure-as-Code Generator

Beginner

A CLI workflow that turns plain-English requests like 'terraform for a highly available EKS' into ready-to-review IaC using aiac, with provider backends for OpenAI, Amazon Bedrock, or a local Ollama model so prompts stay inside your environment.

Build time
30 minutes to first generated module
Stack
aiac + Terraform + Amazon Bedrock + Ollama
Checked 26d ago
T

Terraform PR Agent with the HashiCorp MCP Server

Intermediate

An event-driven workflow where an AI agent grounded by HashiCorp's official Terraform MCP server writes and corrects Terraform against real provider schemas, then opens a pull request that runs plan in CI — so generated HCL references resources and arguments that actually exist.

Build time
Half a day to wire MCP into your CI
Stack
Terraform MCP Server + Terraform + GitHub Actions + Model Context Protocol
Checked 26d ago
A

Automated PR Review Agent with LangGraph

Intermediate

An event-driven agent that wakes on a GitHub pull_request webhook, fetches the diff, runs a LangGraph review graph for bugs, security, and style, and posts inline review comments back on the PR.

Build time
Half a day for a prototype
Stack
LangChain + GitHub MCP Server + GitHub repository + Trigger.dev + Anthropic Startup Program
Checked 26d ago
O

Orchestrator-Workers News Fact-Checker

Intermediate

A durable orchestrator task breaks a news article into claims, fans them out to parallel worker tasks for source verification and historical analysis, then synthesizes a fact-check report.

Build time
2-4 hours for a prototype
Stack
Trigger.dev Scheduled Tasks + OpenRouter + Anthropic Startup Program
Checked 26d ago
E

Evaluator-Optimizer Translation Loop

Intermediate

Two LLM roles in a feedback loop: a translator generates output, an evaluator critiques it against a rubric, and the task recursively refines until the evaluator approves or a max-iteration cap is hit.

Build time
1-3 hours for a prototype
Stack
Trigger.dev Scheduled Tasks + Anthropic Startup Program + OpenRouter
Checked 26d ago
M

Multi-Agent SEO Blog Pipeline that Publishes to Ghost

Intermediate

A CrewAI editorial crew of six specialized agents that researches a topic with live web search, writes a long-form article, optimizes it for SEO, reviews quality, and publishes a draft straight to Ghost CMS.

Build time
A day to set up and tune the crew
Stack
CrewAI + Brave Search API + Ghost CMS + OpenAI | GPT-4o-mini + Ollama
Checked 26d ago
L

LangGraph Supervisor Research Desk

Intermediate

A central supervisor agent coordinates specialized worker agents (a web researcher and a math/analysis agent), deciding which to invoke next and when the task is done, using langgraph-supervisor.

Build time
2-4 hours for a prototype
Stack
Qdrant Cloud Free Tier + Anthropic Startup Program + OpenRouter
Checked 26d ago
M

Multi-Agent Support Ticket Triage with CrewAI

Intermediate

A sequential crew of specialized agents — classifier, knowledge-base researcher, response drafter, and escalation checker — that processes each incoming support ticket end to end and either drafts a reply or escalates to a human.

Build time
1-2 days for a prototype
Stack
CrewAI + OpenAI Platform + Qdrant
Checked 26d ago
B

Brand-Aware Content Generator with RAG

Intermediate

A RAG content platform that embeds your company's own documents into Qdrant, retrieves the most relevant context by semantic search, and feeds it to an LLM so every generated social post or article is grounded in your real messaging.

Build time
A day for the end-to-end pipeline
Stack
Qdrant + Nebius | Token Factory + Llama 3.3 70B Instruct + Qwen3 Embedding
Checked 26d ago
D

Durable RAG Answer Workflow with Inngest

Intermediate

Wrap a retrieval-augmented answer pipeline in an Inngest durable function so each step — query the vector DB, fetch context, generate with the LLM, save, notify — is checkpointed and automatically retried on failure, with built-in throttling for LLM rate limits.

Build time
Half a day for a prototype
Stack
Inngest + OpenAI Platform + Qdrant
Checked 26d ago
L

LlamaIndex AgentWorkflow Report Swarm

Intermediate

Three handoff-driven agents (research, write, review) collaborate as a swarm via LlamaIndex AgentWorkflow, passing control to one another until a report is finished — with an orchestrator variant for tighter control.

