Alternatives to Formal
Compare Formal alternatives for your business or organization using the curated list below. SourceForge ranks the best alternatives to Formal in 2026. Compare features, ratings, user reviews, pricing, and more from Formal competitors and alternatives in order to make an informed decision for your business.
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1
MongoDB Atlas
MongoDB
The most innovative cloud database service on the market, with unmatched data distribution and mobility across AWS, Azure, and Google Cloud, built-in automation for resource and workload optimization, and so much more. MongoDB Atlas is the global cloud database service for modern applications. Deploy fully managed MongoDB across AWS, Google Cloud, and Azure with best-in-class automation and proven practices that guarantee availability, scalability, and compliance with the most demanding data security and privacy standards. The best way to deploy, run, and scale MongoDB in the cloud. MongoDB Atlas offers built-in security controls for all your data. Enable enterprise-grade features to integrate with your existing security protocols and compliance standards. With MongoDB Atlas, your data is protected with preconfigured security features for authentication, authorization, encryption, and more.Starting Price: $0.08/hour -
2
Kitecyber
Kitecyber
Kitecyber provides an AI-powered endpoint security solution to protect your workforce and data from modern threats like AI agents, data exfiltration, credential theft and insider risk. Our unified security agent runs on each endpoint and provides comprehensive security while meeting compliance requirements of organizations for SOC2, ISO27001, HIPAA, PCI-DSS, GDPR etc. Our unique endpoint-based approach eliminates the need for cloud gateways or local appliances. The unified agent offering includes the following protections: 1) Control and visibility into AI agent usage 2) Secure Web Gateway to safeguard internet access 3) Eliminate Shadow SaaS and Shadow AI 4) Anti-Phishing measures to protect user credentials 5) Zero Trust Private Access (Next gen VPN) 6) Data Loss Prevention across all devices—Mac, Windows, and mobile 7) Device Management for Mac, Windows, and mobile for all employees, BYOD devices and 3rd party contractors 8) Continuous Compliance MonitoringStarting Price: $10/user/month -
3
Sonrai Security
Sonraí Security
Identity and Data Protection for AWS, Azure, Google Cloud, and Kubernetes. Sonrai’s public cloud security platform provides a complete risk model of all identity and data relationships, including activity and movement across cloud accounts, cloud providers, and 3rd party data stores. Uncover all identity and data relationships between administrators, roles, compute instances, serverless functions, and containers across multi-cloud accounts and 3rd-party data stores. Inside the platform, our critical resource monitor continuously monitors your critical data sitting inside object stores (e.g. AWS S3, Azure Blob) and database services (e.g. CosmosDB, Dynamo DB, RDS). Privacy and compliance controls are monitored across multiple cloud providers and 3rd party data stores. Resolutions are coordinated with relevant DevSecOps teams. -
4
Amazon DynamoDB
Amazon
Amazon DynamoDB is a key-value and document database that delivers single-digit millisecond performance at any scale. It's a fully managed, multi-region, Multimaster, durable database with built-in security, backup and restore, and in-memory caching for internet-scale applications. DynamoDB can handle more than 10 trillion requests per day and can support peaks of more than 20 million requests per second. Many of the world's fastest-growing businesses such as Lyft, Airbnb, and Redfin as well as enterprises such as Samsung, Toyota, and Capital One depend on the scale and performance of DynamoDB to support their mission-critical workloads. Focus on driving innovation with no operational overhead. Build out your game platform with player data, session history, and leaderboards for millions of concurrent users. Use design patterns for deploying shopping carts, workflow engines, inventory tracking, and customer profiles. DynamoDB supports high-traffic, extreme-scaled events. -
5
iDox.ai Guardrail
iDox.ai
iDox.ai Guardrail is a real-time AI security layer that prevents sensitive data exposure in generative AI workflows. It operates at the endpoint to intercept prompts, file uploads, and AI interactions before data leaves the user’s device. Guardrail applies policy-based controls to detect and block sensitive data such as PII, PHI, PCI, intellectual property, and confidential business information. Unlike traditional data loss prevention (DLP) tools, Guardrail is built specifically for AI usage. It monitors how users interact with AI tools like ChatGPT, Microsoft Copilot, and Claude, and enforces protection in real time. Key capabilities include: - Real-time prompt and file monitoring - AI-aware sensitive data detection - On-the-fly anonymization and sanitization - Protection against AI agent risks (e.g., unauthorized file access like OpenClaw) - Website whitelisting and policy enforcementStarting Price: $9/device/month -
6
Syself
Syself
