Blueprint Library
Step-by-step integration patterns
Production-tested recipes for building with agent tools. Real stacks, real edge cases, real trade-offs documented.
200 patterns · 631 tools covered
Semantic Kernel + Cosmos DB enterprise agent
Scalable multi-tenant enterprise agents with persistent chat history, RAG over operational data, semantic caching, and collaborative agent workflows.
Voyage AI + domain-specific embeddings
Superior retrieval accuracy in specialized domains for AI agents (legal docs, financial reports, codebases)
AWS Strands + DynamoDB agent state persistence
Fault-tolerant, scalable agent deployments resuming across restarts/containers; production-grade conversation memory; multi-instance agent scaling.
Dify + Qdrant self-hosted RAG chatbot
Production-ready, fully self-hosted RAG chatbot with hybrid search, agentic workflows, no cloud vector DB costs/limits
Arthur AI + model monitoring setup
Production observability for LLM agents with drift detection, performance tracking, and alerting.
Box API + document management agent
Secure, scalable document CRUD/retrieval for AI agents in RAG, workflows, auto-filing
LangFlow + Groq fast inference integration
No-code building of high-speed LLM agents, RAG pipelines, chatbots with Groq's LPU inference in LangFlow UI.
GitLab API + CI/CD agent integration
Automated CI/CD orchestration from AI agents, external systems, or scripts without UI interaction
Flowise + Weaviate vector search chatbot
RAG-powered chatbots with semantic search over custom documents using open-source vector DB.
Comet ML + experiment tracking pipeline
Automated tracking, comparison, and reproducibility of ML experiments in agent workflows
Anthropic API + MCP server custom tool agent
Direct integration of remote custom tools/servers into Claude models without local client SDKs, enabling agentic workflows with external data/tools via standardized protocol.
OpenAI API + Guardrails AI safe agent output
Reliable structured data extraction from LLMs with automatic validation, correction, and safety checks for production AI agents.
Google ADK + Firebase agent backend
Scalable multi-agent AI backends with persistent storage, user auth, and real-time DB for production AI agents.
Magnitude + agent testing framework
Resilient E2E testing that adapts to UI changes without brittle selectors.
Discord + bot agent integration
Real-time conversational AI agents in Discord servers for communities, support, gaming, moderation.
Microsoft Teams + bot framework agent
Deploying conversational AI agents in Teams personal chats, group chats, channels with support for cards, task modules, proactive messaging, and Teams-specific events.
Dropbox API + file sync agent workflow
Automated bidirectional file synchronization between local filesystems and Dropbox for AI agents
LangGraph + Langfuse traced agent pipeline
Production observability for complex stateful multi-agent workflows with detailed tracing, debugging, and evaluation.
Aider + CLI coding agent workflowE2B + CrewAI sandboxed multi-agent execution
Sandboxed, secure multi-agent code execution and CLI tool integration for safe AI-driven software development workflows.
Bright Data + web data collection
Scalable anti-block web scraping for AI agents with proxy rotation, CAPTCHA solving, JS rendering.
Deepgram + real-time speech agent
Real-time bidirectional voice conversations with natural turn-taking, barge-in handling, and LLM orchestration for AI agents.
Composio + CrewAI tool-enriched agent team
Multi-agent teams with production-ready access to 250+ external tools like Gmail, GitHub, Slack via managed authentication.
Pydantic AI + Logfire observability setup
Production debugging, performance monitoring, and visualization of AI agent executions including model calls and tool usage.
Mastra + Vercel deployment workflow
Global edge deployment of production Mastra AI agents/workflows with automatic scaling and zero-config serverless functions.
Surf + web browsing agent setup
Autonomous AI agents that perform complex web tasks like scraping, form filling, CAPTCHA solving via natural language in a testable playground.
Plaid + financial data agent integration
Real-time access to Plaid diagnostics, Link analytics, item health, and usage metrics directly within AI agents for automated financial data analysis, support, and debugging.
