Infrastructure & Ops

Email inbox API built for AI agents. Create, send, receive, search, and manage email programmatically with SDKs for Pyt…

Builds, deploys and runs continuous autonomous agents through a low-code block-based builder, the project that populari…

Routes Claude Code, Codex, and OpenCode through 48 model providers from a local gateway, letting terminal, IDE, and mob…

Runs sandboxed agentic tasks at cluster scale from declarative YAML Task, Workspace, and Model manifests on Agent Subst…

Answers typed Choice, Score, and yes/no (Noul) questions about your app state with calibrated probabilities and confide…

Governs and meters LLM and agent traffic through a high-performance API gateway, with an MCP gateway that turns existin…

Builds MCP servers and clients in TypeScript with typed tool, resource, and prompt primitives plus stdio and streamable…

Monitors infrastructure in real time at per-second granularity and exposes live metrics, logs, and alerts to agents thr…

Run OpenAI's Codex harness as a managed service — durable sessions that survive restarts, hosted or self-hosted sandbox…

Defines the Agent2Agent interoperability protocol and SDKs so agents built on different frameworks discover each other,…

Runs agents in secure-by-default microVM sandboxes on GKE, delivering high sandbox density and sub-second resume throug…

Searches a curated, open-source directory of 300+ verified AI agents, MCP servers, and agentic tools by capability, cat…

ByteDance's multimodal AI agent for desktop and browser automation — controls GUIs, browsers, and shell via vision and…

Observability platform purpose-built for AI agents. Track agent sessions, LLM calls, tool use, and costs. Integrates wi…

Apify actor bundle for agent builders: normalize run traces for QA, control costs, and guard tool calls with a firewall…

Python framework for building multi-agent platforms — define agents in code, deploy as FastAPI services. 40k GitHub sta…

Context layer for AI agents: MCP server and Python SDK giving agents unified access to 50+ business data connectors wit…

Lets AI assistants provision and operate Aiven-managed PostgreSQL and Apache Kafka, running SQL, producing and consumin…

Serves Qwen and third-party models through DashScope and OpenAI-compatible APIs on Alibaba Cloud, covering text, vision…

Lets coding agents call Alibaba Cloud Model Studio from the bl CLI to chat with Qwen, generate images, video, and speec…

Deploys, hosts, monitors, and debugs MCP servers on an MCP-native cloud, with its own MCP server for managing projects,…

Production agent runtime on AWS with microVM isolation, 8-hour sessions, persistent memory, browser automation, MCP gat…

Converts Word, PowerPoint, Excel, OpenDocument, RTF, EPUB, CSV, and PDF files to GitHub-Flavored Markdown for LLMs, via…

Provides an open-source backend with auth, databases, storage, functions, hosting, and messaging for app developers, vi…

Handles agent authorization, tool calling, and governance so agents act on behalf of users. MCP runtime with Python/JS…

Run MCP servers for an enterprise behind one gateway — a curated registry, dynamic tool loading, prompt-injection guard…

Traces, evaluates and debugs LLM and agent applications from an open-source observability platform built on OpenTelemet…

Connects autonomous agents through a public, spam-resistant message board with signed posts, permanent archives, feeds,…

Microsoft's open-source multi-agent framework. Supports conversational, autonomous, and human-in-the-loop agent pattern…

Official AWS MCP servers (GA May 2026) — 15+ servers for S3, Lambda, DynamoDB, CDK, and Bedrock. Adds sandboxed Python…

Microsoft's unified platform for building, evaluating, and deploying AI agents with access to OpenAI and open-source mo…

Gives AI agents MCP tools to query and manage Azure services such as Storage, Cosmos DB, Key Vault, AKS, and Azure Moni…

Foundational autonomous task-management agent that launched the AI agent movement; uses GPT-4 and a vector store to cre…

Exposes Backblaze B2 cloud storage to agents through 40 tools spanning native B2 operations, S3-compatible data plane c…

Deploys models as production inference APIs with dedicated GPU deployments, Truss packaging, and OpenAI-compatible endp…

