Alternatives to garak

Compare garak alternatives for your business or organization using the curated list below. SourceForge ranks the best alternatives to garak in 2026. Compare features, ratings, user reviews, pricing, and more from garak competitors and alternatives in order to make an informed decision for your business.

  • 1
    Elecard Boro
    Elecard Boro is a professional software solution for real-time video stream health monitoring and Quality of Service (QoS) & Quality of Experience (QoE) tracking across distributed networks. Designed for broadcasters, OTT providers, and IPTV operators, Boro utilizes distributed software probes to instantly isolate quality degradation across the entire delivery chain. How it works: Probes analyze UDP, RTP, HTTP, HLS, DASH, SRT, and RTMP streams up to UHD. Multi-point measurements are aggregated on a centralized server, providing instant alerts for ETSI TR 101 290 errors via Email, SNMP, Webhook, PagerDuty, and Telegram. Key Features: • Rapid Start: Deploy probes on any hardware in 10–30 minutes • Deep Diagnostics: Tracks 50+ QoS/QoE parameters, SCTE-35 ad cues, and captures PCAP streams • Smart Dashboards: Visualizes service states and captures stream thumbnails • Easy Integration: Access via an intuitive web interface and integrate using WebHook, SNMP, and ControlAPI
    Starting Price: Custom Quote
  • 2
    myEPITIRO

    myEPITIRO

    Epitiro

    Epitiro remote network monitoring probes keep you informed of your Ethernet, Wi-Fi, and/or LTE service performance and user experience. Deploy Epitiro hardware probes at key locations and continuously test network performance and bandwidth for multiple broadband networks. Easily configure test networks and schedules from our cloud interface. Test on demand or on schedule. Set-up performance alerts for you and your team. Assure captive portal and splash page operation and performance. Invite your team and customer stakeholders to securely view performance from their desktop or mobile app. Enterprise class administrative features and scalability. Comprehensive end-to-end performance tests include Ookla Speedtest, Latency, Jitter, Packet Loss, application performance for Browsing, Dropbox, Youtube as well as iPerf and traceroute support. QoS. QoE.
    Starting Price: $199 per probe
  • 3
    Probely

    Probely

    Probely

    Probely is a web vulnerability scanner for agile teams. It provides continuous scanning of web applications and lets you efficiently manage the lifecycle of the vulnerabilities found, in a sleek and intuitive web interface. It also provides simple instructions on how to fix the vulnerabilities (including snippets of code), and by using its full-featured API, it can be integrated into development processes (SDLC) and continuous integration pipelines (CI/CD), to automate security testing. Probely empowers developers to be more independent, solving the security teams' scaling problem, that is usually undersized when compared to development teams, by providing developers with a tool that makes them more independent when it comes to security testing, allowing security teams to focus on more important and critical activities. Probely covers OWASP TOP10 and thousands more and can be used to check specific PCI-DSS, ISO27001, HIPAA, and GDPR requirements.
    Starting Price: $49.00/month
  • 4
    SplxAI

    SplxAI

    SplxAI

    SplxAI offers an automated platform specifically designed for conversational AI applications. Their flagship product, Probe, proactively identifies and mitigates vulnerabilities in AI systems by simulating domain-specific attack scenarios. Key features of Probe include detailed risk analysis, framework and compliance checks, domain-specific penetration testing, continuous and automated testing, and multi-language precision, supporting over 20 languages. The platform integrates seamlessly into development cycles, ensuring AI applications remain secure throughout their lifecycle. SplxAI's mission is to secure and safeguard generative AI-powered conversational apps by providing advanced security and penetration testing solutions, enabling organizations to unlock AI's full potential without compromising security. Evaluate and refine your app’s boundaries for optimal security and user experience without being overly restrictive.
  • 5
    MobiProbe

    MobiProbe

    MobiProbe

    World's most advance AI algorithm is as good as the underlying DATA. MobiProbe empowers your business to solve its DATA QUALITY problem. MobiProbe is a real time system performance and engagement measurement workbench for connected devices, systems and applications. MobiProbe provides best in class, powerful and lightweight SDKs and APIs that can seamlessly be integrated into your software system with a single line of code. Thereupon you can track and log any {key:value} defined event and add any number of attributes to your data points. MobiProbe comes with a highly customisable dashboard and reporting system that can be customised specific to your business use case. You can use MobiProbe's built in visualisations, ask us to build a custom one for you or have your analyst connect their preferred data visualisation tool on top of MobiProbe data store.
    Starting Price: $5.00/month
  • 6
    Vega

