Best AI DevOps Agents 2026
Published 2026-07-30 · Data from nerq.ai · Updated hourly
DevOps is where AI agents deliver the most immediate value — automating deployments, managing infrastructure, and resolving incidents autonomously. We ranked all 11,634 DevOps and infrastructure agents in the Nerq index by Trust Score to identify the most production-ready tools.
Top 5 — in detail
1. IBM/mcp-context-forge — agent
A Model Context Protocol (MCP) Gateway & Registry. Serves as a central management point for tools, resources, and prompts that can be accessed by MCP-compatible LLM applications. Converts REST API end
Trust: 86.4/100 (A) · GitHub · 3,477 stars · full report
2. vstorm-co/full-stack-fastapi-nextjs-llm-template — agent
Full-stack template for AI/LLM apps: FastAPI backend + Next.js frontend, optimized for PydanticAI, LangChain, LangGraph, CrewAI, or DeepAgents agents—with type-safe tools, WebSocket streaming, convers
Trust: 86.2/100 (A) · GitHub · 585 stars · full report
3. GoogleCloudPlatform/agent-starter-pack — agent
Ship AI Agents to Google Cloud in minutes, not months. Production-ready templates with built-in CI/CD, evaluation, and observability.
Trust: 83.5/100 (A) · GitHub · 5,761 stars · full report
4. a2aproject/a2a-python — agent
Official Python SDK for the Agent2Agent (A2A) Protocol
Trust: 83.3/100 (A) · GitHub · 1,676 stars · full report
5. google/adk-go — agent
An open-source, code-first Go toolkit for building, evaluating, and deploying sophisticated AI agents with flexibility and control.
Trust: 81.4/100 (A) · GitHub · 7,113 stars · full report
Full ranking — top 15
| # | Name | Type | Score | Grade | Source | Stars |
|---|---|---|---|---|---|---|
| 1 | IBM/mcp-context-forge | agent |
86.4 | A | GitHub | 3,477 |
| A Model Context Protocol (MCP) Gateway & Registry. Serves as a central management point for tools, resources, and prompts that can be accessed by MCP-compatible LLM applicat... | ||||||
| 2 | vstorm-co/full-stack-fastapi-nextjs-llm-template | agent |
86.2 | A | GitHub | 585 |
| Full-stack template for AI/LLM apps: FastAPI backend + Next.js frontend, optimized for PydanticAI, LangChain, LangGraph, CrewAI, or DeepAgents agents—with type-safe tools, WebSo... | ||||||
| 3 | GoogleCloudPlatform/agent-starter-pack | agent |
83.5 | A | GitHub | 5,761 |
| Ship AI Agents to Google Cloud in minutes, not months. Production-ready templates with built-in CI/CD, evaluation, and observability. | ||||||
| 4 | a2aproject/a2a-python | agent |
83.3 | A | GitHub | 1,676 |
| Official Python SDK for the Agent2Agent (A2A) Protocol | ||||||
| 5 | google/adk-go | agent |
81.4 | A | GitHub | 7,113 |
| An open-source, code-first Go toolkit for building, evaluating, and deploying sophisticated AI agents with flexibility and control. | ||||||
| 6 | getsentry/XcodeBuildMCP | agent |
81.4 | A | GitHub | 4,530 |
| A Model Context Protocol (MCP) server and CLI that provides tools for agent use when working on iOS and macOS projects. | ||||||
| 7 | katanemo/plano | agent |
81.3 | A | GitHub | 5,866 |
| Delivery infrastructure for agentic apps - Plano is an AI-native proxy and data plane that offloads plumbing work, so you stay focused on your agent's core logic (via any AI fra... | ||||||
| 8 | influxdata/telegraf | agent |
81.2 | A | GitHub | 16,712 |
| Agent for collecting, processing, aggregating, and writing metrics, logs, and other arbitrary data. | ||||||
| 9 | astron-rpa | agent |
81.2 | A | GitHub | 6,502 |
| AstronRPA is an open-source enterprise RPA suite for automation. | ||||||
| 10 | MemTensor/MemOS | agent |
80.9 | A | GitHub | 5,691 |
| AI memory OS for LLM and Agent systems(moltbot,clawdbot,openclaw), enabling persistent Skill memory for cross-task skill reuse and evolution. | ||||||
| 11 | agentset-ai/agentset | agent |
80.9 | A | GitHub | 1,868 |
| The open-source RAG platform: built-in citations, deep research, 22+ file formats, partitions, MCP server, and more. | ||||||
| 12 | AndrewAltimit/template-repo | agent |
80.5 | A | GitHub | 110 |
| Agent orchestration & security template featuring MCP tool building, agent2agent workflows, mechanistic interpretability on sleeper agents, and agent integration via CLI wra... | ||||||
| 13 | laravel/boost | MCP server |
79.6 | B | GitHub | 3,275 |
| Laravel-focused MCP server for augmenting your AI powered local development experience. | ||||||
| 14 | agentics | agent |
79.6 | B | GitHub | 268 |
| Agentics provides GitHub workflows for issue triage, CI monitoring, and intelligent research. | ||||||
| 15 | google/adk-python | agent |
79.2 | B | GitHub | 18,204 |
| An open-source, code-first Python toolkit for building, evaluating, and deploying sophisticated AI agents with flexibility and control. | ||||||
How we rank
Rankings are based on the Nerq Trust Score (0-100), a composite metric covering:
- Security (30%) — vulnerability audit, dependency safety
- Maintenance (25%) — commit recency, release cadence
- Popularity (20%) — stars, downloads, community
- Documentation (15%) — README, API docs, examples
- Ecosystem (10%) — protocol support, integrations
Scores update continuously as new data is crawled. These rankings reflect live data from the Nerq index of 11,634 devops agents.
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