Recommended Free Tools
AI can speed up coding, testing, and operational analysis, but it does not remove the need to secure the software lifecycle. Use these six practices as a risk-based cheat sheet: set ownership and requirements, control access, threat-model AI-enabled workflows, manage dependencies and provenance, validate every change, and feed operational lessons back into development. This is an editorial synthesis of NIST guidance, not a six-item NIST checklist.
What this cheat sheet is based on
NIST’s Secure Software Development Framework (SSDF) provides a durable baseline for secure development. NIST’s DevSecOps reference model maps practices across planning, development, build, test, release, deployment, operations, and feedback; its mapping notes that implementation tasks vary by organization and that the high-level mapping is not exhaustive. The NCCoE DevSecOps project is an applied, risk-based demonstration, not a universal standard or recipe.
NIST finalized SP 800-218A on July 26, 2024. This AI-focused SSDF community profile augments SSDF 1.1 with practices for AI model development. NIST says the profile “is not a checklist to follow, but rather a starting point for planning and implementing a risk-based approach to adopting secure software development practices involving AI models.” Adapt the practices below to your risks, environment, and business context.
For version context, NIST lists SSDF Version 1.1 as the final version, released February 3, 2022, and Version 1.2 as a draft released December 17, 2025, on its SSDF publications page.
#1 Best Overall
- Read Before You Buy — No Video Output: These adapters support charging and USB 2.0 data transfer, but cannot transmit video signals. Except for standard USB webcams (which use USB data only), they are not compatible with HDMI/DisplayPort cables, video-capable USB-C hubs, or docking stations with video output.
- Convert USB-A Ports to USB-C: Designed to connect USB-C earphones, cables, flash drives, card readers, and other USB-C accessories to standard USB-A ports. Plug-and-play with no drivers or software required.
- Aluminum Alloy Housing: Built with a sturdy aluminum alloy shell that aids in heat dissipation and protects against daily wear and scratches. Designed to maintain a stable and secure connection.
- Compact & Travel-Friendly: The ultra-compact design allows the adapter to stay plugged into your device without blocking adjacent ports or adding bulk, reducing wear and tear on your original USB ports.
- 12-Month Warranty: Backed by a 12-month manufacturer warranty for peace of mind. Designed to meet strict quality control standards for reliable everyday performance.
1. Set security requirements, ownership, and risk criteria before coding
Decide what “secure enough to ship” means for the product before implementation begins. Name the people who own security decisions, approve exceptions, and remediate findings. Establish which checks apply to each repository or release path, and ensure developers know how to make secure choices rather than leaving security as an informal expectation.
- Define security requirements alongside functional requirements, including the data and systems the product must protect.
- Assign accountable owners for requirements, findings, risk acceptance, and release approval.
- Set risk criteria for blocking a build, requiring manual review, or accepting a documented exception.
- Provide guidance and support so developers can act on secure-development requirements.
This organizational preparation matters whether code is written by a person, suggested by an assistant, or produced through an AI-enabled workflow. NIST’s SSDF groups preparation separately because people, processes, and technology all need to be ready for secure development.
2. Harden developer, AI, and build environments; enforce least privilege
Protect the places where code is created, transformed, tested, and delivered: developer environments, AI services and agents, source repositories, build systems, artifact registries, credentials, data sources, APIs, models, and infrastructure. Identify AI components in use, inventory them, assign managed identities where appropriate, and restrict their access to only the resources and actions needed for their task.
Rank #2
- 5-in-1 USB-C Hub: Experience comprehensive connectivity featuring a Power Delivery input, two USB-A 2.0 ports, a USB-A 3.0 port, and an HDMI port. (Note: The USB-C power delivery input port is only for connecting an external wall charger to power your laptop and cannot power peripheral devices.)
- 90W Pass-Through Charging: Achieve optimal charging with 90W pass-through power to your laptop, supported by a total input of 100W, with the hub reserving 10W for operational efficiency. (Note: Wall charger not included.)
- Quick Data Transfers: Accelerate your productivity with rapid data transfers using a high-speed 5Gbps USB 3.0 port and two 480Mbps USB 2.0 ports.
- 4K HDMI Display: Enhance your visual experience with a hub capable of delivering 4K resolution at 30Hz in both mirror and extend modes. Please note that this hub is compatible with MacBook (macOS 12 and newer), Windows 10 and 11, ChromeOS, and laptops equipped with DP Alt Mode and Power Delivery. Note: This device is not compatible with Linux.
