MoorAI vs Pluto
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Pluto builds a picture of everything people build with AI and scores it in a central platform. MoorAI sits inside the coding agent and decides each tool call on the device, and the content it inspects stays there.
Pluto Security (pluto.security) calls itself an AI Workspace Security Platform. It covers the AI tools a workforce uses, the ecosystem behind them (MCP servers, connectors, extensions, skills) and the artifacts those tools produce, and adds contextual risk and policy enforcement on the endpoint. Its reach goes past coding agents: its site lists app builders such as Lovable, n8n, Replit, Retool and Base44 alongside Claude Code, Cursor and Copilot, and it pulls Claude Enterprise activity in through Anthropic’s Compliance API. Findings land on a security graph that ties each one to identity, endpoint and data context. Pluto Research also publishes a steady run of MCP and extension vulnerability work, plus free tools: the MCP Inspector scanner and the Plutonium risk catalogs.
MoorAI covers one surface: AI coding agents on the developer’s machine. It enforces through a PreToolUse hook inside the agent, an MCP stdio gateway, and a companion browser extension that guards eight chat apps, all evaluated against a 67-threat rule base. Prompts, files, tool calls, skills and output are inspected on the device, and only a category, a risk level and a keyed one-way hash leave it. The agent is open source (MIT), so you can check that in the code.
Where MoorAI is different
Pluto’s public material says it enforces policy in real time on the endpoint but describes the mechanism only at a high level. The rows below are the specific in-agent controls MoorAI ships. A “—” means Pluto’s public site does not document the capability, not that Pluto lacks it.
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| MoorAI | Pluto | |
|---|---|---|
| Prompt content stays out of the vendor console — only category · risk · keyed one-way hash leave the device | ✓content inspected on the device | ✗session view correlates the prompt, tool calls and data accessed |
| PreToolUse hook inside the agent — blocks the tool call before it runs | ✓full enforcement on Claude Code | —real-time enforcement stated; mechanism not documented |
| MCP stdio gateway with an allow-list and approval gating | ✓gateway + allow-list | —MCP discovery and risk documented; call-time gateway unconfirmed |
| Rug-pull drift detection on approved MCP servers | ✓ | —unconfirmed |
| Rules-file integrity checks | ✓ | —unconfirmed |
| Slopsquat rules for hallucinated package names | ✓ | —supply-chain research published; slopsquat rules unconfirmed |
| Entitlement envelope — declared tools, paths and MCP servers; alert or block on drift | ✓ | —flags permission drift for Claude Enterprise; per-agent envelope unconfirmed |
| Lethal-trifecta detection | ✓ | —unconfirmed |
| Coach / alert / block policy modes, plus kill-on-critical | ✓ | —policies and alerts documented; modes unconfirmed |
| Browser extension that guards eight GenAI chat apps on the device | ✓ | —researches browser-extension risk; chat-app guarding unconfirmed |
| Personal vs corporate AI account detection | ✓ | —unconfirmed |
| AIBOM export | ✓ | —AI inventory documented; AIBOM export unconfirmed |
| SIEM streaming and SSO | ✓ | —alerts, automations and Slack documented; SIEM unconfirmed |
| Compliance framework mapping | ✓ | ◐audit evidence by user, project and date; framework mapping unconfirmed |
| Opportunistic local-model escalation (Ollama) on ambiguous cases | ✓ | —unconfirmed |
| Open-source agent (MIT) | ✓MIT | ✗proprietary platform; publishes an open Claude Code hardening template |
| Hosted free up to 200 users, or self-hosted (Elastic License 2.0) | ✓ | —no public pricing; demo-led |
Shared capabilities
Both products start from the same premise: the endpoint is now where people build with AI, and security teams need to see and control it rather than ban it.
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| MoorAI | Pluto | |
|---|---|---|
| Discovers AI tools and MCP servers running on endpoints | ✓ | ✓ |
| Real-time policy enforcement on the endpoint | ✓ | ✓ |
| Covers Claude Code, Cursor and GitHub Copilot | ✓ | ✓ |
| Reviews MCP servers and skills for risk before they are installed | ✓ | ✓ |
| Flags prompt injection, credential leakage and data exfiltration | ✓ | ✓ |
| Risk level attached to each finding | ✓ | ✓ |
| Audit trail for compliance review | ✓ | ✓ |
Where Pluto covers ground MoorAI does not
Pluto is broader. It reaches the app builders and SaaS workspaces that MoorAI does not cover, correlates findings across identity, endpoint and data, and backs the platform with public research and free risk catalogs. If the requirement is visibility across everything employees build with AI, not only coding agents, these rows are the reason to look at Pluto.