Elasticsearch + vector search integration
Semantic similarity search, RAG pipelines, recommendation systems in AI agents
Lakera Guard + prompt injection detection
Real-time runtime protection for AI agents against prompt injections and jailbreaks in production apps.
PayPal API + transaction agent workflow
Automated payment processing, refunds, and transaction querying in AI agents
Redis Stack + multi-model agent data
Scalable multi-agent orchestration with shared persistent state, semantic memory retrieval, and real-time coordination across distributed LLM instances.
Bitbucket API + pipeline automation agent
Programmatic triggering and management of CI/CD pipelines from external agents, scripts, or other services
Neo4j + graph-based agent knowledge
Persistent, context-aware AI agents with multi-hop reasoning over knowledge graphs, GraphRAG for complex queries.
Rebuff + prompt injection defense
Secure LLM agent pipelines resistant to prompt injection attacks
OpenLIT + LLM telemetry setup
Production monitoring of LLM apps with traces, metrics, costs, tokens, and GPU usage across 50+ providers.
SerpAPI + search results pipeline
Real-time structured access to Google/other search engine results for AI agents, RAG, data pipelines without scraping hassles.
Jina Embeddings + vector pipeline
Semantic search, RAG systems, multilingual text retrieval in AI agents
Diffbot + knowledge graph extraction
Building custom knowledge graphs from unstructured text for LLM-powered Q&A, recommendations, and relationship analysis in AI agents.
Zyte + web extraction pipeline
Scalable, anti-bot-proof web data extraction for AI agents using structured outputs without custom parsers.
Neon + serverless Postgres for agents
Serverless database persistence for AI agents with autoscaling, branching for testing, scale-to-zero cost savings, vector extensions for RAG.
pgvector + PostgreSQL vector search setup
Fast similarity search and RAG in AI agents using existing Postgres infra
Marqo + tensor search for agents
Semantic retrieval for RAG in LLM agents, multimodal search (text+image), agentic search pipelines
Vespa + hybrid search engine setup
Scalable RAG pipelines with fused lexical+semantic retrieval for production AI agents.
AssemblyAI + audio transcription agent
Real-time and batch audio transcription with AI features like speaker diarization, summarization, sentiment analysis for AI agents.
Supabase Edge Functions + agent backend
Serverless, globally distributed execution of AI agent logic with database integration, real-time features, and automatic scaling without managing servers.
Upstash + Redis vector for agent memory
Persistent, context-aware AI agents with semantic long-term memory across sessions without managing infra
Railway + agent deployment platform
Scalable production hosting for AI agents with auto-scaling, private networking, and managed DBs.
Airtable + agent data backend
Persistent structured storage/retrieval for agent memory, workflows, and state across sessions
LanceDB + embedded vector database setup
Local/serverless semantic search and RAG pipelines without external database servers
Kubernetes + agent orchestration platform
Scalable, observable deployment of custom AI agents with persistent memory, tracing, and MCP tool integration in production K8s environments.
GCP Cloud Functions + agent microservices
Serverless deployment of AI agent tools as event-driven microservices with auto-scaling.
Asana API + agent task management
AI agents creating, updating, querying tasks/projects in Asana for automated workflows.
Docker + agent containerization
Reproducible, scalable multi-agent AI pipelines running anywhere Docker does, with easy orchestration and tool integration via MCP.
Nomic + open embedding visualization
Interactive 2D/3D visualization of high-dimensional embeddings for debugging RAG, clustering analysis, data exploration in AI agents.
Azure Functions + durable agent workflows
Reliable, scalable, stateful multi-agent AI workflows with automatic state persistence, failure recovery, human-in-the-loop, and serverless scaling.
Turbopuffer + vector search optimization
Scalable semantic search, RAG for AI agents, hybrid vector+full-text search at low cost
Cloudflare Workers + edge agent processing
Low-latency, globally distributed AI inference for agent tools without managing GPU infrastructure.