- What You Get: Anker USB-C Hub (5-in-1, 4K HDMI), welcome guide, 18-month warranty, and our friendly customer service.
- Use separate, controlled identities for automation instead of sharing broad personal credentials.
- Limit permissions for AI assistants and agents, CI jobs, and deployment processes; avoid granting production access when a task only needs repository or test access.
- Keep credentials and sensitive data out of prompts, logs, and generated artifacts unless an approved workflow specifically requires them.
- Isolate and harden development and build environments, and review access when roles or workflows change.
NIST’s DevSecOps notional reference model calls for identifying and inventorying AI components, using managed identities, and applying least-privilege access. These controls reduce the impact of a compromised account, misconfigured tool, or overpowered agent.
3. Threat-model the application, pipeline, and AI-enabled workflow
Threat modeling should cover not just the application but also the path from a prompt or code change to a deployed release. Consider what an assistant or agent can read, write, invoke, or deploy; how it interacts with APIs and external data; and what happens if a repository, build tool, or deployment pathway is misused.
- Map important assets, trust boundaries, data flows, external services, and privileged actions.
- Include AI-specific capabilities and access in the model, such as tool invocation, retrieval sources, and generated changes.
- Identify abuse cases and failure modes, then translate them into design constraints, tests, and monitoring.
- Use secure-by-default configurations and constrained guardrails rather than relying on the model or user to avoid unsafe actions.
NIST’s DevSecOps mapping places security design work in planning and calls for threat modeling, robust governance, secure-by-default configuration, and constrained guardrails for AI-enabled applications and systems. Revisit the model when capabilities, integrations, or permissions change.
Rank #3
- Sleek 7-in-1 USB-C Hub: Features an HDMI port, two USB-A 3.0 ports, and a USB-C data port, each providing 5Gbps transfer speeds. It also includes a USB-C PD input port for charging up to 100W and dual SD and TF card slots, all in a compact design.
- Flawless 4K@60Hz Video with HDMI: Delivers exceptional clarity and smoothness with its 4K@60Hz HDMI port, making it ideal for high-definition presentations and entertainment. (Note: Only the HDMI port supports video projection; the USB-C port is for data transfer only.)
- Double Up on Efficiency: The two USB-A 3.0 ports and a USB-C port support a fast 5Gbps data rate, significantly boosting your transfer speeds and improving productivity.
- Fast and Reliable 85W Charging: Offers high-capacity, speedy charging for laptops up to 85W, so you spend less time tethered to an outlet and more time being productive.
- What You Get: Anker USB-C Hub (7-in-1), welcome guide, 18-month warranty, and our friendly customer service.
4. Review dependencies and preserve software provenance and release integrity
AI-assisted development can make it easier to introduce unfamiliar packages, snippets, or generated components. Treat reused software as a supply-chain decision: assess its security, keep track of what is included, and monitor it as the product evolves. Preserve evidence of where release artifacts came from and whether they were altered.
- Assess dependencies before adoption and monitor them for relevant security issues.
- Track software composition and provenance so teams can identify affected components when vulnerabilities emerge.
- Protect release artifacts and provide integrity-verification information to consumers or downstream teams.
- Use controls such as artifact signing and verification, and an SBOM where they fit the team’s risk and delivery process.
NIST’s DevSecOps reference model presents signing and verification and a software bill of materials (SBOM) as mechanisms in an illustrative implementation. They are useful controls, not a claim that one format or workflow suits every organization.
The Tool Desk
Outbyte PC Repair FREERepair Windows errors before they cause bigger problemsFix Now →Outbyte Driver Updater FREEScan for outdated or missing drivers - takes under a minuteDriver Scan →5. Run security checks throughout CI/CD, and review AI-generated output like any other change
Place security validation across the development and delivery lifecycle instead of relying on a single final scan. Combine secure coding practices, code analysis, automated tests, peer review, security validation, and approval workflows. Apply the same scrutiny to AI-generated code, tests, documentation, and analysis that you apply to other changes.
