VOLKSDROID PICKS
Implementation recipes with clear free-tier paths and reusable agent patterns.
Workflow
24Durable multi-step jobs
Cloudflare Free App Stack
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
Cloudflare AI Gateway Free LLM Fallback Chain
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
Vercel Agent AI Gateway Central Hub
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
Natural-Language Infrastructure-as-Code Generator
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
Terraform PR Agent with the HashiCorp MCP Server
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
Automated PR Review Agent with LangGraph
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
Orchestrator-Workers News Fact-Checker
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
Evaluator-Optimizer Translation Loop
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
Multi-Agent SEO Blog Pipeline that Publishes to Ghost
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
LangGraph Supervisor Research Desk
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
Multi-Agent Support Ticket Triage with CrewAI
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
Brand-Aware Content Generator with RAG
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
Durable RAG Answer Workflow with Inngest
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
LlamaIndex AgentWorkflow Report Swarm
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
Repurpose One Blog Post into a Week of Channels
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
Coverage-Driven Unit Test Generation with Cover-Agent
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
Parse Complex PDF Manuals into a Qdrant Hybrid-Search Knowledge Base
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
Autonomous Dependency Migration Agent with OpenHands
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
Multi-Agent Daily Briefing Crew
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
GitHub Issue Triage and PR Review on Trigger.dev
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
Deep Research Agent with Firecrawl and an Agent SDK
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
Live-Docs Migration Assistant with Firecrawl and Qdrant
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
Per-User Morning Briefing on Trigger.dev
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
Auditable Deep Research Pipeline with LangGraph and Exa
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