    Vega

    Subgraph

    Vega can help you find and validate SQL Injection, cross-site scripting, inadvertently disclosed sensitive information, and other vulnerabilities. It is written in Java, GUI based, and runs on Linux, OS X, and Windows. Vega can help you find vulnerabilities such as: reflected cross-site scripting, stored cross-site scripting, blind SQL injection, remote file include, shell injection, and others. Vega also probes for TLS / SSL security settings and identifies opportunities for improving the security of your TLS servers. Vega includes an automated scanner for quick tests and an intercepting proxy for tactical inspection. The Vega scanner finds, SQL injection, and other vulnerabilities. Vega includes a website crawler powering its automated scanner. Vega can automatically log into websites when supplied with user credentials.
  • 7
    Net-vProbe

    Net-vProbe

    Net Research

    The Net vProbe is a scalable software solution for monitoring the transport quality of the OTT (DASH and HLS) multicast video streams. The probe can be installed on the x86 servers or virtual machines at the strategic test points on the cloud or locally. The actual allowed number of OTT and /or multicast streams is limited only by the selected physical or virtual equipment. HLS and DASH compatible measures stream throughput. Verifies HLS manifest correctness and verifies DASH sidx files correctness. Monitors all profiles simultaneously, throughput over time histograms allow independent analysis of each profile. Allows around-the-clock round-robin monitoring for large numbers of streams. Verifies and reports HTTP and detects HTTP errors. Dynamic generation of HTTP requests, the probe behaves as OTT client/player. Video decoding and thumbnail presentation. Buffer fill percentage. Stream transport quality factor S.
  • 8
    promptfoo

    promptfoo

    promptfoo

    Promptfoo discovers and eliminates major LLM risks before they are shipped to production. Its founders have experience launching and scaling AI to over 100 million users using automated red-teaming and testing to overcome security, legal, and compliance issues. Promptfoo's open source, developer-first approach has made it the most widely adopted tool in this space, with over 20,000 users. Custom probes for your application that identify failures you actually care about, not just generic jailbreaks and prompt injections. Move quickly with a command-line interface, live reloads, and caching. No SDKs, cloud dependencies, or logins. Used by teams serving millions of users and supported by an active open source community. Build reliable prompts, models, and RAGs with benchmarks specific to your use case. Secure your apps with automated red teaming and pentesting. Speed up evaluations with caching, concurrency, and live reloading.
    Starting Price: Free
  • 9
    GeoProbe

    GeoProbe

    E&P Software

    GeoProbe® software is the industry-leading 3D multi-volume interpretation and visualization solution. The software is designed to accelerate interpretation workflows from the basin scale through detailed prospect and reservoir analysis. GeoProbe software delivers breakthrough speed whether evaluating a reservoir-scale data volume on your desktop or analyzing basin-scale volumes with an asset team in the largest immersive visualization environment. GeoProbe software features GeoShell technologies, which provide geoscientists the ability to quickly interpret salt body geometries and boundaries with unprecedented flexibility and accuracy. The ability to leverage all relevant information into a dynamically updateable multi-Z subsurface model helps ensure that in areas of complex structure, the delineation of reservoir makeup can be mapped with better precision.
  • 10
    EnProbe

    EnProbe

    Entersoft Security

    Revolutionize your security strategy with the world's most advanced cybersecurity and application security product - engineered for the challenges of today and the future. Accessibility is one of the most celebrated characteristics of cloud computing, however, it also lays claim to its greatest vulnerability. With the Cloud, our data has the potential to be accessed from any device, at any time and from any place. This opens up numerous possibilities for hackers to recognize vulnerabilities before successfully taking advantage of them. EnProbe is a lightning fast, cloud based vulnerability assessment tool designed to help developers, entrepreneurs and administrators identify security vulnerabilities in their website.
  • 11
    MindProbe

    MindProbe

    MindProbe

    MindProbe is an AI-powered research platform designed to help brands and agencies turn customer feedback into actionable insights quickly. The platform enables teams to run surveys, collect responses, and analyze data without relying on complex spreadsheets or traditional research agencies. MindProbe uses AI to automatically generate survey questions, process responses, and produce clear reports and dashboards. Businesses can use the platform for product testing, customer experience research, market analysis, and feedback collection. The system transforms raw data into ready-to-share presentations and insights that support faster decision-making. With shared workspaces and integrations, teams can collaborate on research projects without long feedback chains. By combining automation and analytics, MindProbe helps organizations move from feedback collection to strategic decisions in minutes.
    Starting Price: $0/month
  • 12
    MiCAT Planner
    MiCATPlanner enables more flexible measurement by complying with customizable measuring rules that can be set as needed. Depending on the feature type, size, and other criteria, the operator sets the number of measuring points, their distribution, and speed for touch-trigger or scanning probes. Several sets of rules may be applied simultaneously according to manufacturing or customer requirements. Save up to 95 percent on CMM part program creation time. Reduce parts programming labor costs. Minimize potential costly and damaging probe collisions. Ensure maximum efficiency with a virtual pre-run measurement program. Select characteristics, features, and measurement point sets to include or exclude from the measurement plan. Automatically apply individual or global measurement strategies for all part programs or specific programs. Explain features that can’t be measured like missing GD&T, probe angle not defined, etc.
  • 13
    middleBrick