Jira Cloud API + agent ticket creation
AI agents automatically creating/tracking Jira tickets from alerts, monitoring, or user requests
GitHub API + agent repository operations
Autonomous repository lifecycle management: create/update/delete repos, manage files/issues/releases via AI agents.
Google Sheets API + agent data sync
Bidirectional data sync between AI agents/scripts and live spreadsheets for logging, reporting, dashboards.
Novu + agent notification system
Multi-channel notifications (in-app, email, SMS, push, chat) triggered autonomously by AI agents
Vercel Edge Functions + agent middleware
Low-latency global request preprocessing for AI agents (auth, routing, personalization) before cache/agent execution.
Knock + alert pipeline for agents
Asynchronous human approvals and cross-channel alerts in agentic workflows without custom notification logic.
Twilio API + agent communication
Low-code deployment of conversational AI agents across phone, SMS, WhatsApp, webchat with seamless human handover.
Giskard + model testing framework
Automated vulnerability scanning (bias, hallucination, security) and test suite generation for AI agents in CI/CD pipelines.
AWS Lambda + serverless agent functions
Serverless, scalable custom tools for AI agents (API/DB access, computations)
Notion API + agent knowledge management
Dynamic retrieval of Notion content as vector store for agentic RAG queries and knowledge management.
New Relic AI + performance monitoring
AI-powered natural language queries on telemetry for proactive perf analysis, anomaly detection, monitoring gap identification in agent workflows.
SendGrid + agent email automation
AI agents that autonomously send transactional/marketing emails based on reasoning.
Stripe API + agent payment processing
AI agents autonomously creating/managing payments, subscriptions, customers via natural language.
Courier + multi-channel agent notifications
AI agents sending real-time, multi-channel notifications (email, SMS, push, Slack) directly from IDE or autonomous workflows without context-switching.
OneSignal + push notification for agents
Real-time mobile/web alerts from AI agents for task updates, responses, or events
Vanna.ai + text-to-SQL agent
Production-ready natural language interface to databases with user permissions and streaming UI.
MindsDB + predictive query engine
In-database ML predictions via standard SQL queries on any connected data source
Cloudflare MCP Server + edge deployment
Remote, globally distributed AI agent tools accessible over internet with auth, low-latency edge execution for stateful/stateless MCP servers.
WhyLabs + model data profiling
Automated data quality monitoring, drift detection, and alerting for AI agent model inputs/outputs in production pipelines.
Fiddler AI + model monitoring setup
Production monitoring of ML/LLM models with drift detection, performance tracking, data integrity checks, and explainability in agent workflows.
Zapier + OpenAI custom integration
AI agents that execute actions across 7,000+ apps directly from custom GPT conversations
AWS MCP Servers + cloud infrastructure agent
Natural language control of AWS infrastructure CRUDL for AI agents/IDEs
Evidently + data drift detection
Automated production ML model monitoring for data distribution shifts without ground truth labels
Linear MCP Server + project management agent
AI agents querying/automating Linear issues/projects/teams directly in IDEs/chatbots
YouTube MCP Server + content analysis
AI agents analyzing YouTube video transcripts, metadata, comments for summaries, insights, comparisons without manual download.
Grafana + LLM observability dashboard
Real-time debugging and optimization of LLM-powered AI agents in production.
Figma MCP Server + design asset agent
AI agents generating production-ready code from Figma designs with structured access to layers, components, variables, images/SVGs.
GitHub MCP Server + code analysis agent
AI agents performing GitHub repo management and code security analysis (scanning alerts, vulnerabilities) directly in IDE chat.
Make.com + Claude API scenario builder
No-code AI-powered workflow automation with Claude's reasoning in Make scenarios
Twilio MCP Server + communication agent
AI agents autonomously managing communication workflows like buying phone numbers, sending SMS, building IVRs via natural language.
Stripe MCP Server + payment automation
Secure, natural language-driven payment operations (create customers, invoices, payment links, refunds, subscriptions) directly in AI agents and code editors.
