Atlas / MCP servers / openadaptai / Omni

OmniSAFE

mcp/openadaptai/omni

Labs: a perceive-plan-act computer-use experiment. Not the OpenAdapt product. The product is openadapt-flow: a compiled program that halts unless an independent check passes.

Verdict
SAFE
Grade
B
Trust score
89 /100
Exposed tools
7 7r · 0w · 0d
Transport
—
License
—
Stars
74
01

Overview

From the repository's own README, as read at the audited commit. Badges and raw HTML are left out.

[!IMPORTANT] Labs, not the OpenAdapt product. This repository is a perceive-plan-act computer-use experiment. It is not how OpenAdapt records, compiles, or replays a workflow. The product is openadapt-flow: a compiled program that reports VERIFIED only if an independent check agrees. pip install openadapt.

[](https://github.com/OpenAdaptAI/OmniMCP/actions/workflows/ci.yml) [](https://opensource.org/licenses/MIT) [](https://www.python.org/) [](https://github.com/astral-sh/ruff)

OmniMCP provides rich UI context and interaction capabilities to AI models through Model Context Protocol (MCP) and microsoft/OmniParser. It focuses on enabling deep understanding of user interfaces through visual analysis, structured planning, and precise interaction execution.

Core Features

  • Visual Perception: Understands UI elements using OmniParser.
  • LLM Planning: Plans next actions based on goal, history, and visual state.
  • Agent Executor: Orchestrates the perceive-plan-act loop (omnimcp/agent_executor.py).
  • Action Execution: Controls mouse/keyboard via pynput (omnimcp/input.py).
  • CLI Interface: Simple entry point (cli.py) for running tasks.
  • Auto-Deployment: Optional OmniParser server deployment to AWS EC2 with auto-shutdown.
  • Debugging: Generates timestamped visual logs per step.

Overview

cli.py uses AgentExecutor to run a perceive-plan-act loop. It captures the screen (VisualState), plans using an LLM (

Read from source at commit f309b87be37bOBSERVED · 2026-10-07
02

Connect

Built from this server's own package name, version and transport as found in its source — not copied from anyone's documentation, so it cannot drift against a page we do not control.

claude-code
claude mcp add omnimcp -- uvx omnimcp
claude-desktop
{
  "mcpServers": {
    "omnimcp": {
      "command": "uvx",
      "args": [
        "omnimcp"
      ]
    }
  }
}
03

Exposed tools (7)

7 read · 0 write · 0 destructive.

ToolRiskDescription
click_elementreadClick UI element matching description. Returns immediately after action attempt.
describe_elementreadGet rich description of UI element (Basic implementation).
find_elementsreadFind elements matching natural query (Basic implementation).
get_screen_statereadGet current state of visible UI elements.
press_keyreadPress a key or key combination. Returns immediately after action attempt.
scroll_viewreadScroll view in the specified direction. Returns immediately after action attempt.
type_textread
04

Trust audit

SAFEgrade B · trust 89/100 Nothing in the source contradicts what it says it does. Grade A is reserved for packages that have also passed the behavioural sandbox.

LayerWhat it checksResult
L0Provenance & inventoryPASS
L1Static analysis of the codePASS
L2Instruction surface (what it tells the agent)PASS
L3Class-specific surfacePASS
L4Behavioural (sandbox)SKIPPED

What the source does

Filesystem
declared (2 observation(s))
Network
declared (7 observation(s))
Shell
declared (1 observation(s))
Dependencies
pinned
Secrets in source
none-found

Findings (3)

LOWInventory / provenance · inv.no_license · CWE-1104
Why it matters. no LICENSE file and no repo licence
Fix. add a licence
INFOInventory / provenance · inv.oversize · CWE-1104
images/omnimcp_demo.gif
images/omnimcp_demo.gif
Why it matters. 18794366 bytes not read
INFOInventory / provenance · inv.oversize · CWE-1104
paper/omnimcp_whitepaper.pdf
paper/omnimcp_whitepaper.pdf
Why it matters. 2781108 bytes not read

Gates applied: no_behavioural_pass, no_license.

Audited 2026-10-07 · audit v0.4.1 · source sha f309b87be37bfull audit observations/trust-audit/mcp-server/openadaptai__omni.json · Report an issue / request a re-scan
05

Audit history

Every audit this server has had. A grade with a past is a grade somebody is still checking.

DateSourceVerdictGradeScoreChange
2026-10-07f309b87be37bSAFEB89first audit
06

Questions

What is the Omni MCP server?

Labs: a perceive-plan-act computer-use experiment. Not the OpenAdapt product. The product is openadapt-flow: a compiled program that halts unless an independent check passes.

What tools does Omni expose?

7 in total: 7 read-only, 0 that write, and 0 that can delete or overwrite. Every one is listed on this page with its risk.

Is Omni safe to connect to an agent?

The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean server reads B.

What credentials does Omni need?

No credential environment variables were found in its source, so it appears to need none.

How current is this page?

The grade is for one exact copy of the source (f309b87be37b), read on 2026-10-07. The repository is watched and re-audited when it changes.

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