    middleBrick

    middleBrick

    middleBrick is a zero-friction security scanner for APIs and AI models designed for high-performance engineering teams. Unlike traditional scanners that require complex agents or credentials, middleBrick delivers a comprehensive security audit in under 60 seconds by simply analyzing an endpoint URL. Coverage includes 14 critical security categories: Full OWASP API Top 10 (BOLA/IDOR, BFLA, Mass Assignment, SSRF). AI/LLM Security: 18 adversarial probes testing for prompt injection, jailbreaks, and leakage. Web3 & DeFi: Specialized scanning for JSON-RPC nodes (Ethereum, Solana, Cosmos) and price oracle integrity. Integrated for modern workflows with a GitHub Action, CLI, and an MCP server for Claude and Cursor. middleBrick provides prioritized findings with production-ready remediation steps to help you ship secure code today. It is the "smoke alarm" for your API infrastructure, always on, only alerting you when there is a fire.
    Starting Price: $99/month
  • 14
    Llama Guard
    Llama Guard is an open-source safeguard model developed by Meta AI to enhance the safety of large language models in human-AI conversations. It functions as an input-output filter, classifying both prompts and responses into safety risk categories, including toxicity, hate speech, and hallucinations. Trained on a curated dataset, Llama Guard achieves performance on par with or exceeding existing moderation tools like OpenAI's Moderation API and ToxicChat. Its instruction-tuned architecture allows for customization, enabling developers to adapt its taxonomy and output formats to specific use cases. Llama Guard is part of Meta's broader "Purple Llama" initiative, which combines offensive and defensive security strategies to responsibly deploy generative AI models. The model weights are publicly available, encouraging further research and adaptation to meet evolving AI safety needs.
  • 15
    Alice

    Alice

    Alice

    Alice (formerly ActiveFence) is a security, safety, and trust platform built to protect AI systems and online platforms in the GenAI era. Powered by the world’s largest adversarial intelligence dataset, Alice safeguards over 3 billion users across more than 120 languages. Its Rabbit Hole intelligence engine continuously analyzes billions of toxic and manipulative data samples to detect emerging threats in real time. The WonderSuite platform includes tools like WonderBuild for pre-launch stress testing, WonderFence for runtime guardrails, and WonderCheck for automated red-teaming. By defending against prompt injection, jailbreaks, governance gaps, and harmful AI behavior, Alice enables enterprises and foundation model labs to innovate with confidence.
  • 16
    Simaril

    Simaril

    Simaril

    Silmaril is a self-healing prompt injection defense designed to protect AI systems from increasingly complex, multi-step attacks that traditional guardrails fail to stop. It operates by wrapping inference calls and evaluating whether an execution sequence is leading toward a harmful outcome, rather than simply filtering inputs. It uses a multihead classifier that analyzes user intent, application context, and execution states together, enabling it to detect indirect injection, multi-turn attack chains, context poisoning, and tool abuse before damage occurs. Silmaril continuously strengthens its defenses through autonomous threat hunting agents that probe systems, discover vulnerabilities, and generate synthetic training data from real attack scenarios. These insights are used to retrain the model automatically, deploying updated protections in under an hour and propagating anonymized defenses across all deployments.
  • 17
    Superagent

    Superagent

    Superagent

    Superagent is an open source AI safety and agent development platform that helps developers and organizations build, deploy, and protect AI-driven applications and assistants by embedding safety guardrails, runtime security, and compliance controls into agent workflows. It provides purpose-trained models and APIs (such as Guard, Verify, and Redact) that block prompt injections, malicious tool calls, data leakage, and unsafe outputs in real time, while red-teaming tests probe production systems for vulnerabilities and deliver findings with remediation guidance. Superagent integrates with existing AI systems at inference and tool-call layers to filter inputs/outputs, remove sensitive data like PII/PHI, enforce policy constraints, and stop unauthorized actions before they occur, offering unified observability, live trace logs, policy controls, and audit trails for security and engineering teams.
    Starting Price: Free
  • 18
    MicroNet

