Prismor: the open-source security layer for AI agents

Prismor is an open-source runtime control plane that adds a critical security layer between AI development agents such as Claude Code, Codex, and Cursor and the actions they intend to perform. The system intervenes before an agent performs an action, evaluating each tool call against predefined security policies.

Quick Response

Prismor is an open-source security system that monitors and controls the actions of AI agents. It intercepts tool calls before execution, applying security policies that can allow, warn, or block actions. The system operates in observation mode before switching to blocking mode, with an additional delay of just 0.8 milliseconds per call.

Pre-execution interception and call evaluation

Each tool call receives one of three verdicts: allowed, warned, or blocked. This proactive approach is crucial because AI agents often perform high-risk actions such as shell commands, file manipulation, credential management, and calls to external APIs, often in complex sequences with minimal human supervision.

Risks mitigated by Prismor

AI agents are vulnerable to threats such as poisoned files, redirections during task completion, accidental exposure of sensitive credentials, and installation of compromised packages. Traditional endpoint security solutions, which monitor the kernel and file system, only intervene after the harmful action has been performed. Prismor intervenes before the action is executed.

Operating modes: observation before blocking

By default, Prismor operates in observation mode, recording each call and its results in a local dashboard that reads from local databases. Users can then select which rules to activate for real-time blocking. PrismorSec tests measured an additional delay of only 0.8 milliseconds per tool call across 10,000 simulated agent sessions.

Configuration presets and operational impact

The Prismor setup command offers three configuration presets: "dev-safe", "regulated-airgap", and "everything". The "dev-safe" preset, designed for feature development on unknown code, offers 31% coverage with 9% operational friction. The "regulated-airgap" preset, which disables network and shell access, achieves 100% coverage but with 90% friction. The "everything" preset, which covers all potential threats, significantly hinders legitimate operations.

Package verification and protection against known threats

Prismor integrates verification features for package managers like npm and pip, evaluating each installation based on criteria such as package age, number of maintainers, installation scripts, and known indicators of compromise. A score of 60 or higher blocks the installation, while a match with a known indicator of compromise always blocks the action. Default rules cover known attacks such as "mini-shai-hulud" and the "AntV hijacked-maintainer" incident of May 2026.

Advanced protection against prompt injections

Prismor's pattern-matching-based rules effectively identify obvious prompt injections, such as instructions to "ignore previous instructions". However, these rules struggle to detect injection attempts using alternative formulations. To address this limitation, Prismor offers an optional semantic guard that analyzes the context of suspicious requests. A quick check handles the most obvious cases, while dubious cases are forwarded to a language model for more in-depth evaluation.

Effectiveness of the semantic guard

PrismorSec tested the semantic guard on over 800 cases, finding a 30% improvement in the detection rate without increasing false positives. This combined approach—pattern matching for clear cases and semantic analysis for ambiguous cases—provides more robust protection against sophisticated manipulation attempts.

Availability and integration

Prismor is freely available on GitHub. Integration with existing AI agents is designed to be simple, with a setup that allows users to select the security configuration most suited to their operational needs.

Related insights

For more open-source security tools, check out our guide 20 open-source cybersecurity tools. For advanced security strategies, read the interview with GitHub's CISO on security strategies and collaboration with the open-source community.

The market context: AI agent security

The launch of Prismor comes at a critical time for AI agent security, a sector that has seen a 300% increase in targeted attacks between 2025 and 2026 according to data from Help Net Security. Vulnerabilities like Plugin4Shell, discovered in September 2026, have highlighted the urgency for solutions specific to this type of threat. The open-source nature of Prismor represents a significant response to this need, offering a free alternative to proprietary solutions that often require expensive licenses.

Impact on compliance and risk management

For companies that need to comply with standards such as ISO 27001 or NIS2, Prismor provides a concrete mechanism for implementing ransomware protection measures and breach remediation. The ability to block potentially harmful actions before they are executed significantly reduces exposure to incidents that could lead to data breaches or operational disruptions. This is particularly relevant for organizations using AI agents for critical operations, where a single error could have devastating consequences.

Comparison with traditional solutions

Compared to traditional endpoint security systems, Prismor offers a critical advantage: preventive intervention. While solutions like antivirus and firewalls analyze actions after they have been executed, Prismor acts as a security gateway that evaluates each tool call before it is processed. This proactive approach is similar to that adopted by modern SIEMs, but specifically designed for the complex interactions between AI agents and operating systems.

Considerations for production implementation

For companies considering the adoption of Prismor, it is essential to evaluate the operational impact of the different configuration presets. The "dev-safe" preset, for example, offers a compromise between security and usability, while "regulated-airgap" is more suitable for high-security environments where network access must be strictly controlled. Organizations should conduct thorough testing to determine which configuration best suits their specific needs, taking into account the type of AI agents used and the acceptable level of risk.

The importance of package verification

Prismor's package verification feature is particularly relevant in light of recent incidents such as AntV hijacked-maintainer. This type of attack exploits the software package supply chain, a growing attack vector that has seen a 200% increase in the last two years. Prismor's ability to block compromised packages before installation represents a significant improvement in protection against these threats, offering an additional line of defense beyond traditional Data Loss Prevention solutions.

The future of AI agent security

While Prismor represents a significant step forward, the landscape of AI agent security continues to evolve rapidly. Companies should closely monitor developments in this sector and evaluate additional solutions such as MDR or SOC as a Service for comprehensive protection. Integrating tools like Prismor with incident response platforms can further enhance the ability to detect and respond to threats in real-time, offering a layered defense against increasingly sophisticated attacks.

Frequently Asked Questions

How much does it cost to implement Prismor?

Prismor is freely available on GitHub, making it an accessible solution for organizations of all sizes. However, companies may need to invest in internal resources or external consulting to configure and maintain the system optimally.

How does Prismor compare to proprietary security solutions?

Prismor offers a level of protection comparable to many proprietary solutions, but with the advantage of being open-source. This means organizations can customize the system to fit their specific needs without relying on external providers.

What are the main advantages of Prismor over other security solutions?

The main advantage of Prismor is its ability to intervene before a harmful action is executed. This proactive approach significantly reduces the risk of data breaches and operational disruptions, offering more robust protection than traditional systems that only act after an action has been performed.

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