Postgres MCP Server + database query agent
AI agents performing natural language queries on Postgres with schema awareness and safe execution
N8N + Airtable automation workflow
Event-driven data sync, AI-enhanced workflows, no-code automations across 1000+ apps using Airtable as database.
Docker MCP Server + container management
AI agents that can manage Docker containers, images, volumes, networks via natural language commands securely containerized.
Google Drive MCP Server + document agent
AI agents can autonomously search, read, create, edit, organize, and manage documents/files in Google Drive via natural language commands.
Memory MCP Server + persistent agent memory
Long-term context retention across sessions, personalized AI responses, evolving agent knowledge without context window limits.
Slack MCP Server + Claude Desktop setup
Real-time AI agent access to Slack workspace for reading/summarizing/posting messages in Claude prompts.
Retool + AI-powered internal tool builder
Autonomous AI agents that reason, select tools, and complete complex internal tasks like meeting prep, data analysis, or automation without fixed scripts.
Git MCP Server + repository analysis agent
AI agents performing automated Git ops + repo analysis (structure, code review, insights) without shell access.
Fetch MCP Server + HTTP request agent
Real-time web browsing and content extraction for AI agents without built-in internet access.
Notion MCP Server + knowledge base agent
AI agents with full read/write access to Notion workspaces as a dynamic knowledge base
MemGPT + Claude long-context agent
Persistent stateful agents with massive context windows and self-editing memory using Claude's reasoning strengths.
Trigger.dev + background agent job processing
Reliable, observable, long-running AI agent workflows with retries, no timeouts, human-in-loop.
Puppeteer MCP Server + web automation
AI agents controlling real browsers for dynamic web automation beyond static APIs.
Composio + Slack agent integration
AI agents that read Slack channels, fetch history, send messages, manage reminders via natural language prompts.
Sentry MCP Server + error monitoring agent
AI agents querying live error data, analyzing issues, creating projects/DSNs, invoking Seer root cause analysis directly from IDE/LLM chats.
Superblocks + AI query builder setup
AI agents that dynamically query/build/execute database/API operations via natural language in governed internal apps.
NeMo + custom LLM fine-tuning pipeline
Domain-specific LLM customization for enterprise AI agents with proprietary data, RAG enhancement, instruction following.
Google Maps MCP Server + location agent
Real-time geospatial reasoning and location services for AI agents beyond training data limits.
Temporal + durable agent workflow orchestration
Reliable, fault-tolerant AI agents that survive crashes, retries, and scale to production multi-user conversations.
Brave Search MCP Server + research agent
Real-time web search, local business lookup, image/video/news search with AI summarization for AI agents via standardized MCP protocol
Guidance + template structured generation
Precise control over LLM outputs for agent tools, JSON/regex/grammar enforcement without parsing errors.
Sequential Thinking MCP Server + reasoning agent
Multi-perspective reasoning with 6 specialized agents and AI routing for complex problem-solving in LLM agents.
Ragas + RAG quality metrics
Automated, LLM-based evaluation of RAG pipelines for production monitoring and optimization.
Inngest + serverless agent event handling
Reliable, durable agent orchestration with event triggers, retries, and state management across serverless invocations without infra.
Galileo + model monitoring dashboard
Production monitoring of LLM/agent apps with traces, custom metrics, alerts in a unified dashboard.
Datadog LLM Observability + APM integration
End-to-end tracing from application code through LLM agents/tools/RAG, correlating infra perf with AI metrics (latency, tokens, evals).
MLflow + model registry management
Centralized model lifecycle management enabling team collaboration, versioning, staging/promotion, lineage tracking, and production deployment in AI agent pipelines.
NeMo Guardrails + conversational safety rails
Safe, controllable LLM conversational agents with topic enforcement, jailbreak protection, and moderated I/O.
Labelbox + model training data pipeline
Data-centric ML loops for AI agents: label, train, analyze errors, prioritize data automatically.