Rank #4
- Dual Converters, Infinite Potential：Includes 2× USB C male to USB A female adapters and 2× USB A male to USB C female adapters. Perfect for a wide range of uses—tablets with Bluetooth keyboards, expand USB ports on macbook, and more. Two different converters for all your daily needs
- Next-Level 10Gbps & 3A Charging: No more slow 480Mbps, this usb to usb c adapter has a transfer speed of up to 10Gbps, allowing you to do more transferring in less time. This usb adapter fits both USB A and USB C charger, supporting up to 3A fast charging
- Upgraded Exquisite Craftsmanship: With an aluminum alloy housing and metal connector, the usbc to usb adapter is extremely durable and sturdy. Rigorously tested to withstand more than 10,000 times of plugging and unplugging, ensuring long-lasting performance
- Broad Compatible: The usb c to usb adapter widely supports all USB C/ USB A devices like laptops, tablets, cellphones, car chargers, and phone chargers. Such as compatible with MacBook Pro/Air 2023/2022, Thunderbolt 4/3 Devices,Apple MagSafe Watch 9/8/7/SE/Ultra, iPad Pro 2022/2021, Samsung Galaxy S23/S20/S10, and iPhone 17/16/15 Pro. Plug and play
- Please Note: To reach 10Gbps speed, keep the cable under 3.3 ft. For USB A Male to USB C adapters, try flipping the USB C connector. USB C Male to USB A adapters support bidirectional 10Gbps transfer within 3.3 ft
- Before merging: run the checks appropriate to the repository and change, such as automated tests and code analysis, and ensure reviewers can see the relevant results.
- During review: inspect the change for correctness, security issues, unintended behavior, and dependencies or permissions it introduces.
- Before release: complete required security validation and obtain the approvals defined by your risk criteria.
- After findings: document ownership and remediation, and use exceptions only through the established approval process.
NIST’s AI profile does not distinguish human-written code from AI-generated code for this purpose: all source code should be evaluated for vulnerabilities and other issues before use. AI can help generate tests or analyze a finding, but its output is not evidence that the change is secure; verify the result with established checks and review.
Independent reader supportYour contribution helps us test, update, and keep practical guides available for everyone.6. Monitor releases, respond to vulnerabilities, and feed lessons back into development
Security work continues after deployment. Identify residual vulnerabilities in released software, respond according to severity and exposure, and use operational feedback to improve requirements, tests, and development practices. AI may help summarize logs or vulnerability reports and propose remediation, but a proposed action should not change software or system state without the review and approval your process requires.
- Monitor relevant security signals from deployed services and released components.
- Assign and track vulnerability response, including remediation, mitigation, and communication decisions.
- Use incidents and findings to update threat models, test coverage, requirements, and developer guidance.
- Keep human review and approval in the loop for AI-assisted corrective actions that affect code, infrastructure, or production state.
The SSDF lifecycle and NIST’s DevSecOps model both connect operations and feedback to continued improvement; monitoring is not a substitute for the preventive and verification controls earlier in the lifecycle.
Free tools Windows power users keep installed
One-click scans. No signup required.
Best Value
- 5-in-1 Connectivity: Equipped with a 4K HDMI port, a 5 Gbps USB-C data port, two 5 Gbps USB-A ports, and a USB C 100W PD-IN port. Note: The USB C 100W PD-IN port supports only charging and does not support data transfer devices such as headphones or speakers.
- Powerful Pass-Through Charging: Supports up to 85W pass-through charging so you can power up your laptop while you use the hub. Note: Pass-through charging requires a charger (not included). Note: To achieve full power for iPad, we recommend using a 45W wall charger.
- Transfer Files in Seconds: Move files to and from your laptop at speeds of up to 5 Gbps via the USB-C and USB-A data ports. Note: The USB C 5Gbps Data port does not support video output.
- HD Display: Connect to the HDMI port to stream or mirror content to an external monitor in resolutions of up to 4K@30Hz. Note: The USB-C ports do not support video output.
- What You Get: Anker 332 USB-C Hub (5-in-1), welcome guide, our worry-free 18-month warranty, and friendly customer service.
Scope limits to keep in view
NIST’s NCCoE DevSecOps project initially focuses on cloud-based environments and representative medium-to-large enterprise development. The project says it does not specifically address MLOps or AI bills of materials, and privacy concerns are outside its scope. Separately, SP 800-218A addresses AI model development and excludes AI-system deployment and operation. These documents are not, by themselves, a complete AI-risk, privacy, or model-operations program.
The NCCoE project is soliciting comments on a live project update through November 9, 2026. Its reference model is illustrative and intended to help organizations select practices according to risk, not to prescribe a finalized universal implementation.
Quick Recap
Product prices and availability are accurate as of the date/time indicated and are subject to change. Any price and availability information displayed on Amazon at the time of purchase will apply.