Routes LLM requests across 23+ providers through one OpenAI-compatible API, with automatic failover, load balancing, se…

Agent networking platform — connect any agent (CrewAI, LangChain, bare Python) to a public catalog via one SDK call. Ca…

Embeds hardware-isolated micro-VM sandboxes that run any OCI image with persistent state, via Python, Node, Go, and Rus…

Evaluates and observes LLM applications end to end: capture traces, score them with evals, iterate in a prompt playgrou…

Drives a local open-source Chromium using your existing logged-in sessions, feeding external agents compact page snapsh…

Pioneering multi-agent framework for role-playing collaboration, scaling-law research, and MCP server exports with 20+…

Lets AI coding assistants manage Celigo integrator.io integrations, flows, connections, errors, and jobs over a hosted…

Lets AI agents deploy and manage Chainstack blockchain nodes and projects, search Chainstack docs, check platform statu…

Converts PDFs and images into Markdown, HTML or JSON with layout preserved, handling tables, forms, handwriting and 90+…

Lets coding agents diagnose CircleCI pipelines over a hosted MCP server, reading runs, job logs, and failing tests, and…

Gives developers API access to Claude models through the Messages API, with streaming, tool use, batch processing, file…

Anthropic's Model Context Protocol — open standard for connecting AI models to tools, data sources, and services with u…

Compresses LLM context such as code, JSON, logs, and chat history through a reversible 14-stage pipeline with no LLM ca…

Gives coding agents a disposable, network-restricted Linux VM with root in the guest while your files and keychain stay…

TypeScript SDK for building stateful AI agents on Cloudflare Durable Objects. Built-in SQL state, WebSocket, task sched…

Gives coding agents one CLI over the public Cloudflare API and Workers projects, with JSON output by default, local com…

Serves Cloudflare's open-weight Clef and Clef-flash decision models on Workers AI, returning a probability for every op…

Official Cloudflare MCP server suite. Lets AI agents manage Workers, KV storage, D1 databases, R2 buckets, and deploy e…

Cloudflare platform for running agents, apps, and background work on the edge network, with integrated compute, storage…

Returns structured web search results from Exa, Linkup, or Ceramic through Cloudflare's AI Gateway via REST or a Worker…

Gives AI agents onchain wallets and the ability to transact, with action providers for payments, swaps, and smart contr…

Runs large Mixture-of-Experts models such as GLM, DeepSeek V4, and Kimi on consumer hardware by streaming routed expert…

Tool integration platform for AI agents. 250+ pre-built integrations with GitHub, Slack, Salesforce, and more. Handles…

MCP server that gives coding agents isolated containerised environments in separate git branches, enabling multiple age…

Microsoft's low-code platform for building custom AI copilots and agents with enterprise connectors, knowledge groundin…

React and TypeScript SDK for building in-app AI copilots and agentic UIs. Includes real-time human-in-the-loop controls…

Connects your app and its agents to third-party services through one TypeScript SDK, with per-tenant OAuth and API keys…

Multi-agent orchestration framework for building teams of AI agents that collaborate, delegate, and solve complex tasks…

Runs self-hosted, KVM-isolated sandboxes for agent code execution behind an E2B-compatible API, with snapshots, cloning…

Git code hosting from Cursor built for agent-driven development, with repository storage, review surfaces, and native i…

Decentralized inference on idle Apple Silicon Macs. OpenAI-compatible API, end-to-end encrypted, hardware-attested priv…

End-to-end monitoring for LLM applications — trace prompts, evaluate responses, track costs, and debug AI pipelines in…

Serves DeepSeek models through OpenAI- and Anthropic-compatible APIs with thinking mode, tool calls, JSON output, and c…

Runs a self-hostable DBA agent for Postgres and MySQL that monitors workloads, rewrites slow queries and proposes index…

Open-source LLM app and agent development platform. Build, test, and deploy RAG pipelines, chatbots, and multi-agent wo…

Runs agent harnesses like Claude Code, Codex CLI, and LangGraph in isolated cloud microVM sessions, with governed acces…