Scale AI + LLM evaluation workflow
Automated node-level QA for LLM agents/RAG pipelines with UI tracking
TruLens + RAG evaluation pipeline
Systematic evaluation and debugging of RAG apps for production readiness
Mistral API + LangGraph code agent
Stateful, multi-turn code generation agents that write, execute, debug Python code via ReAct loops with tool calling.
Arize Phoenix + trace analysis setup
End-to-end observability for LLM agents with trace analysis and evaluation.
Weights & Biases Weave + experiment tracking
LLM app observability linked to ML experiment runs
Cohere + Weaviate rerank search pipeline
Precise semantic reranking in RAG/agent retrieval pipelines for improved relevance
Amazon Bedrock + Claude cross-region inference
Scalable, resilient AI agents handling traffic spikes via automatic global/multi-region routing without custom load balancing.
Braintrust + LLM evaluation framework
Systematic quality measurement, regression testing, production monitoring for AI agents and LLM apps.
Llama Guard + content moderation pipeline
Safe LLM agent deployments with automatic input/output filtering against harm categories.
Anthropic API + tool use multi-step agent
Dynamic tool-calling agents for external APIs/DBs/search
LMQL + constrained generation workflow
Precise, guaranteed LLM outputs for agents/tools without parsing/rejection loops
DSPy + optimization teleprompter pipeline
Automatic tuning of complex LM pipelines across models without manual prompt engineering
Groq + LangChain fast inference pipeline
Real-time AI agents, low-latency RAG, high-throughput chat apps with production-scale inference speeds (500+ tokens/sec).
Cleanlab + data quality assessment
Automated detection of label errors, outliers, duplicates, and other data issues in ML datasets for AI agents handling real-world messy data.
OpenAI API + structured outputs schema
Reliable parsing of LLM outputs into typed objects for agent tools, data extraction, UI generation without post-processing.
Patronus AI + hallucination detection setup
Reliable deployment of LLM agents and RAG systems with real-time hallucination guardrails.
Humanloop + prompt management workflow
Versioned prompt registry, automatic logging/tracing, evals/monitors, team collaboration on AI prompts.
Guardrails AI + LangChain input validation
Reliable LLM agents with automatic output validation, correction (fix/filter/retry), PII/toxicity/competitor filtering in production LCEL chains.
Together AI + fine-tuned model deployment
Task-specific/custom-domain LLMs for agents, with serverless/prod deployment and full model ownership (downloadable).
Cerebras + LangChain ultra-fast inference
Ultra-low latency LLM inference (up to 2k+ tokens/sec) in LangChain agents, RAG pipelines, and multi-step chains using Cerebras CS-3 hardware.
Google Gemini API + grounding with search
Real-time factual grounding and citations in AI agents for current events and verification.
Azure OpenAI + Semantic Kernel enterprise bot
Enterprise-grade AI agents with plugin orchestration, memory, planning, and multi-model support in .NET apps.
Fireworks AI + function calling setup
Dynamic AI agents that call external APIs/tools for real-time data/actions beyond static knowledge
Vercel AI SDK + Next.js streaming chat
Provider-agnostic streaming AI chatbots with easy tool/multi-modal extensions in Next.js apps
Unstructured.io + Pinecone document processing
Production RAG pipelines with complex doc parsing (tables/images/PDFs) into scalable vector search for agentic AI.
Helicone + OpenAI API usage monitoring
Real-time monitoring of LLM usage, cost tracking, latency analysis, and debugging for production AI apps.
HuggingFace TGI + vLLM inference serving
Production-grade LLM serving with continuous batching, OpenAI-compatible API, quantization, multi-GPU support for agentic workflows.
Replicate + Vercel AI SDK model hosting
Serverless deployment of AI apps using Replicate-hosted open-source models with unified SDK API and streaming UI.
LlamaIndex + PostgreSQL structured data agent
Natural language querying of PostgreSQL structured data in AI agents via text-to-SQL.