    MicroNet

    Microrep

    Measuring instruments for gage calibration laboratories and mechanical industry. Gage and Instrument inspection is an important factor for the accreditation of quality systems to ISO 9001, IATF 16949, and ISO 17025. Our product range is capable of inspecting solid (hard) gages such as a plain plug, thread plug, plain and thread ring, pipe thread, snap gage, indicator, electronic probe, lever type indicator, micrometer, bore gage as well as temperature, humidity, and angles. For the inspection of hard-solid gage, reference gage, master and different gages including plug gage, ring gage, thread plug gage, thread ring gage, gage block, snap gage, pipe thread gage, spline gage, external micrometer, internal micrometer, dial indicator and electronic probe.
  • 19
    exit1.dev

    exit1.dev

    exit1.dev

    exit1.dev is real-time uptime monitoring for websites, APIs, and infrastructure, built around a live dashboard. Probe results stream from our regional servers straight into your browser over WebSockets, so the chart and raw probe table update the moment each check finishes, with per stage timing for DNS, connect, TLS, and first byte. No refresh, no polling. Checks run from multiple regions across HTTP, TCP, UDP, ICMP, WebSocket, DNS, and heartbeat monitors. It also tracks SSL certificate and domain expiry, validates response bodies with status codes, JSONPath, and text, and alerts through email, SMS, Slack, Discord, Teams, or webhooks. exit1.dev ships an MCP server too, so AI assistants can create and query your monitors directly. You also get public status pages, status badges, and a REST API. The free plan includes 10 monitors with no credit card.
    Starting Price: $7/month
  • 20
    MindFort

    MindFort

    MindFort

    MindFort is an AI-powered security platform built around autonomous agents that continuously test web applications for vulnerabilities and fix them in real time, transforming traditional penetration testing into an always-on, self-operating process. Instead of relying on periodic audits or manual scans, it deploys a fleet of AI agents that probe applications, APIs, and infrastructure the way real attackers would, mapping the entire attack surface and identifying exploitable weaknesses with high accuracy. Users can configure a target and testing frequency, and the agents handle everything else, running continuous assessments, adapting their strategies over time, and building contextual knowledge of the system they are protecting. Each detected vulnerability is validated through actual exploitation attempts, drastically reducing false positives and ensuring that only real, actionable issues are surfaced.
    Starting Price: $199 per month
  • 21
    CyCraft XecGuard
    XecGuard is CyCraft’s LLM Firewall for trustworthy, agentic AI, designed to protect enterprise AI systems from prompt injection, jailbreak, prompt extraction, data leakage, unsafe outputs, and agentic workflow risks. Built on CyCraft’s red teaming and blue teaming experience across government, finance, and high-tech manufacturing, XecGuard goes beyond model-level defenses by combining AI guardrails, cybersecurity controls, compliance protection, and risk response strategies for real-world enterprise AI adoption. It is positioned as a plug-and-play LoRA security module that can strengthen LLM defenses without requiring changes to the underlying model architecture, helping teams add protection quickly while preserving performance. XecGuard is built on proprietary security datasets and multi-stage fine-tuning techniques, enabling LLMs to better resist adversarial prompts, malicious manipulation, and attempts to extract protected instructions or sensitive information.
  • 22
    Portfolio Probe

    Portfolio Probe

    Burns Statistics

    Portfolio Probe generates random portfolios — use them to dramatically improve your fund management practice. Random portfolios are a sample from the population of portfolios that obey some given set of constraints. The constraints are the key ingredient. Random portfolios have a wide range of applications. Portfolio optimization is the process of using predictions about the asset universe to find a suitable trade to perform. The term “portfolio optimization” is really a misnomer — it is actually the trade that is being optimized. Utility-free optimization finds the trade that moves as close as possible to an ideal target portfolio while still obeying the specified constraints.
  • 23
    FlowProbe

    FlowProbe

    Telesoft

    Network traffic monitoring is essential for ensuring your organization has all the information required to make evidence-based decisions to prevent and respond to cyber-attacks on your digital estate. Our FlowProbe security solution is a network monitoring tool capable of providing vital intrusion detection information for high-rate and high-volume network traffic without impacting network performance. Coupled with a security solution such as the Telesoft Data Analytics Capability (TDAC), the Flowprobe provides your NetSecOps teams with sophisticated intrusion detection and threat behavioural analysis capabilities. The FlowProbe provides detailed un-sampled traffic statistics in the form of flow records from large-scale networks up to 4 x 100GbE per high-performance 1U appliance. The flow records created from the raw data can be passed in real-time to the Telesoft TDAC or any other compatible customer data platform.
  • 24
    EndaceProbe
    EndaceProbes provide Scalable, Always-On, Hybrid Cloud packet capture that enables SOC, NOC and IT teams to quickly investigate and resolve cybersecurity and network performance issues: * Bring clarity to every incident, alert or issue with an open packet capture platform that integrates with all your commercial, open source or custom-built tools. * See exactly what’s happening on the network so you can investigate and defend against even the toughest security threats. * Capture vital network evidence, so you can quickly resolve Network and Application Performance issues or outages. The EndaceProbe Platform brings tools, teams and workflows together into an integrated ecosystem: * Full Packet Capture data available at your fingertips from all your tools. * Built into existing workflows so teams don’t have to learn more tools. * A powerful open platform to deploy your favorite security or monitoring tools on.
  • 25
    FortiAIOps

