For CODING AGENTS

Let your developers ship with Claude Code, Cursor, Copilot — without shipping your secrets with them.

Coding agents read your .env files, execute shell commands, and install packages — autonomously. Operant Endpoint Protector secures every coding agent at the device, so credentials never leave, malicious packages never run, and proprietary code never leaks. Developers feel nothing. Security teams see everything.

5 / 5

Gartner AI Security Reports

24 H

Full coverage baseline

6 MIN

Closed attack window

~/api · claude code · agentic mode PROTECTED
claude code:
# Agent reads deploy.sh + .env automatically
OUTBOUND (raw)
SENT TO MODEL
Claude Code debugs the script accurately. Zero credentials left the device.
One security layer for every coding agent in your engineering org
Claude Code logo
Claude Code
Cursor logo
Cursor
GitHub Copilot logo
GitHub Copilot
Cline logo
Cline
Windsurf logo
Windsurf
Aider logo
Aider
Custom MCP agents logo
Custom MCP agents
The New Attack Surface

Five vectors. Every one of them is a coding agent doing exactly what it was designed to do.

The same capabilities that make Claude Code, Cursor, and Copilot transformative — autonomous file access, shell execution, package installation, deep codebase context — also created an attack surface no traditional security tool was built to see. The answer isn't restriction. It's a security layer that operates at the same speed and layer as the agent itself.

VECTOR 01
Supply-chain attacks via AI-initiated installs

Coding agents install packages autonomously. Adversaries are exploiting this. A poisoned LiteLLM build hit PyPI in March 2026 and was auto-installed by AI IDEs within six minutes — an order of magnitude faster than any SCA scan cycle.

  • CodeInjectionGuard

intercepts every install before execution — scanning for credential harvesters, obfuscated hooks, and known patterns.

VECTOR 02
Prompt injection driving malicious shells

A poisoned README, a crafted error message, or a malicious comment can hide instructions that cause an agent to run shell commands on the attacker's behalf — harvesting credentials, installing persistence, or opening reverse shells into your infrastructure.

  • Real-time shell command monitoring distinguishes legitimate developer tooling from injection-driven attacks — and blocks before execution.
VECTOR 03
Credentials transmitted as agent context

.env files. AWS configs. SSH keys. Database connection strings. They live right next to the code your developer asks Claude Code to debug — and they leave the device with the first prompt.

  • Inline auto-redaction tokenizes credentials in every outbound prompt — bidirectionally, invisibly, with zero workflow friction.
VECTOR 04
Proprietary code leaking to external models

Cursor indexes your full codebase. Claude Code reads across files. Every session transmits proprietary algorithms, internal APIs, and architectural patterns to vendor infrastructure — where some providers retain logs and others train on inputs.

  • ScopeGuard

enforces repository and file-level access policies. Tokenize proprietary identifiers before they leave the device.

VECTOR 05
Shadow coding agents you've never seen

Developers install Cline, Windsurf, and custom MCP-connected agents in days. The gap between what's running and what security has reviewed is structural — and permanent under any approval-based governance model.

  • Behavior-based detection surfaces every coding agent automatically — installed apps, browser tools, MCP clients, and local models. New tools covered the day they're adopted.
VECTOR 06
MCP tool calls with no governance

Coding agents now call internal databases, CI/CD pipelines, cloud infrastructure, and proprietary APIs through MCP — with non-human identities that often have broader access than any employee. Most security stacks have no concept of MCP semantics.

  • Every MCP tool call is logged with full prompt context. Scope boundaries are enforced in real time. Custom agents get the same coverage as commercial ones.
Operant Endpoint Protector

Discover. Monitor. Redact. Block.

Operant Endpoint Protector is purpose-built for the threat model of coding agents — not adapted DLP, not bolted-on API gateway, but designed from the ground up to operate at the only layer where coding agent risk can actually be prevented: the developer's device.

01 · DISCOVER
Every coding agent, every device — within 24 hours
Behavior-based detection surfaces every AI coding tool, MCP client, and locally-run model on every developer device, regardless of IT approval status. The shadow agent landscape, mapped.
02 · MONITOR
Full prompt and tool-call context, logged
Every prompt. Every shell command. Every MCP tool call. Every file the agent touched. The audit trail security teams have no other way to obtain — streamed to your SIEM in real time.
03 · REDACT
Credentials and IP stripped inline, on the device
API keys, AWS credentials, database strings, private keys, bearer tokens — and custom-defined IP identifiers — are tokenized in every outbound prompt before transmission. Bidirectional. Invisible to developers.
04 · BLOCK
Malicious packages and adversarial shells, stopped before they run
CodeInjectionGuard intercepts every AI-initiated package install. ScopeGuard enforces repository boundaries. Real-time blocking — not post-hoc detection. Prevention is the only outcome that matters once a credential has left.
Deep Dive · Inline Redaction

Your secrets never leave the device. Your Claude Code keeps debugging accurately.

The credential exposure problem in coding agents is structural — a consequence of how these tools work, not a bug vendors will patch. Bidirectional tokenization is the only control that addresses it at the layer where it occurs.