Portkey + multi-LLM gateway setup
Production-grade AI agents with failover, load balancing, caching across 250+ LLMs from 45+ providers without vendor lock-in.
Modal + FastAPI serverless agent deployment
Scalable serverless web endpoints for AI agents with GPU/CPU autoscaling and zero infra management.
OpenRouter + LiteLLM model routing
Unified OpenAI-compatible access to 400+ models on OpenRouter within LiteLLM agents/workflows, with routing/fallbacks/cost tracking.
Exa + LangGraph semantic search agent
Cyclical, stateful web research agents that iteratively search, analyze, and refine using semantic retrieval until ready to respond.
Crawl4AI + Chroma web content indexing
AI agents that dynamically index and query any website's content via semantic search without manual data prep.
Perplexity API + N8N research automation
Web-grounded AI research agents that fetch real-time data, cite sources, and automate deep analysis workflows.
Firecrawl + LangChain web scraping pipeline
Reliable web scraping/crawling for RAG pipelines, agent tools, and LLM apps needing clean markdown from sites
Fly.io + LangGraph distributed agent
Scalable, stateful multi-actor AI agents with persistent memory across global regions
LlamaParse + LlamaIndex PDF analysis
Agentic PDF processing for RAG agents with accurate table/chart extraction and multimodal parsing.
Haystack + Elasticsearch hybrid search pipeline
Robust RAG retrieval combining keyword exact matches with semantic understanding in agent pipelines.
Letta + FastAPI stateful agent server
Production-grade stateful AI agents with persistent self-editing memory, multi-agent collaboration, long-running tasks, and tool integration via REST API.
Tavily + CrewAI web research agent
Multi-agent autonomous web research with real-time search, extraction, and synthesis capabilities.
Apify + LangChain web scraping workflow
Serverless web scraping and data extraction directly into LangChain agents, tools, and RAG pipelines without managing scrapers.
Browserbase + Playwright cloud browser agent
Scalable, stealthy, observable headless browser automation for AI agents with session replay & debugging.
AWS Bedrock Agents + S3 knowledge base
Retrieval-Augmented Generation (RAG) for agents using private S3 data
ScrapingBee + N8N data collection pipeline
Automated recursive URL discovery and data pipelines from website sitemaps for SEO, crawling prep, large-scale scraping.
LangSmith + LangGraph debugging workflow
Production-grade observability for complex agent workflows with visualization, error isolation, and performance monitoring.
Docling + LangChain document understanding
Advanced RAG over complex docs (PDFs with tables/layout) in LangChain agents/chains with rich metadata grounding.
CAMEL + role-playing research agent
Autonomous multi-agent research workflows combining search, retrieval, analysis, and structured output generation without human intervention.
Mem0 + OpenAI persistent memory chatbot
Personalized AI agents that retain user-specific facts, preferences, and context across multiple sessions and conversations.
AutoGPT + web browsing autonomous agent
Autonomous web navigation, clicking, typing, scrolling for real browser interaction in agent tasks
Zep + LangChain conversational memory
Long-term conversational memory with auto-summarization, semantic search, and entity extraction for stateful AI agents.
SuperAGI + Docker autonomous task runner
Scalable, containerized deployment of multi-agent autonomous AI systems with GUI management and tool integration.
Claude Computer Use + Playwright browser automation
Precise web automation where Claude controls a real browser via vision-based actions, ideal for sites without APIs or complex SPAs.
N8N + Claude API webhook automation
Event-driven AI processing in workflows
Chroma + LangChain document QA agent
Context-aware question answering over private/unstructured documents without hallucinations or retraining LLMs.
Cursor AI + Composio IDE agent integration
Cursor Agent autonomously interacts with 900+ apps/tools (Jira, GitHub, Slack, Gmail, Notion) via natural language from IDE.