    FortiAIOps

    Fortinet

    FortiAIOps delivers proactive visibility and speeds IT operations, powered by AI. FortiAIOps is an artificial intelligence with machine learning (AI/ML) solution for Fortinet networks. This ensures quick data collection and identification of network anomalies. Fortinet network devices (FortiAPs, FortiSwitches, FortiGates, SD-WAN, FortiExtender) across the network feed the FortiAIOps dataset, enabling insights and event correlation for the network operations center (NOC). Enable visibility into your network across the full OSI stack. For example, get Layer 1 information, such as full RF spectrum analysis to understand interference on your Wi-Fi network. And, get Layer 7 application information that allows you to see what applications are traversing your Ethernet and your SD-WAN connections. Utilize a suite of troubleshooting tools to probe the network and understand diagnose issues. VLAN probing, cable verification, spectrum analysis, service assurance, and more.
  • 26
    JProfiler

    JProfiler

    ej-technologies GmbH

    When you profile, you need the most powerful tool you can get. At the same time, you do not want to spend time learning how to use the tool. JProfiler is just that: simple and powerful at the same time. Configuring sessions is straight-forward, third party integrations make getting started a breeze and profiling data is presented in a natural way. On all levels, JProfiler has been carefully designed to help you get started with solving your problems. Database calls are the top reasons for performance problems in business applications. JProfiler's JDBC and JPA/Hibernate probes as well as the NoSQL probes for MongoDB, Cassandra and HBase show the reasons for slow database access and how slow statements are called by your code. From the JDBC timeline view that shows you all JDBC connections with their activities, through the hot spots view that shows you slow statements to various telemetry views and a list of single events.
  • 27
    Net-MetriXs

    Net-MetriXs

    Net Research

    Net-MetriXs analyzer probe is a software-based application an integral part of the NET-xTVMS system, the real-time monitoring system of IPTV services. Intended for installation on customer appliance (CPU, PC, server, etc) at the customer-selected site ( example: headend ), Net-MetriXs can be optioned with monitoring of DVB-C/S/T/H, analog PAL and OTT streams. This Linux based IPTV probe is highly expandable to monitor actively from very few to several hundred multicast streams. Monitors quality of the physical and transport layers of optional DVB-C/DVB-T/ DVB-S/DVB-H/Analog PAL interfaces if equipped with the corresponding PCI-E cards. Captures and stores over 30 transport metrics including TR101290 priority 1 & 2, packet loss rate and PCR jitter, and more. All metrics have user defined alarm thresholds and presentation filters
  • 28
    MAIHEM

    MAIHEM

    MAIHEM

    MAIHEM creates AI agents that continuously test your AI applications. We enable you to automate your AI quality assurance, ensuring AI performance and safety from development all the way to deployment. Avoid hours of manual testing and randomly probing for AI model weaknesses. MAIHEM automates your AI quality assurance and provides you with comprehensive coverage of thousands of edge cases. Generate thousands of realistic personas to interact with your conversational AI. Automatically evaluate entire conversations with a customizable set of performance and risk metrics. Leverage the simulation data for targeted improvements of your conversational AI. Independent of your conversational AI application, MAIHEM can help you improve its performance. Integrate AI quality assurance seamlessly into your developer workflow with a few lines of code. User-friendly web app with dashboards offering AI quality assurance in a few clicks.
  • 29
    Caliper Essentials
    The Caliper Essentials for Selection report compares the candidate’s results to a validated job model to inform the hiring manager about overall role fit. The report is designed to support varying roles within the employee selection process from HR professionals and recruiters, to hiring managers. In addition to understanding a candidate’s fit with a particular job role, the hiring professional is also given potential interview questions to help probe into developmental opportunities for the candidate allowing you to further comprehend the individual’s potential within the role. Detailed summary of how the individual communicates, works with others, solves problems, makes decisions, and organizes and prioritizes time. Provides an overall fit score for 52 validated job models including 11 sales-specific job models. An easy-to-use, role-specific summary of the strengths and areas of development for the candidate.
  • 30
    LangWatch