1
Outbound: Operant intercepts every prompt from every coding agent. Sensitive values — credentials, keys, IP identifiers — are replaced with consistent structured tokens before transmission.
2
External model: Anthropic, OpenAI, GitHub, or any model receives a semantically complete prompt. The credentials never arrive. Logs and training pipelines never see them.
3
Inbound: Responses referencing tokens are de-tokenized for the developer. The round-trip is seamless. The data never traveled. The fix works.
claude-code anthropic api OPERANT INTERCEPT
1. AGENT ASSEMBLES CONTEXT
"deploy.sh fails at line 47. Related config:
2. SENT TO MODEL (TOKENIZED)
"deploy.sh fails at line 47. Related config:
Result: Claude Code debugs the deployment script accurately. Zero credentials transmitted. Developer workflow uninterrupted. Fix returned with full context restored.
Agent Coverage

Every coding agent. Same protection. Behavior-based, not app-list-based.

Endpoint Protector is a behavioral security layer — it governs what an agent does, not which application produces the behavior. New coding agents get coverage automatically the moment developers run them.

Claude Code logo
Claude Code
Agentic · Shell · File R/W · Install · APIs
One of the most capable and deeply trusted agents available — operating with minimal confirmation prompts by design. The autonomy that makes it powerful also gives any successful prompt injection maximum impact.
  • Every file access, shell command, and install monitored
  • Credentials stripped before transmission to Anthropic
  • Malicious dependencies blocked pre-execution
  • Repository and file scope enforced
Cursor logo
Cursor
Codebase indexing · Composer · Shell · MCP
Cursor's value is full-codebase reasoning — and that full codebase is transmitted externally in every Composer session. For orgs with proprietary algorithms or confidential architecture, core IP flows outbound with every substantive use.
  • ScopeGuard limits Composer's context to authorized scope
  • Proprietary identifiers tokenized before transmission
  • Configurable IP pattern redaction
  • MCP connections monitored and governed
GitHub Copilot logo
GitHub Copilot
Workspace · Chat · Agent mode · IDE
The most widely deployed coding AI in enterprise — provisioned at org level, in every IDE, running against workspaces that frequently include .env files adjacent to the code. Proportional ubiquity, proportional exposure surface.
  • Auto-redaction runs on every workspace transmission
  • File-access patterns flagged for anomaly
  • Covers individual and Copilot Enterprise deployments
  • Credentials stripped before reaching GitHub infra
Cline logo
Cline
Open-source · Shell · Browser · MCP
A community-built, open-source agentic tool with significant developer adoption — often precisely because it operates outside enterprise procurement. Same capability profile as commercial tools, with less security scrutiny.
  • Behavior-based detection — no approved-list dependency
  • Credential redaction applied from first detection
  • Shell and package install governance identical to commercial agents
  • Surfaced automatically across engineering org
Windsurf logoAider logo
Windsurf & Aider
Cascade agent (Windsurf) · Git-native (Aider)
Distinct workflows, distinct risk profiles — both transmit substantial codebase context externally and support autonomous multi-step execution. Both adopted by developers who find them better-suited to specific workflows.
  • Identical coverage to any other coding agent on detection
  • Behavior-based — no application allowlist needed
  • Repository scope and credential redaction applied uniformly
  • New agent versions covered automatically
Custom & MCP Agents logo
Custom & MCP Agents
Internal DBs · CI/CD · Cloud · Custom APIs
Internal agents connecting to proprietary data sources via MCP create the highest-value and potentially highest-risk AI systems in the org. No vendor security review, no standard behavior model, no external posture to evaluate.
  • Every MCP tool call logged with full context
  • Authorization boundaries enforced in real time
  • Same protection layer as commercial products
  • Ecosystem coverage expands automatically as MCP grows

Security & Governance Coverage Across Claude Surfaces

Claude Surface
Prompt redaction
Agent-loop tracing
Command guard
Skills & plugins
MCP gateway
Endpoint audit
Claude Code
developer machine
Claude CLI
interactive terminal
Claude Cowork
business desktop AI
Also covered: managed deployments
Claude Code logo
Amazon Bedrock
  • Available now
Claude Code logo
Google Vertex AI
  • Available now
Claude Code logo
Azure AI Foundry
  • Available now
Why Operant

No traditional security tool was built for this. Operant was.

Every alternative — EDR, network DLP, CASB, SCA, AIDR — shares the same structural limitation when applied to coding agents: they operate after data has left the device. For credentials, malicious packages, and shell injection, "after" is too late.