OpenAI Agents SDK + GPT-4o tool use
Multi-agent orchestration, tool calling, handoffs, guardrails, tracing for production AI agent apps
AutoGen + Azure OpenAI multi-agent debate
Collaborative agent reasoning through structured debate, improving accuracy on complex reasoning tasks like math or analysis via multi-turn peer review.
Flowise + Pinecone no-code RAG chatbot
Production-ready, persistent document-based chatbots with RAG for custom knowledge bases.
LangChain + MongoDB Atlas vector search RAG
Scalable RAG pipelines with hybrid search (vector + filters/FTS), production vector DB in operational data layer.
E2B + OpenAI function calling code execution
Secure, scalable code execution for AI agents handling data analysis, ML, visualizations in isolated cloud sandboxes.
Weaviate + LlamaIndex RAG pipeline
Scalable, persistent semantic search and RAG for AI agents with hybrid retrieval, metadata filtering, and multi-modal support over custom datasets.
Devin + GitHub PR automation workflow
Autonomous AI code contributions via PRs, auto-reviews, closing the loop on fixes in engineering workflows
E2B + Anthropic tool use sandboxed execution
Secure code execution for Anthropic Claude agents, enabling data analysis, visualizations, computations without local Docker risks.
LangGraph + Composio multi-tool agent workflow
Stateful, multi-turn agents using 250+ external tools with managed auth, in graph-based workflows for complex tasks like research/reporting.
Google ADK + Vertex AI multi-agent system
Scalable, managed deployment of production-ready multi-agent systems with auto-scaling, session management, and enterprise-grade runtime.
Claude Code + Supabase database agent
AI agents that dynamically query databases via natural language using Claude's tool calling
Dify + custom API knowledge base chatbot
Custom RAG pipelines with proprietary retrieval logic, no data migration to Dify
Operator + form filling automation
Autonomous web task execution including form filling without APIs, multi-step workflows with human oversight.
N8N + Slack + Claude notification agent
AI-powered Slack bots that process queries, search web, reason step-by-step, and send intelligent notifications/responses.
Langfuse + LangChain observability setup
Production-grade tracing, monitoring, debugging, and evaluation of complex LangChain/LangGraph agents and chains.
CrewAI + Tavily research agent team
Web-enabled AI agent teams for real-time research and data gathering
Pydantic AI + FastAPI structured agent API
Production-grade streaming AI agent APIs with persistent conversation history and structured LLM interactions.
LangGraph + Redis state persistence
Fault-tolerant stateful agents with memory, human-in-loop, resumability after failures, cross-session persistence.
Semantic Kernel + Azure OpenAI enterprise agent
Multi-agent orchestration, plugin/tool integration, RAG with vector stores, enterprise logging/observability
CrewAI + LangGraph hierarchical agent team
Seamless integration of stateful LangGraph agents into CrewAI crews for advanced multi-agent workflows with persistence and conditional logic.
LangFlow + HuggingFace model integration
Using open-source HF models as drop-in LLMs/embeddings in low-code LangFlow agent/RAG flows without custom Python coding
Manus + Google Sheets data extraction
Autonomous AI agents that read, analyze, and update spreadsheet data without manual file handling.
Composio + GitHub automated code review agent
Event-driven autonomous code review that analyzes PR diffs, posts comments/issues, and notifies via Slack without manual intervention.
Pinecone + OpenAI embeddings semantic search
Scalable semantic search and Retrieval-Augmented Generation (RAG) for AI agents over large text corpora
Qdrant + Sentence Transformers similarity search
Fast semantic similarity search over text documents in AI agents for RAG, recommendation, and retrieval tasks
Mastra + TypeScript agent workflow
Production-ready AI agents with tools, workflows, memory, evals, and playground for rapid iteration.
Claude Code + MCP servers development workflow
Agentic coding with external tool access (databases, APIs, GitHub, issue trackers) directly in terminal workflows
MCP Filesystem + Claude Desktop local file agent
Local file read/write/edit/list/search capabilities for Claude AI agents without manual file uploads or downloads.