Lets developers define multi-agent teams in YAML and run them with the docker agent CLI, expose them over MCP or an HTT…

Runs containerized MCP servers from the Docker MCP Catalog behind one gateway, managed with the `docker mcp` CLI plugin…

Disposable, isolated container sandboxes for running untrusted agent-generated code, with filesystem and network isolat…

Runs DeepSeek V4 Flash, GLM 5.x, and Qwen models locally on Metal, CUDA, or ROCm with a native engine, a CLI, a coding…

Authenticated email gateway for AI agents — receive emails as webhooks or WebSocket, send via HTTP API, and verify send…

Routes each request across specialist open-weight models behind a single endpoint, allocating compute per task to cut i…

Lets coding agents containerize, deploy, and troubleshoot multiplayer game servers on Edgegap, checking Dockerfiles, pu…

Desktop app + Rust relay that aggregates MCP servers behind one endpoint. Add GitHub, Notion, Slack, and custom servers…

Routes requests across closed, open-source, local, and custom models behind one OpenRouter-compatible gateway, turning…

Expose any FastAPI application as an MCP server in a few lines — endpoints become tools automatically, preserving schem…

Google cloud workspace for building and deploying full-stack AI applications, combining an agentic editor with Firebase…

Production inference platform for open models with fast function calling, structured output, and fine-tuning behind an…

Open-source drag-and-drop UI for building LLM flows and AI agents. Deploy as a self-hosted server with REST API for int…

Deploys and runs apps on Fly Machines through the Machines REST API, the flyctl CLI, and a flyctl MCP server, for devel…

Orchestrates ML pipelines, model serving, and agent workloads as durable tasks written in pure Python, with the flyte S…

Serves large Mixture-of-Experts models such as DeepSeek-V4-Flash and GLM-5.2 on consumer NVIDIA GPUs, sharing work acro…

AMD's open-source Python/C++ framework for AI agents running fully locally on AMD NPU/GPU. Includes MCP integration, RA…

Serves Google's Gemini models through the Gemini Developer API and Gen AI SDKs, with function calling, structured outpu…

DevOps platform with a documented REST and GraphQL API for repositories, merge requests, CI pipelines, and issues.

MCP server directory with a public paginated JSON API for programmatic discovery, plus hosting and inspection tooling f…

Runs durable WebAssembly agents written in Rust, TypeScript, Scala, or MoonBit with automatic state recovery, exposed o…

Lets agents query smart-home telemetry, issue device commands, and read event history across a Google Home structure th…

Official Google MCP server for 30+ databases — BigQuery, Postgres, AlloyDB, Spanner, MySQL, Redis, Neo4j. YAML-configur…

MCP server giving AI agents full control over 12 Google services — Gmail, Drive, Calendar, Docs, Sheets, Slides, Forms,…

Connects AI agents to Grafana via an official MCP server — query dashboards, datasources, Prometheus and Loki, and mana…

Low-latency inference API running open models on custom LPU hardware, with an OpenAI-compatible interface and tool-call…

Compresses tool outputs, logs, RAG chunks, files, and history locally before they reach the model, as a Python or TypeS…

Monitors LLM and agent traffic through a one-line proxy integration, logging requests, costs and latency with caching,…

Lets agents deploy and manage Heroku apps through a remote OAuth MCP server or the Heroku CLI, covering dynos, add-ons,…

Gives agents x402 V2 paid-request access on Solana USDC — settlement verification, receipts, entitlements, atomic meter…

Run an agentic workspace on your own infrastructure — 100+ integrations, MCP, browser and local file access, and shared…

Hosted MCP server letting AI assistants query Honeycomb observability data, analyse telemetry datasets, inspect alerts,…

Agents that perform read-only production debugging, tracing failures across services without mutating state. Y Combinat…

Runs a self-hosted gateway and registry that federates MCP servers, A2A agents, and REST/gRPC APIs behind one endpoint…

Durable execution platform for event-driven and long-running agent workflows, with automatic retries, step functions, a…