Capability
Operant Endpoint Protector
EDR · DLP · CASB · SCA · AIDR
Real-time AI-initiated package install interception
Prevented
Real-time AI-initiated package CodeInjectionGuard scans every install before execution — closing the 6-minute attack window that build-time SCA cannot reach.install interception
Prevented
Real-time AI-initiated package CodeInjectionGuard scans every install before execution — closing the 6-minute attack window that build-time SCA cannot reach.install interception
Inline credential redaction from agent context
At the device
Auto-redaction strips credentials from prompts before they leave the device — bidirectionally, invisibly, no developer friction.
Too late
Network DLP inspects traffic after transmission — the credential has already left. Vault protects credentials in prod but not in agent prompts.
Shadow coding agent discovery
Behavioral
Surfaces every coding agent on every developer device — including browser tools, MCP clients, and local models — regardless of approval status.
Invisible
EDR classifies AI coding tools as legitimate signed apps. Browser-based tools are entirely invisible. CASB sees cloud apps, not local agents.
Shell command monitoring for AI agents
Pre-execution
Real-time monitoring distinguishes legitimate developer tooling from injection-driven attacks. Blocked before execution.
Wrong model
EDR has no model for "normal" vs. "adversarially injected" shell execution when an AI agent is following natural-language instructions.
MCP tool-call governance
Purpose-built
Every MCP tool call monitored with full prompt context. Scope boundaries enforced in real time across databases, CI/CD, cloud, and internal APIs.
Not in scope
No traditional security tool monitors MCP as a protocol. API gateways see HTTP, not MCP semantics, agent intent, or generating prompt context.
Architecture: prevention vs. detection
Device-layer
Operates at the source — on the developer's device, at the moment of action. The only architecture where prevention is possible for coding agent risks.
Reactive
Network, cloud, and post-transmission tools are architecturally reactive — they detect after credentials have left, packages have run, shells have executed.
The AIDR Gap
AI Detection and Response tools document what happened after the fact. For coding agents, that's the wrong outcome. A credential transmitted is gone — detection three seconds later doesn't unexpose it. A malicious package executed has already run its payload. A codebase indexed and transmitted has been seen by an external model. Only device-layer prevention closes these risks before they occur.
Analyst Recognition

The only vendor recognized across all five Gartner AI security categories.

For coding agent security specifically, Operant's coverage spans the most relevant categories: AI TRiSM, API Protection for MCP and tool-call governance, and Agentic AI Security guidance for the autonomous behavior that defines modern coding tools.

Gartner® Market Guide for AI TRiSM
Featured vendor in AI Trust, Risk and Security Management — 2025
API Protection Report
2025 Market Guide for API Protection and Innovation — MCP Gateways
Agentic AI Security
Emerging guidance on securing autonomous AI agent deployments — 2025/2026
MCP Cybersecurity Guide
Gartner's newest MCP security guide features Operant's MCP Gateway and Endpoint Protector
Gartner does not endorse any vendor, product or service depicted in its research publications. Gartner research publications consist of the opinions of Gartner's research organization and should not be construed as statements of fact. Gartner® is a registered trademark of Gartner, Inc.
"Agentic AI is forcing financial services to redraw trust boundaries — perimeter-first security breaks down when autonomous agents can traverse apps, APIs and data stores without a human in the loop. Operant's real-time protection across the full agent toolchain makes it a foundational control rather than an afterthought."
Suhel Khan
Head of Cybersecurity, Chargebee Inc. · SiliconANGLE, Feb 2026
"AI agents are proliferating across enterprises faster than security teams can track them. Agent Protector gives security teams the real-time visibility and inline control they need to safely enable AI agent innovation at scale."
Vrajesh Bhavsar
Co-founder & CEO, Operant AI · Globe Newswire, Feb 2026
"Operant AI is an emerging leader that delivers comprehensive, real-time protection for Agentic AI from agents to AI applications to MCP."
National Law Review
Operant AI Coverage · February 2026
Deployment

On every developer device. Without slowing anyone down.

A lightweight agent on developer workstations, laptops, and CI/CD runners. No code changes. No IDE modifications. No developer-facing configuration. The developer's experience of their coding agent is unchanged. The security team's visibility is complete.

Minutes to first coverage
Lightweight endpoint agent deploys to macOS, Windows, and Linux out of the box. No IDE changes. No developer onboarding. No architectural modifications to existing workflows.
Observe before enforce
Start in discover mode. Within 24 hours: a complete map of every coding agent in your org, a baseline of data flowing to external models, and a picture of your actual AI tool landscape — including shadow tools.
Integrations your team already uses
Role-based policies via Okta, Azure AD, Google Workspace. Exports to major SIEMs. Sits alongside existing EDR without conflict. Coverage extends to CI/CD runners and build infrastructure.

Recommended deployment path

01
02
03
04
05
Integrate with SIEM
Structured event logs flow into your existing security operations workflow for alerting and investigation.
Deploy in discover mode
Surface every coding agent, MCP client, and AI dev tool across engineering within 24 hours.
Review the baseline
Understand which tools are in use, what data is flowing outbound, what's running outside any approved framework.
Configure redaction
Standard credential patterns are pre-built. Add organization-specific sensitive identifiers.
Activate enforcement
Redaction, CodeInjectionGuard, and shell monitoring begin immediately — zero developer-facing change.
7-Day Free Trial · Production Coverage

See what your coding agents are actually doing — in 24 hours.

The trial is a production deployment, not a sandbox. Within 7 days your security team will have complete visibility into every coding agent running across engineering, a full picture of what sensitive data is flowing to external models, and the evidence to make a confident deployment decision.

  • No credit card required
  • No developer workflow changes
  • No architectural modifications
  • Cancel anytime