Managing Kubernetes shouldn't be a headache. With Syself Autopilot, both beginners and experts can deploy and maintain enterprise-grade clusters with ease. Say goodbye to downtime and complexity—our platform ensures automated upgrades, self-healing capabilities, and GitOps compatibility. Whether you're running on bare metal or cloud infrastructure, Syself Autopilot is designed to handle your needs, all while maintaining GDPR-compliant data protection. Syself Autopilot integrates with leading DevOps and infrastructure solutions, allowing you to build and scale applications effortlessly. Our platform supports: - Argo CD, Flux (GitOps & CI/CD) - MariaDB, PostgreSQL, MySQL, MongoDB, ClickHouse (Databases) - Grafana, Istio, Redis, NATS (Monitoring & Service Mesh) Need additional solutions? Our team helps you deploy, configure, and optimize your infrastructure for peak performance.Starting Price: €299/month -
7
DocumentDB for VS Code
Microsoft
DocumentDB for VS Code is a free, open-source Visual Studio Code extension for browsing, querying, and managing databases that use the MongoDB API wire protocol. It works with DocumentDB, Azure DocumentDB, AWS DocumentDB, Azure Cosmos DB for MongoDB, MongoDB Atlas, self-hosted MongoDB-compatible databases, and local emulators. The extension includes a visual Collection View, JavaScript Query Playground, interactive shell, schema-aware autocomplete, document editing, import/export, index management, query insights, Entra ID authentication, and cloud service discovery. Everything runs inside VS Code with no external database tools required.Starting Price: Free -
8
Mitzu
Mitzu.io
Mitzu is an agentic analytics platform that runs your analytics directly on your data warehouse — no data copying, no reverse ETL, no SQL required. Its AI analytics agent answers business questions autonomously: it maps your schema, writes and executes queries on Snowflake, BigQuery, Redshift, Databricks, or ClickHouse, and returns explainable results with full SQL visibility. Teams get instant access to funnels, retention, cohorts, user journeys, and revenue metrics. Mitzu also proactively monitors KPIs and sends anomaly alerts via Slack or email. Available as SaaS, BYOC, or fully self-hosted. Free trial available at mitzu.ioStarting Price: $35 per month -
9
DynoTable
DynoTable
DynoTable is a local-first DynamoDB GUI, a desktop client for Amazon DynamoDB on macOS (Apple Silicon), Windows and Linux (.deb/.rpm). Its SQL Workbench runs real SELECT queries with JOINs, GROUP BY and aggregations (SUM, AVG, COUNT DISTINCT, HAVING) over live tables. Every query previews its plan before it runs, showing Scan vs Query, the index and an RCU estimate, so you see the cost first. Smart Tables join tables on a primary key or any global secondary index and recompute live, with no schema migration or ETL. A built-in AI agent runs on your own Amazon Bedrock keys. It reads your schema, drafts queries and proposes writes, and no prompt, schema or row leaves your AWS account. Claude Code, Cursor and Codex connect over MCP. External agents never write directly; every change lands in a staging window you review and commit. DynoTable talks straight to AWS with your own credentials, so it can only do what your IAM policy allows, and works with AWS SSO, aws-vault and DynamoDB Local.Starting Price: $9/seat/month billed annually -
10
Percona Kubernetes Operator
Percona
The Percona Kubernetes Operator for Percona XtraDB Cluster or Percona Server for MongoDB automates the creation, alteration, or deletion of members in your Percona XtraDB Cluster or Percona Server for MongoDB environment. It can be used to instantiate a new Percona XtraDB Cluster or Percona Server for MongoDB replica set, or to scale an existing environment. The Operator contains all necessary Kubernetes settings to provide a proper and consistent Percona XtraDB Cluster or Percona Server for MongoDB instance. The Percona Kubernetes Operators are based on best practices for configuration and setup of a Percona XtraDB Cluster or Percona Server for MongoDB replica set. The benefits of the Operator are many but saving time and delivering a consistent and vetted environment is key.Starting Price: Free -
11
Hackolade
Hackolade
Hackolade Studio is a powerful data modeling platform that supports a wide range of technologies including relational SQL and NoSQL databases, cloud data warehouses, APIs, streaming platforms, and data exchange formats. Designed for modern data architecture, it enables users to visually design, document, and evolve schemas across systems like Oracle, PostgreSQL, Databricks, Snowflake, MongoDB, Cassandra, DynamoDB, Neo4j, Kafka (with Confluent Schema Registry), OpenAPI, GraphQL, and more. Hackolade Studio offers forward and reverse engineering, schema versioning, model validation, and integration with metadata catalogs such as Unity Catalog and Collibra. It empowers data architects, engineers, and governance teams to collaborate on consistent, governed, and scalable data models. Whether building data products, managing API contracts, or ensuring regulatory compliance, Hackolade Studio streamlines the process in one unified interface.Starting Price: €175 per month -
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Mongo Pilot
Mongo Pilot
The AI MongoDB GUI</a> and Management tool. Chat with your data, build queries visually, and manage MongoDB locally, no cloud required. MongoPilot is an intelligent desktop GUI and management tool designed to streamline your MongoDB experience. With its drag-and-drop visual query builder, MongoPilot makes crafting MongoDB queries effortless, enabling you to filter and sort data without complex syntax. The platform also features a local AI assistant, which allows you to chat with your database and generate queries in natural language, all while ensuring your data remains secure on your local machine. MongoPilot is perfect for MongoDB developers seeking a simple, efficient, and AI-enhanced database management tool.Starting Price: $49 -