Runs local LLMs 100% offline in a desktop app and connects cloud models, exposing a local OpenAI-compatible API. Privac…

Diagnoses Kubernetes and OpenShift clusters in plain language, explaining why workloads are failing through a CLI, in-c…

Lets AI agents query Keboola storage, build SQL transformations, run jobs, and manage flows and data apps in a Keboola…

Serves a hundred-billion-document web index built for agents rather than human search pages, returning dense structured…

Orchestrates event-driven workflows declared in YAML, with a REST API and MCP server so agents can trigger, monitor, an…

Serves Moonshot AI's Kimi models through OpenAI-compatible Chat Completions, Responses, and Anthropic-compatible Messag…

Connects agents to 100+ third-party MCP integrations with managed OAuth, hosted or self-hosted servers, and Strata prog…

Lets agents manage Kubernetes and OpenShift clusters through a native Go MCP server that talks to the API directly: pod…

Trace, evaluate, and debug AI agents with open-source observability — captures LLM calls, tool calls, and sub-agent spa…

Framework for building LLM applications with chains, agents, and tool use — plus LangSmith for tracing, evaluation, and…

Visual builder for AI agents and workflows — drag-and-drop graphs compiled to REST endpoints. Every flow becomes an MCP…

Open-source LLM observability and analytics. Trace, evaluate, and debug LLM apps with prompt versioning, score tracking…

Graph-based agent orchestration with stateful multi-actor workflows. Deploy agents as REST APIs via LangGraph Platform.…

Lightweight Python multi-agent framework from CMU and UW-Madison where agents are first-class objects with task delegat…

Answers typed choice, score, and yes/no questions about text in 100+ languages in one forward pass, via Python, CLI, a…

Self-hosts an open ChatGPT-style platform with custom Agents, MCP tools, Code Interpreter, and multi-provider models. E…

AI gateway unifying 100+ LLM providers under one OpenAI-compatible API. Cost tracking, guardrails, load balancing. pip…

Runs open LLMs locally with an OpenAI- and Anthropic-compatible server, the lms CLI, a headless daemon, and MCP support…

Serves local LLM, vision, image and voice inference behind an OpenAI-compatible API, letting agents run on consumer har…

Gives agents public tunnel URLs for localhost with live HTTP traffic inspection, snapshot publishing, and access contro…

Builds and runs enterprise agents entirely inside private cloud or on-prem infrastructure, keeping data and model calls…

Persistent CPU and GPU virtual machines for agents that need long-running state, letting a session keep its filesystem…

Runs open-weight models locally on kernels tuned to your hardware and connects them to coding agents through the magnit…

Open-source enterprise RAG platform for building AI agents. Upload docs, auto-vectorize, and orchestrate multi-step wor…

Build MCP servers and clients in C# with the official SDK — co-maintained with Microsoft, with dependency injection, ho…

Build MCP servers and clients in Java with the official SDK — co-maintained with the Spring AI team, offering sync and…

Builds MCP servers and clients in Python with typed tool, resource, and prompt primitives plus stdio and streamable HTT…

Build MCP servers and clients in Rust with the official async SDK — Tokio-based transports, typed tool schemas, and mac…

Open-source healthcare developer platform providing a FHIR-native backend, API, and SDK for building compliant clinical…

Serves Meta's Muse Spark, Muse Image, Muse Voice Transcribe, and SAM models through Responses, Chat Completions, and Me…

Multi-agent framework where AI agents role-play as engineers, PMs, and QA to collectively produce software from a singl…

Runs untrusted model output, plugins, and tools in policy-driven sandboxes on Windows, Linux, and macOS through Rust, .…

Serverless cloud for running Python functions, GPU workloads, and sandboxed agent code, defined in code and deployed wi…

Local, BYOK MCP that recommends and compares LLMs for a specific workload using live OpenRouter pricing and capabilitie…

Lets agents query and explore MotherDuck and DuckDB databases over a remote OAuth MCP server, and build Dives, schedule…

Hosts a public message board where AI agents post and read messages in threads, plus private channels addressed by a sh…

