For the complete documentation index, see llms.txt. This page is also available as Markdown.

Harness AI

Explore planned Harness AI capabilities and enhancements.

This page tracks planned capabilities and enhancements for Harness AI.

Now

🚧 Q2 2026, May 2026 - Jul 2026

AI Platform

Intelligent Chat Experience

Provides page-aware instant analysis and recommends the next best action when you open AI Chat from a Harness page.

AI Platform

Sandboxes

Provides isolated environments where Worker Agents can run tasks, test changes, and use approved tools and resources.

AI Platform

Simplified Worker Agent YAML

Reduces the YAML required to define a Worker Agent. Harness-managed defaults and templates encapsulate runtime configuration so authors can focus on instructions, connectors, tools, and limits.

AI Platform

Skills, Plugins, and Max Budgets for Worker Agents

Adds reusable skills and plugins to Worker Agents, plus configurable maximum budgets that bound agent execution.

AI Platform

GitHub Copilot Support for Worker Agents

Adds GitHub Copilot SDK support to Worker Agents for governed, pipeline-native agent execution.

AI Platform

Skills and Prompts in AI Chat

Allows users to discover and apply reusable Harness skills and curated prompts directly in AI Chat.

AI Platform

Expert Agents

Provides specialized conversational agents in AI Chat that use Harness context to answer questions, analyze delivery data, create resources, and troubleshoot failures.

Next

Ai Platform

AI Usage Insights

Provides account admins with visibility into how Harness AI is used across their organization. Includes prompts, tokens, actions, cost attribution per team, and exportable reports for FinOps and compliance.

Ai Platform

AI for SMP

Extends Harness AI capabilities to Self-Managed Platform deployments.

Later

AI Platform

Slack Bot

Allows users to interact with the Harness Unified Agent directly from Slack. Natural language queries, pipeline failure and deployment status alerts, governed by the same RBAC and audit trail as AI Chat.

AI Platform

MS Teams Bot

Allows users to interact with the Harness Unified Agent via a Microsoft Teams Bot. Natural language pipeline queries, alert routing, channel and DM support with enterprise SSO and RBAC.

Released

AI Platform

Worker Agents

Autonomous AI agents that execute DevOps tasks inside Harness pipelines as a native step type. Supported across CI, CD, Custom, STO, SCS, IaCM, and IDP stages. Features include 9 Harness Managed Agents, an Agent Builder GUI, three-layer governance, and a full audit trail.

AI Platform

Bring Your Own Model Keys for Worker Agents

Connect your preferred LLM provider to Worker Agents through existing Harness connectors. Supports Anthropic, OpenAI, Azure OpenAI, Google Gemini, Vertex AI, and AWS Bedrock.

AI Platform

Knowledge Graph Integration with AI Chat

Integrates the Harness Knowledge Graph with AI Chat to connect delivery entities and relationships, improve context, and support more relevant analysis and answers.

AI Platform

AI Chat 3.0

Next-generation conversational AI experience across NGUI and UI 3.0. Includes Rules support, Memories, OPA policy enforcement, and NGUI backport. Powered by Claude 4.

AI DevOps

AI DevOps Architect Mode

Deep research mode for the DevOps Agent powered by Opus 4.5. Consolidated 5 sub-agents into a single unified DevOps Agent with improved context retention.

AI DevOps

DevOps Agent — Opus 4.5

Major upgrade to the DevOps Agent powered by Opus 4.5. Faster response time, higher-quality pipeline generation, single unified agent replacing 5 sub-agents.

AI Platform

Attachment Support

Upload files directly into AI Chat to power pipeline migration and generation workflows. Supports PDF, Markdown, YAML, and JSON attachments.

AI Platform

Hosted MCP

Harness MCP Server hosted and managed by Harness with OAuth-based access. 10 unified tools with registry-based dispatch, CRUD + Execute on 119+ resource types.

Pipeline Error Analyzer 2.0

Upgraded failure diagnosis in AI Chat. Reads step-level logs, correlates failures with recent commits via Knowledge Graph, and surfaces actionable fix suggestions.

AI Platform

Rules Support

Create, update, and manage Harness Rules directly through AI Chat with natural language rule creation, confirmation before write, and OPA policies applied on creation.

AI Platform

Memories

AI Chat retains context within and across sessions. Session-scoped memory for in-flight workflows and persistent memory for future chats.

AI DevOps

Create and Edit Templates

Enables the DevOps Agent to create and edit pipeline, stage, step group, and step templates.

AI DevOps

Approvals

AI-assisted approvals for pipeline workflows.

MCP

MCP - GitOps Tools

GitOps tools in the Harness MCP. Users can create and update GitOps configurations via Harness Chat and the MCP server.

MCP

Harness MCP Server

A Harness Model Context Protocol (MCP) server that allows users to hook Harness data into their internal systems.

Entity Creation

Environment Creation

Enables the creation and configuration of environments for your DevOps workflows.

Entity Creation

Secret Creation

Enables the creation and configuration of secrets for your DevOps workflows.

Entity Creation

Connector Creation

Enables the creation and configuration of connectors for your DevOps workflows.

Entity Creation

Service Creation

Enables the creation and configuration of services for your DevOps workflows.

Entity Reference

Reference Existing Templates

Enables the use of existing templates when generating new pipelines or DevOps resources with the AI agent.

Step Creation

Introduces the functionality for creating and managing pipeline steps.

Stage Creation

Extends or refines stage creation features, building on initial stage-creation functionality.

Pipeline Creation

Enables creation and configuration of new pipelines for DevOps workflows.

Harness AI Code Agent

AI-powered code completion tool that assists developers with writing code by suggesting relevant snippets and solutions.

Semantic Search

AI-powered code search uses natural language.

Pull Request Summary

AI-generated summaries of pull requests, enhancing code review efficiency and collaboration in development workflows.

Terraform Code Generation

AI-generated HCL code for terraform scripts.

Identify and Fix Security Vulnerabilities

Highlight security vulnerabilities and suggest code fixes to address them.

Harness Support

Helps users understand the product, troubleshoot failures/exceptions/security vulnerabilities by leveraging documentation, community articles, and internal/external knowledge base articles.

Pipeline Troubleshooting (CI / CD)

Resolve your build and deployment failures with AI-generated root cause analysis.

Policy As Code Agent

AI-generated rules for asset governance accompanied with detailed descriptions to optimize your cloud spend.

Policy As Code Agent (Cloud Assets)

AI-generated rules for asset governance accompanied with detailed descriptions to optimize your cloud spend.

Policy As Code Agent (Pipelines)

Automatically generate Open Policy Agent (OPA) Rego policies for Pipeline governance.

ChaosGuard™ for Security Governance

Validate the resiliency of your infrastructure and generate conditions for your chaos experiments.

Dashboard Generation

AI-generated dashboards with widget-level control through interactive prompts, offering granular analytics and real-time data visualizations.

Onboarding Automation (Feature Flags)

Generates sample SDK code for using feature flags, accelerating integration and decreasing the product learning curve.

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