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Cosmian
Cosmian
Cosmian’s Data Protection Suite delivers a comprehensive, next-generation cryptography platform to secure sensitive data and applications in use, at rest, and in motion across cloud and edge environments. It includes Cosmian Covercrypt, a high-performance hybrid classical and post-quantum encryption library with traceable, fine-grained access control; Cosmian KMS, an open-source, centralized key management system that enables massive client-side encryption on the fly; and Cosmian VM, a plug-and-play, verifiable confidential virtual machine that continuously cryptographically verifies its own integrity without disrupting existing workflows. An AI Runner (“Cosmian AI”) operates within the confidential VM to enable secure model training, querying, and fine-tuning, no coding required. All components integrate via simple APIs and deploy rapidly through AWS, Azure, or Google Cloud marketplaces, empowering organizations to build zero-trust architectures. -
14
LLaforM
Signovus Insights
Signovus Insights offers LLaforM, an AI-assisted productivity and application development platform that helps teams design, automate, deploy, and scale custom internal tools and workflows in minutes with minimal coding, reducing manual work and accelerating delivery of usable apps; it lets users create solutions for business operations like IT ticketing, support systems, project management, leave requests, inventory tracking, and asset management, as well as data and analytics workflows such as automated reporting, dashboards, financial forecasting, application usage monitoring, and database management, and AI-powered automation for document analysis, transcription, code generation, and communication tasks. LLaforM supports integrations with databases like Postgres, MySQL, MongoDB, Snowflake, and BigQuery, connects to SaaS and API services including Slack, Notion, HubSpot, Salesforce, Jira, and ServiceNow, and works with AI providers such as OpenAI, Anthropic, Gemini, etc.Starting Price: $30 per month -
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Studio 3T
Studio 3T
Auto-complete queries in a built-in mongo shell that highlights syntax errors as you type and saves your query history. Perfect for MongoDB beginners, a time-saver for pros. Use a drag-and-drop UI to build complex find() queries and filter array elements. Break down aggregation queries into manageable steps and build them stage by stage, for easier debugging and querying. Generate instant code in JavaScript (Node.js), Java (2.x and 3.x driver API), Python, C#, PHP, and Ruby from MongoDB and SQL queries that you can copy and paste into your application. Save MongoDB imports, exports, data comparisons, and migrations as tasks that you can run on demand. Or even better, skip the reminders and schedule them to run exactly when you need them. Make changes to your collection’s schema in just a few clicks, perfect for schema performance tuning, restructuring, or cleaning up after data migration.Starting Price: $499/year/user -
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NoSQLBooster
NoSQLBooster
NoSQLBooster is a cross-platform GUI tool for MongoDB Server 3.6-6.0, which provides a build-in MongoDB script debugger, comprehensive server monitoring tools, chaining fluent query, SQL query, query code generator, task scheduling, ES2020 support, and advanced IntelliSense experience. NoSQLBooster embeds V8 JavaScript engine. No external MongoDB command line tools dependence. Support MongoDB 3.6-6.0. With NoSQLBooster for MongoDB, you can run SQL SELECT Query against MongoDB. SQL support includes SQL JOINS, functions, expressions, aggregation for collections with nested objects and arrays.Starting Price: $129 one-time payment -
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Cloud BI
Perfsys
cloud-based applications for your business. Cloud Business Intelligence for marketing, sales, finance and operations 100% Amazon Web Services solutions. No servers needed, no prepayments. Collect AWS Lambda workers. AWS Scheduled Events. Tokens management. Transform. DynamoDB as zero-like super reliable no-SQL storage. Store Raw data and trigger Transformations. AWS Lambda Serverless ETL logic. Store. Triggered by DynamoDB Streams AWS S3 + CSV files as lightweight cheap objects storage. Integrates great with big data HDFS distributed storage. Explore. AWS Athena is a Hadoop Hive based open source solutions from big data ecosystem. AWS S3 as native datasource to read CSV files as a datasource files SQL-like queries. Present AWS Quicksights for BI dashboards. Use Athena + S3 a datasource. Web and Mobile Quicksight clients. Quicksight allow to do drill-down and filters + many more. -
18
Matters.AI
Matters.AI
Matters.AI is the first AI Security Engineer for Data, built for the AI and data layer to autonomously see, understand, and resolve data misuse before the SOC opens a ticket. It protects what truly matters wherever data lives or travels, functioning like an AI security engineer that understands context, monitors behavior, and protects sensitive data autonomously across cloud, SaaS, endpoints, microservices, and AI pipelines. Matters is built on semantic intelligence, nearest neighbor search, data lineage modeling, and predictive behavior analysis, so it does not just detect threats; it understands context, anticipates risk, and takes action proactively. Instead of relying on static rules, regexes, dashboards, and noisy alerts, Matters reads between the lines, traces risk in motion, and never sleeps. It identifies sensitive data not just by how it looks, but by what it represents, tracking data across cloud, SaaS, endpoints, and beyond using fingerprinting and eBPF. -