Official MCP server from GMO Pepabo for searching and registering domains, managing contracts, and configuring DNS reco…

Open-source workflow automation with AI agent capabilities — build complex multi-step automations with 400+ integration…

Open-source OAuth and API integration platform. 300+ pre-built integrations. Handles token refresh, rate limits, and we…

Gives agents structured access to a Neo4j graph database over MCP to read the schema and run read or write Cypher queri…

Official Netlify MCP server that lets agents create sites, trigger deploys, manage environment variables, and inspect b…

Hosts custom code Workers in a secure sandbox and connects external AI agents like Claude and Codex into Notion workspa…

Runs autonomous agents in isolated sandboxes with kernel-level policy enforcement over files, syscalls, and network, in…

Run LLMs locally — Llama, Mistral, Gemma, DeepSeek, and 100+ models via CLI and REST API. OpenAI-compatible endpoint at…

Pulls and serves open decision models from a local daemon, Ollama-style, returning calibrated typed answers via a CLI,…

Serves local LLM, vision, embedding and reranker models on Apple Silicon Macs through OpenAI- and Anthropic-compatible…

Takes a locally built agent to production cloud — wires up its tools and skills, tests it against mock data, then retur…

Stores API keys in a central gateway and injects them into outbound requests at call time, so AI agents can use credent…

Self-hosted AI platform with OpenAI-compatible REST API, MCP support, and a pipelines SDK. Supports Ollama, OpenAI, Ant…

Python framework for building multi-agent systems with handoffs, guardrails, and tool use — the official OpenAI agent o…

Serves OpenAI models through the Responses and Chat Completions APIs, with function calling, file search, realtime voic…

Deploys TypeScript agents onto real Linux machines with durable sessions and tool support, hosted or self-run. Position…

Instruments LLM and agent applications with OpenTelemetry-native tracing, exporting spans for prompts, tool calls, and…

Centralises data catalog, lineage, and quality metadata so agents can discover which tables exist, where they came from…

Unified API gateway routing requests across hundreds of language models from many providers, with automatic fallback, c…

Runs AI-agent workloads in isolated Docker or Kubernetes sandboxes, exposing sandbox lifecycle, command, filesystem, an…

Runs status pages, uptime checks from 28 regions, and incident response as code, operable by agents through an MCP serv…

Serves agent memories, resources and skills as a virtual filesystem under viking:// URIs, loading context on demand acr…

Traces LLM and agent runs, scores them with LLM-as-a-judge and heuristic metrics, and monitors production quality via P…

World's first AI-native database with agents running inside the kernel. Features no-code Agent Factory, unified vector…

Lets agents discover, pay for, and call third-party APIs per use through a capability marketplace spanning more than th…

Runs AI agents entirely on your Mac — a native Apple Silicon runtime for local MLX models with shared memory, file acce…

Runs reply-aware cold outbound email for AI agents with managed inboxes, durable sequences, signed webhooks, sender pac…

Intelligent incident management with AI-powered event correlation, noise reduction, and automated incident response.

Gives agents Porkbun account access over a hosted OAuth MCP or local npm server to check, register, and renew domains,…

AI gateway with unified API for 200+ LLMs, plus observability, caching, fallbacks, and cost management. Drop-in replace…

Connects agents to Postgres over MCP with configurable read or write access plus index tuning, EXPLAIN plan analysis an…

Gives AI agents a hosted runtime for shared error-to-fix evolution, persistent memory, compressed web context, and agen…

Open-source, self-hostable coding agent platform for running cloud coding sessions on your own infrastructure.

Infrastructure as code with AI — generate cloud infrastructure definitions from natural language using Pulumi's multi-l…

Type-safe Python agent framework from the Pydantic team. Built-in MCP client, ships a sandboxed Python execution MCP se…

Open-source RAG engine with deep document parsing (tables, charts, images) and an official MCP server. Deploy via Docke…

Deployment platform with a GraphQL API and CLI for provisioning services, databases, and environments from code.

Cloud platform with a REST API and CLI for deploying web services, cron jobs, and managed databases without server mana…

Run open-source AI models in the cloud — image generation, language models, video, audio via simple API calls.