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| MoorAI | Pluto | |
|---|---|---|
| App builders and automation platforms (Lovable, n8n, Make, Workato, Replit, Retool, Base44, v0) | ✗ | ✓ |
| Claude Enterprise activity via Anthropic’s Compliance API (users, projects, datasets, admin changes) | ✗ | ✓private preview |
| Security graph that correlates findings with identity, endpoint and data context | ✗ | ✓ |
| Content-aware classification of datasets connected to AI projects | ✗ | ✓ |
| Flags over-privileged users, permission drift and misconfigured AI projects | ✗ | ✓ |
| Full session reconstruction with per-session risk ranking | ◐per-decision records, content-free | ✓ |
| Code-level analysis of MCP server packages (unauthenticated routes, DNS rebinding, injection paths) | ◐moorai scan covers skills; MCP servers go through allow-list approval | ✓MCP Inspector |
| Public risk catalogs for connectors, extensions, plugins and skills, plus a vetted add-on marketplace | ✗ | ✓Plutonium, ClaudeSec, CopilotSec, Market-Space |
| Malicious IDE and browser extension coverage | ◐discovers browser extensions; no extension malware analysis | ◐tracks malicious extension campaigns; product coverage described at a high level |
| Runs skills in a sandbox to observe what they do | ✗static scan only; never executes the skill | —not described on Pluto’s public site |
Reading the marks. Most of Pluto’s column in the first table is “—” because its public site describes enforcement as an outcome (“controls that act the moment risk appears”) and does not list the controls behind it. Treat those rows as questions for a Pluto demo. The two ✗ marks are narrower: Pluto’s platform is proprietary, and its Claude Enterprise session view correlates the prompt with the tool calls and data accessed, so prompt content is in the platform. The last row of the Pluto table is also a question: MoorAI does not execute skills at all, and if dynamic analysis of skills matters to you, ask Pluto directly.
Where MoorAI is stronger. Depth inside the coding agent, and privacy. The hook sees each tool call before it runs and can coach, alert or block it, kill the session on a critical finding, and hold the agent to a declared envelope of tools, paths and MCP servers. The MCP gateway enforces an allow-list with approval and catches rug-pull drift. The browser extension guards eight chat apps on the same device. All of it is decided on the machine, and the console receives a category, a risk level and a keyed hash, never the prompt. The agent is MIT-licensed, and the console is free to host for up to 200 users or self-hosted under the Elastic License 2.0.
Where Pluto is stronger. Breadth and context. Pluto covers app builders and automation platforms, brings Claude Enterprise in through the Compliance API, classifies the data connected to AI projects, and ties each finding to identity and data on one graph, which MoorAI does not attempt. Its research team finds and discloses MCP vulnerabilities, and the MCP Inspector and Plutonium catalogs are useful to anyone, customer or not. MoorAI has limits of its own here: full enforcement is on Claude Code only (Codex and Copilot CLI are detection-only), Claude Desktop is covered through the MCP proxy only, and it does not map an agent’s credentials or permissions or cover SaaS and hosted agents.
Running both. The two fit together. Use Pluto for organization-wide visibility into what employees build with AI, across app builders, SaaS workspaces and endpoints. Use MoorAI on developer machines (rolled out through Intune or Jamf) where coding agents run with terminal and filesystem access, where each tool call needs a decision before it executes, and where the audit record should contain no prompt content.
Pluto capabilities are mapped from Pluto Security’s own public website, blog and free tools (pluto.security, plutonium.pluto.security) as of September 2026; quoted phrases are theirs. ◐ = partial: present but narrower than the other column. — = unconfirmed, not necessarily absent: Pluto’s public material does not clearly document it. MoorAI marks reflect shipped capability. Pluto is a trademark of its respective owner; this page is not affiliated with or endorsed by Pluto Security, and both products change often, so check specifics against Pluto’s current material.