19
Harmonic
Harmonic
55% of organizations are adopting AI to stay competitive. Harmonic ensures you're not left behind by equipping security teams with robust tools for secure implementation. As employees embrace new tools, especially from remote locations, Harmonic extends your security reach, ensuring no shadow AI escapes detection. Mitigate the risks of data exposure and maintain compliance with Harmonic's advanced safeguards, keeping your sensitive information secure and private. Traditional data security methods are failing to keep pace with the rapid advancements in AI. Many security teams find themselves stuck using broad, restrictive measures that severely impact productivity. Harmonic provides a smarter alternative. Our solutions are designed to give security professionals the tools and visibility they need to safeguard sensitive, unstructured data effectively, without compromising on efficiency. -
20
Opsin
Opsin
Opsin is a cutting-edge GenAI security company. Opsin provides a comprehensive security orchestration layer that empowers organizations to build GenAI applications securely with their data. From a security perspective, Opsin includes enterprise-level security tools such as auditing and data lineage in GenAI models to meet security and compliance requirements from the outset. Our platform prevents sensitive data from being exposed or leaving the organization, safeguarding information at every step of the process. From a development perspective, our solution allows for the seamless integration of data from structured, unstructured, and CRM sources. This enables developers to create permission-aware GenAI applications that ensure only authorized users can access their permitted data. With tools like Glean and Microsoft Copilot bringing GenAI and data within easy reach, data security and governance still lag behind. -
21
Trellix Security Platform
Trellix
Trellix provides a comprehensive, AI-powered security platform designed to help organizations build resilience and reduce risk across multiple domains, including endpoint, email, network, data, cloud, and security operations. The platform integrates generative and predictive AI to enhance threat detection, guided investigations, and threat landscape contextualization, ensuring the highest efficacy in responding to cyber threats. With a resilient architecture capable of supporting on-premises, hybrid, and cloud environments, Trellix enables businesses to stay ahead of evolving threats while saving significant time and resources in security operations. -
22
Varonis Data Security Platform
Varonis
The most powerful way to find, monitor, and protect sensitive data at scale. Rapidly reduce risk, detect abnormal behavior, and prove compliance with the all-in-one data security platform that won’t slow you down. A platform, a team, and a plan that give you every possible advantage. Classification, access governance and behavioral analytics combine to lock down data, stop threats, and take the pain out of compliance. We bring you a proven methodology to monitor, protect, and manage your data informed by thousands of successful rollouts. Hundreds of elite security pros build advanced threat models, update policies, and assist with incidents, freeing you to focus on other priorities. -
23
Axoflow
Axoflow
Axoflow, the Security Data Layer is the foundation for your SIEM and analytics tools enabling the use of AI, up to 70% faster investigations, and more than 50% reduction in SIEM spend by feeding them with actionable data. Axoflow Platform is built up of the following parts: A pipeline acting as the transportation layer for your security data and also acting as an automated ‘translator’ between data schemas. AI - If you prefer to run your detection content locally - whether it’s an AI or ML model, a threat intel lookup, or another type of enrichment - we’ve got you covered. Storage solutions to facilitate the cost-effective storage of security data and also acting as local storage to run your decentralized detection. Orchestration to weave all of the parts together in an easy-to-use GUI that lets youmonitor and manage, and control and search your data. -
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Amazon DynamoDB is designed for scale and performance. In most cases, the DynamoDB response times can be measured in single-digit milliseconds. However, there are certain use cases that require response times in microseconds. For these use cases, DynamoDB Accelerator (DAX) delivers fast response times for accessing eventually consistent data. DAX reduces operational and application complexity by providing a managed service that is API-compatible with DynamoDB. Therefore, it requires only minimal functional changes to use with an existing application. For read-heavy or bursty workloads, DAX provides increased throughput and potential operational cost savings by reducing the need to overprovision read capacity units. This is especially beneficial for applications that require repeated reads for individual keys.