Builds and deploys full applications autonomously in the cloud, provisioning databases, writing authentication, running…

Runs local-first, self-hosted AI agents with persistent sessions, sandboxed tools, memory, credentials, audit trails, r…

Error monitoring with AI-powered issue grouping, root cause analysis, and automated fix suggestions for production appl…

Official Sentry remote MCP server — pull issues, traces, and AI root-cause analysis into any coding agent. Works with C…

Builds agent workflows on a visual canvas and ships each one as a versioned REST endpoint or MCP tool, connecting 1,000…

MCP registry and hosted gateway with 14,000+ servers, handling OAuth flows, credential injection, and session reuse acr…

Auto-generates governed MCP servers from existing integration pipelines, OpenAPI specs, and API-management services — n…

Unified routing API for voice models across providers, giving voice agents one interface for speech-to-text, text-to-sp…

Gives agents persistent Linux computers with checkpoint and restore, per-Sprite HTTPS URLs, and credential-free connect…

Queries, provisions, and manages resources across 40+ cloud and SaaS providers with SQL from a shell, a Postgres-wire s…

Sandboxes agent programs with OS-level file, program, and network limits plus Dogwood policy rules enforced across shel…

Runs the Qwen3.8-Flash-Next model on a 12 GB+ consumer GPU and serves it locally over OpenAI- and Anthropic-compatible…

Reads Sentry and Datadog errors, reproduces them, and opens pull requests with fixes, using a memory system trained on…

Serves local language models from a native Zig binary on Apple Silicon and NVIDIA GPUs with OpenAI- and Anthropic-compa…

Official HashiCorp MCP server connecting AI assistants to Terraform Registry APIs for live provider docs, module search…

Generates official-style AWS, Azure, and Google Cloud architecture diagrams from plain-language descriptions or Terrafo…

Handles auth, billing, payments, and merchant-of-record obligations for AI products, installable directly into an agent…

Inference and fine-tuning platform for open models, offering serverless endpoints, dedicated GPU clusters, and an OpenA…

Runs MCP servers in isolated containers locally or on Kubernetes, with a CLI, desktop UI, operator, registry, and gatew…

Gives search and RAG backends a serverless vector and BM25 full-text search database built on object storage, queried o…

Real-time voice AI framework connecting LLMs to phone calls — build conversational AI agents over Twilio's voice infras…

Helps coding agents decide when a change needs a feature flag, then create, wrap, roll out, and clean up Unleash flags…

TypeScript toolkit for building AI applications with React Server Components, streaming, tool calling, and multi-provid…

Gives MCP clients OAuth access to Vercel teams, projects, deployments, runtime logs, and domains through Vercel's offic…

Runs untrusted or agent-generated code in isolated Firecracker microVMs on Vercel, with snapshots, persistent sandboxes…

Google Cloud's platform for building AI agents with grounding, tool use, and multi-turn conversation — supports A2A pro…

SMS verification API with real SIM-backed numbers for AI agents. Buy numbers, fetch OTPs, check balance via REST or MCP…

High-throughput LLM inference server with OpenAI-compatible API. Serves Llama, Mistral, Qwen, and 30+ model families wi…

Turns scripts in Python, TypeScript, Go, and Bash into versioned APIs, workflows, and UIs, acting as an execution backe…

Exposes WordPress Abilities API functions as MCP tools, resources, and prompts, so agents can work with a WordPress sit…

Routes each prompt to the optimal model (Anthropic, OpenAI, Gemini) in under 50ms via an on-box embedder. Router 2.0 ad…

Governs, secures, and scales enterprise AI agents across frameworks with zero-trust runtime, OpenTelemetry observabilit…

Serves xAI's Grok models through an OpenAI-compatible Responses API with function calling, web search, voice, and image…

Serves Z.ai's GLM models through an HTTP API and official Python and Java SDKs, with function calling, web search, imag…

Gives AI agents a search engine and payment layer for ~29,000 tools and services — agents discover the best service per…