    LangWatch

    LangWatch

    Guardrails are crucial in AI maintenance, LangWatch safeguards you and your business from exposing sensitive data, prompt injection and keeps your AI from going off the rails, avoiding unforeseen damage to your brand. Understanding the behaviour of both AI and users can be challenging for businesses with integrated AI. Ensure accurate and appropriate responses by constantly maintaining quality through oversight. LangWatch’s safety checks and guardrails prevent common AI issues including jailbreaking, exposing sensitive data, and off-topic conversations. Track conversion rates, output quality, user feedback and knowledge base gaps with real-time metrics — gain constant insights for continuous improvement. Powerful data evaluation allows you to evaluate new models and prompts, develop datasets for testing and run experimental simulations on tailored builds.
    Starting Price: €99 per month
  • 31
    ServerSage

    ServerSage

    ServerSage.ai

    ServerSage is an AI platform that performs the complete pentesting workflow—planning reconnaissance, probing systems, executing attacks, and documenting findings—just like a human red team. Built for security professionals who need to scale their testing capabilities, it handles the heavy lifting: repetitive reconnaissance, vulnerability validation, exploit execution, and comprehensive reporting. Your team makes strategic decisions while ServerSage delivers technical execution and documentation.
  • 32
    Knolyx

    Knolyx

    Knolyx Tech

    We perform detailed feasibility studies to probe possible upcoming issues and to better organize the project workflow. The custom software development process is guided by the specific needs of your business and by your proposed ideas. We perform QA services for product launches, maintenance work and any improvement task you suggest. This project management methodology is a mix between flexibility, control and transparency, leading to a quality outcome. As soon as we have the project skeleton, we start spinning our wheels. Time is money and we know it…business agility is our aim. Deadlines are dead serious to us, we always deliver on schedule. You’ll have your project done and ready to rock.
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    NVIDIA NeMo Guardrails
    NVIDIA NeMo Guardrails is an open-source toolkit designed to enhance the safety, security, and compliance of large language model-based conversational applications. It enables developers to define, orchestrate, and enforce multiple AI guardrails, ensuring that generative AI interactions remain accurate, appropriate, and on-topic. The toolkit leverages Colang, a specialized language for designing flexible dialogue flows, and integrates seamlessly with popular AI development frameworks like LangChain and LlamaIndex. NeMo Guardrails offers features such as content safety, topic control, personal identifiable information detection, retrieval-augmented generation enforcement, and jailbreak prevention. Additionally, the recently introduced NeMo Guardrails microservice simplifies rail orchestration with API-based interaction and tools for enhanced guardrail management and maintenance.
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    SILCS

    SILCS

    SilcsBio

    Site-Identification by Ligand Competitive Saturation (SILCS) generates 3D maps (FragMaps) of interaction patterns for chemical functional groups with your target molecule. Site-Identification by Ligand Competitive Saturation (SILCS) generates 3D maps (FragMaps) of interaction patterns for chemical functional groups with your target molecule. SILCS reveals intricacies of dynamics and provides tools to optimize ligand scaffolds using qualitative and quantitative binding pockets insights allowing more rapid and effective drug design. SILCS uses multiple small molecule probes with various functional groups, explicit solvent modeling, and target molecule flexibility to perform protein target mapping. Visualize favorable interactions with the target macromolecule. Gain insights to design better ligands with optimally placed functional groups.
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    MITRE ATT&CK

    MITRE ATT&CK

    MITRE ATT&CK

    MITRE ATT&CK® is a globally-accessible knowledge base of adversary tactics and techniques based on real-world observations. The ATT&CK knowledge base is used as a foundation for the development of specific threat models and methodologies in the private sector, in government, and in the cybersecurity product and service community. With the creation of ATT&CK, MITRE is fulfilling its mission to solve problems for a safer world — by bringing communities together to develop more effective cybersecurity. ATT&CK is open and available to any person or organization for use at no charge. Adversaries may execute active reconnaissance scans to gather information that can be used during targeting. Active scans are those where the adversary probes victim infrastructure via network traffic, as opposed to other forms of reconnaissance that do not involve direct interaction.
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    ntopng
    ntopng is the next generation version of the original ntop, a network traffic probe that monitors network usage. ntopng is based on libpcap/PF_RING and it has been written in a portable way in order to virtually run on every Unix platform, MacOS and on Windows as well. Produce long-term reports for several network metrics including throughput and L7 application protocols. Monitor and report live throughput, network and application latencies, Round Trip Time (RTT), TCP statistics (retransmissions, out-of-order packets, packet lost), and bytes and packets transmitted. Discover Layer-7 application protocols (Facebook, YouTube, BitTorrent, etc) by leveraging on nDPI, ntop Deep Packet Inspection (DPI) technology. Behavioral traffic analyses such as lateral movements and periodic traffic detection.
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    Deepchecks