Build time
2-4 hours for a prototype
Stack
Qdrant Cloud Free Tier + Anthropic Startup Program + OpenRouter
Checked 26d ago
R

Repurpose One Blog Post into a Week of Channels

Beginner

A repurposing worker that scrapes a blog post or YouTube video with Firecrawl, then uses a LangChain chain to spin it into a LinkedIn post, a Twitter thread, and an email-newsletter section in one run.

Build time
2-3 hours for the first version
Stack
Firecrawl + LangChain + Anthropic | Claude + Google Docs API
Checked 26d ago
C

Coverage-Driven Unit Test Generation with Cover-Agent

Intermediate

A worker that generates unit tests for a source file, runs them, and only keeps tests that compile, pass, and measurably increase code coverage — iterating until it hits a target.

Build time
2-3 hours for a prototype
Stack
GitHub Actions + GitHub repository + OpenAI for Startups
Checked 26d ago
P

Parse Complex PDF Manuals into a Qdrant Hybrid-Search Knowledge Base

Advanced

A document-parsing pipeline that turns messy PDF manuals with tables and figures into clean markdown with LlamaParse, embeds it, and stores dense plus sparse vectors in Qdrant for hybrid-search retrieval.

Build time
2-3 hours
Stack
LlamaIndex + LlamaParse | LlamaCloud + Qdrant Cloud + Jina AI Embeddings + Hugging Face Inference
Checked 26d ago
A

Autonomous Dependency Migration Agent with OpenHands

Advanced

An agent-runtime workflow that upgrades a breaking dependency across a codebase: it localizes affected usages, applies fixes in a sandbox, runs the test suite, and opens a PR when green.

Build time
A day or more for a real codebase
Stack
OpenHands + E2B + GitHub repository + GitHub Actions + Anthropic Startup Program
Checked 26d ago
M

Multi-Agent Daily Briefing Crew

Intermediate

A CrewAI crew of role-playing agents (researcher, editor, writer) that gathers the day's news on your topics, filters and summarizes it, and assembles a personal morning briefing.

Build time
An afternoon following the CrewAI quickstart
Stack
GitHub Models + DeepSeek Platform
Checked 26d ago
G

GitHub Issue Triage and PR Review on Trigger.dev

Intermediate

Durable Trigger.dev tasks behind a webhook gateway that auto-label new issues, review PRs, and post deploy summaries to Slack — each GitHub event routed to the right task with retries and full tracing.

Build time
Half a day for a prototype
Stack
Trigger.dev + GitHub repository + Anthropic Startup Program
Checked 26d ago
D

Deep Research Agent with Firecrawl and an Agent SDK

Intermediate

An agent that takes a research question, fans out web searches, scrapes the most promising sources into clean markdown with Firecrawl, and synthesizes a cited report — an open-source alternative to OpenAI Deep Research.

Build time
Half a day for a prototype
Stack
Firecrawl + OpenAI Agents SDK + OpenAI + Anthropic Startup Program
Checked 26d ago
L

Live-Docs Migration Assistant with Firecrawl and Qdrant

Intermediate

Scrape a framework's current docs with Firecrawl, index them in Qdrant, and run a LangGraph ReAct agent that answers migration questions with up-to-date, cited syntax instead of stale LLM memory.

Build time
Half a day for a prototype
Stack
Firecrawl + Qdrant Cloud Free Tier + LangChain + Jina AI Search Foundation (Embeddings + Reranker) + DeepSeek Platform
Checked 26d ago
P

Per-User Morning Briefing on Trigger.dev

Advanced

A durable, multi-tenant scheduled task on Trigger.dev that fires each user's morning briefing in their own timezone, assembles calendar/tasks/weather, and delivers it — one task, thousands of schedules.

Build time
Half a day for a multi-tenant prototype
Stack
Trigger.dev Scheduled Tasks + GitHub Models
Checked 26d ago
A

Auditable Deep Research Pipeline with LangGraph and Exa

Advanced

A LangGraph state machine that decomposes a research question into sub-questions, finds sources with Exa semantic search, extracts and reranks passages, and writes an executive report with citations — auditable and private enough for finance or legal due diligence.

Build time
A day for a working pipeline
Stack
LangChain + Exa + Cohere + OpenAI
Checked 26d ago