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Emisar.dev
The platform makes visible where technology creates friction and hidden cost, delivers the right help inside every application, and makes the impact measurable. Most adoption tools focus on guided walkthroughs. Userlane connects intelligence and action through two integrated capabilities. Application Intelligence shows how work actually happens across the software estate. App Discovery maps which applications and AI tools people use, including underutilized and unauthorized ones. HEART analytics (Happiness, Engagement, Adoption, Retention, Task success) scores each application at the segment level to surface friction, waste, and value. Portfolio Overview rolls up results across applications to guide budget decisions, license optimization, and change programs. Contextual Assistance connects people to the right help inside any application. This includes an In-app Assistant, Contextual Help for compliance-critical workflows, Announcements, In-app Surveys, Form Validation and more. Assistance is contextual: it detects where someone is in a workflow and surfaces the right support pattern. The two capabilities form a closed loop. Application Intelligence identifies where problems exist. Contextual Assistance fixes them in context. Application Intelligence then measures whether the fix worked. Userlane is built for organizations where compliance, audit trails, and data residency matter. The platform runs on Azure with customer-selected data regions (UK, US, EU) and isolated environments. Userlane is ISO 27001 certified and compliant with HITRUST, NHS DSP Toolkit, and GxP requirements. Userlane is vendor-neutral, providing visibility across the full application estate, including AI tools from competing vendors.
Emisar is the last MCP server youโll need to install: a Zero-Trust gateway connecting Claude, Cursor, ChatGPT, and any AI agent to your infrastructure. One server handles production access, debugging, alerts, and internal operations, with new capabilities added as packs. Agents can inspect real production state, debug what they shipped, and help resolve incidents. Safe reads run automatically; policy allows, blocks, or routes risky actions for approval. No SSH keys, VPNs, remote shells, or standing shell access โ and every call is recorded.
Userlane
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Emisar.dev's answer:
emisar is for SRE, DevOps, platform engineering, infrastructure, and security teams that want AI agents to inspect and operate production systems. It is especially relevant to teams managing multiple Linux hosts, clusters, databases, cloud services, or regulated environments where unrestricted shell access and incomplete audit records are unacceptable.
Emisar.dev's answer:
The hosted control plane and operator interface use Elixir, Phoenix, LiveView, PostgreSQL, and Tailwind CSS. The host runner and MCP bridge are written in Go. Action packs use YAML and JSON Schema, while production infrastructure is managed with Terraform on Google Cloud. The system communicates through MCP, OAuth 2.1, TLS, and WebSockets.
Emisar.dev's answer:
Emisar.dev's answer:
Founder Andrii Dryga spent a decade working as a CTO, full-stack engineer, SRE, and DevOps engineer. He experienced the cost of running the wrong command on the wrong cluster, while also seeing AI solve operational problems in seconds. emisar grew from the need to preserve both truths: AI agents are useful, and production access must remain bounded. Its answer is to give agents a reviewed catalog of operations instead of a blank terminal.
Emisar.dev's answer:
emisar lets AI agents work on real infrastructure without giving them a shell. Agents choose from a finite catalog of typed, versioned actions. Policy decides what runs, what requires approval, and what is denied, while an outbound-only runner verifies the action again on the host. New capabilities arrive as packs behind the same MCP integration, and every request is recorded in both a searchable audit trail and a tamper-evident host journal. [
Emisar.dev's answer:
Choose emisar when you want an agent to keep investigating and handling routine operations without handing it SSH credentials or supervising every call. Compared with raw shell access, copy-paste workflows, or one-off MCP servers, emisar provides reviewed action contracts, host-level enforcement, risk-based policy, scoped access, approvals, pack integrity checks, and a durable audit trail. It is built specifically for governed infrastructure access rather than generic automation.
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