    Deepchecks

    Deepchecks

    Release high-quality LLM apps quickly without compromising on testing. Never be held back by the complex and subjective nature of LLM interactions. Generative AI produces subjective results. Knowing whether a generated text is good usually requires manual labor by a subject matter expert. If you’re working on an LLM app, you probably know that you can’t release it without addressing countless constraints and edge-cases. Hallucinations, incorrect answers, bias, deviation from policy, harmful content, and more need to be detected, explored, and mitigated before and after your app is live. Deepchecks’ solution enables you to automate the evaluation process, getting “estimated annotations” that you only override when you have to. Used by 1000+ companies, and integrated into 300+ open source projects, the core behind our LLM product is widely tested and robust. Validate machine learning models and data with minimal effort, in both the research and the production phases.
    Starting Price: $1,000 per month
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    MIMIC Simulator

    MIMIC Simulator

    Gambit Communications

    MIMIC Simulator creates a real world lab environment, with 100,000 devices, at a fraction of the cost of physical equipment. It provides an interactive hands-on lab for quality assurance, development, sales presentation, evaluation, deployment and training of enterprise management applications. Users create a customizable virtual environment populated with simulated IoT sensors and gateways, routers, hubs, switches, WiFi/WiMAX/LTE devices, probes, cable modems, servers and workstations. MIMIC Web Simulator creates a virtual lab with hundreds of simulated web servers. It allows you to easily develop and test. A Powerful Network Environment Simulator. For scalable, extensible and configurable testing, demo and development tools.
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    Amazon Bedrock Guardrails
    Amazon Bedrock Guardrails is a configurable safeguard system designed to enhance the safety and compliance of generative AI applications built on Amazon Bedrock. It enables developers to implement customized safety, privacy, and truthfulness controls across various foundation models, including those hosted within Amazon Bedrock, fine-tuned models, and self-hosted models. Guardrails provide a consistent approach to enforcing responsible AI policies by evaluating both user inputs and model responses based on defined policies. These policies include content filters for harmful text and image content, denial of specific topics, word filters for undesirable terms, sensitive information filters to redact personally identifiable information, and contextual grounding checks to detect and filter hallucinations in model responses.
  • 40
    Antispace

    Antispace

    Antispace

    Control mail, calendar, notes, todo, Slack, GitHub, and Pomodoro - from a single command center. It is where your ideas lead unimpeded by the mundane tasks of software navigation. Antispace is your digital brainstorming partner, it probes with targeted queries, aiding in problem dissection and solution formulation, then takes charge of implementation. Experience the shift from idea to execution at antispace where your thoughts lead and technology follows. We are an independent research lab exploring new ways for humans to interface and control software. Our Action-oriented AI transforms the chaos of overcrowded software into intuitive action.
    Starting Price: $199 per month
  • 41
    Insightum.ai

    Insightum.ai

    Insightum.ai

    Insightum.ai is an AI-powered qualitative research service based in Bratislava, Slovakia. Researchers chat with Sofia — an AI research assistant — and tell her what they want to learn. Sofia designs the study, recruits real respondents from a verified panel of 250M+ people across 130+ countries, conducts natural voice interviews with follow-up probing, and delivers a complete report with themes, sentiment analysis, quotes, and audio clips — usually within 24 hours. From EUR 23 per interview. 10x cheaper and faster than traditional research agencies.
    Starting Price: $790
  • 42
    Outset.ai

    Outset.ai

    Outset.ai

    Get the insights you need at the speed your business demands, with AI-moderated interviews. Conduct 1000 interviews at once, in any language. Our AI interviewer engages participants in rich discussions and probes deeper to get the ‘why’ behind answers. Throughout a research project, our AI engine analyzes transcripts for you. Get summaries, extract and count themes, and highlight powerful verbatims to tell your story. When you need answers quickly, leverage the speed and reach of an AI-moderated interview. Get hundreds of in-depth conversations in less than a day.
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    Phi-4

    Phi-4

    Microsoft

    Phi-4 is a 14B parameter state-of-the-art small language model (SLM) that excels at complex reasoning in areas such as math, in addition to conventional language processing. Phi-4 is the latest member of our Phi family of small language models and demonstrates what’s possible as we continue to probe the boundaries of SLMs. Phi-4 is currently available on Azure AI Foundry under a Microsoft Research License Agreement (MSRLA) and will be available on Hugging Face. Phi-4 outperforms comparable and larger models on math related reasoning due to advancements throughout the processes, including the use of high-quality synthetic datasets, curation of high-quality organic data, and post-training innovations. Phi-4 continues to push the frontier of size vs quality.
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    Spyderbat

    Spyderbat

    Spyderbat

    Secure your cloud native runtime environments from external attacks, misconfigurations, and insider threats. By probing eBPF, Spyderbat builds a map of activities from cloud systems and containers with their causal relationships. Using this CausalContext map, Spyderbat fingerprints workload behaviors, enforces security policies, performs signatureless attack prevention, and provides immediate visibility to root cause. Spyderbat’s A3C Engine immediately assembles data into a visual map based on causal relationships for real time and historic views. Automatically create fingerprints of workload behavior and convert to policies that notify or even block new behavior.
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    Mayhem Code Security
    Thousands of autonomously generated tests run every minute to pinpoint vulnerabilities and guide rapid remediation. Mayhem takes the guesswork out of untested code by autonomously generating test suites that produce actionable results. No need to recompile the code, since Mayhem works with dockerized images. Self-learning ML continually runs thousands of tests per second probing for crashes and defects, so developers can focus on features. Continuous testing runs in the background to surface new defects and increase code coverage. Mayhem delivers a copy/paste reproduction and backtrace for every defect, then prioritizes them based on your risk. See all the results, duplicated and prioritized by what you need to fix now. Mayhem fits into your existing build pipeline and development tools, putting actionable results at your developers' fingertips. No matter what language or tools your team uses.
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    LTspice

    LTspice

    Analog Devices

    Its graphical schematic capture interface allows you to probe schematics and produce simulation results, which can be explored further through the built-in waveform viewer. The key to most circuit designs is the speed with which you can reach an understanding of your circuit, its correctness, and its limitations. LTspice outperforms many other simulation tools and enables you to iterate your designs in minimal time. Keyboard shortcuts are an alternate way to invoke one or more commands in LTspice that would otherwise only be accessible by clicking through the menu or toolbar. Our extensive collection of technical resources tackles a wide range of LTspice topics. Learn how to use transformers, add third-party models, create, work with symbols, and more.
    Starting Price: Free
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    SWE-1.7

    SWE-1.7

    Cognition

    SWE-1.7 is Cognition’s frontier software engineering model designed to deliver high intelligence at a lower rollout cost. The model is optimized for long-horizon agentic coding tasks, including debugging, feature implementation, codebase exploration, migrations, terminal workflows, and multilingual software engineering. SWE-1.7 was trained from a Kimi K2.7 base using large-scale reinforcement learning improvements across infrastructure, data quality, training stability, self-compaction, and long-running task execution. It is built to explore codebases thoroughly, probe edge cases, identify hidden requirements, and produce more complete end-to-end solutions. The model is available in Devin across web, desktop, and CLI through Cerebras at very high serving speeds. SWE-1.7 is positioned for developers and engineering teams that need cost-efficient frontier-level coding intelligence for complex real-world software work.
    Starting Price: $20/month
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    LLM Guard

    LLM Guard

    LLM Guard

    By offering sanitization, detection of harmful language, prevention of data leakage, and resistance against prompt injection attacks, LLM Guard ensures that your interactions with LLMs remain safe and secure. LLM Guard is designed for easy integration and deployment in production environments. While it's ready to use out-of-the-box, please be informed that we're constantly improving and updating the repository. Base functionality requires a limited number of libraries, as you explore more advanced features, necessary libraries will be automatically installed. We are committed to a transparent development process and highly appreciate any contributions. Whether you are helping us fix bugs, propose new features, improve our documentation, or spread the word, we would love to have you as part of our community.
    Starting Price: Free
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    OGP Measure-X
    From creating part measurement routines to operating an OGP system in a production work environment, Measure-X® metrology software offers power without intimidation. Measure-X® features a full set of image processing and autofocus tools, geometric functions, ANSI/ISO tolerances, easy editing, and contour analysis. Compatible with touch probes, laser, and rotary indexers. Users can address more complex GD&T requirements such as profile, and true position of features when datum features of size allow mobility on the feature and the datums. The display and reporting capabilities with analysis provide both graphical, color-coded whiskers of deviation, and GD&T callouts on the part CAD.
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    Gray Swan

    Gray Swan

    Gray Swan

    Gray Swan is an enterprise AI security and evaluation platform that helps organizations deploy AI with confidence by protecting LLM applications, agents, and model deployments from emerging threats, policy violations, and harmful content. It integrates with any LLM provider to add security without disrupting existing workflows, combining automated adversarial testing, continuous red teaming, runtime monitoring, and adaptive protections. Gray Swan tests beyond known attacks by using threat intelligence from 15,000+ adversarial researchers and more than three million attack attempts generated through its Arena, helping teams discover vulnerabilities before they appear in public databases. Its core products include Shade, an advanced AI vulnerability assessment platform that continuously probes LLMs like a security researcher working 24/7, and Cygnal, a runtime monitoring and protection layer for AI interactions.