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25
Google VPC Service Controls
Google
VPC Service Controls. Managed networking functionality for your Google Cloud resources. New customers get $300 in free credits to spend on Google Cloud during the first 90 days. All customers get free usage (up to monthly limits) of select products, including BigQuery and Compute Engine. Mitigate exfiltration risks by isolating multi-tenant services. Ensure sensitive data can only be accessed from authorized networks. Restrict resource access to allowed IP addresses, identities, and trusted client devices. Control which Google Cloud services are accessible from a VPC network. Enforce a security perimeter with VPC Service Controls to isolate resources of multi-tenant Google Cloud services—reducing the risk of data exfiltration or data breach. Configure private communication between cloud resources from VPC networks spanning cloud and on-premises hybrid deployments. Take advantage of fully managed tools like Cloud Storage, Bigtable, and BigQuery. -
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RorVsWild
Base Secrète
RoRvsWild is easy to use, made by and for busy Ruby on Rails developers with no time to waste on undecipherable graphs and endless settings. Measure the response time and throughput for all your requests. Find out where to focus your optimizations on, and the line in your code causing the slowing down. Supervise ActiveJob, Delayed Job, Resque, Sidekiq and cron jobs. As for requests, benchmark the slowest SQL queries and their impact on your servers. Be notified by email, Slack or Teams whenever a new kind of exception happens. Get all the information you need to eradicate the most critical bugs in your app. Grant access to all the developers in your team. Manage alerts per app. RoRvsWild supports Redis, MongoDB, Elasticsearch, and all SQL databases.Starting Price: $39 per month -
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GuardionAI
GuardionAI
GuardionAI is an Agent and MCP Security Gateway that provides unified security for AI agents and Model Context Protocol tools operating on enterprise data. It sits in the execution path to discover, redact sensitive data, enforce protection, and give teams visibility into actions that traditional SIEM, DLP, and identity layers cannot see. Every agent action is inspected, enforced, and logged at the protocol level across AI agents, LLM apps, RAG systems, chatbots, coding agents, MCP servers, internal tools, databases, operating systems, and cloud environments. GuardionAI protects against critical AI threats such as prompt injection, system override, web attacks, MCP tool poisoning, malicious code execution, NSFW content, PII and credential exposure, confidential data leakage, off-topic drift, and unauthorized access, mapped to OWASP LLM Top 10 and agentic AI threat frameworks. Its gateway provides four layers of protection. -
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HumongouS.io
HumongouS.io
We bring together everything required to work effectively with MongoDB. From our no-code Admin Panel for your non-technical team members to our lightweight and flexible Dashboards for PMs and execs, to our Query Editor for engineers' day-to-day data analysis and debugging needs. Visualize individual data points into vibrant and expressive forms with Widgets. Transform your boolean values into green and red dots, your image URLs into actual images, or your dates into relative ones. Creating a form has never been easier. In fact, it's only one click away. Our smart search engine understands intends behind your requests and translates them into optimized MongoDB queries. But in case you need finer control over your search queries, you can easily switch to the query mode and write any MongoDB expression you would normally write in the shell. -
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Astrato
Astrato Analytics
Astrato Analytics is a warehouse-native business intelligence platform that allows organizations to build, embed, and share interactive dashboards and data applications directly on cloud data warehouses. It integrates with major platforms such as Snowflake, BigQuery, Databricks, ClickHouse, Supabase, Amazon Redshift, PostgreSQL, and Dremio. The platform uses a zero-copy architecture, enabling real-time data access without the need for data extraction or duplication. This approach ensures that dashboards and reports always reflect the most up-to-date information. Astrato connects through a live-query engine, allowing seamless interaction with source data. It eliminates the complexity of managing data pipelines or cached datasets. Security is enhanced by inheriting policies like row-level access and data masking directly from the warehouse. Overall, it simplifies analytics while maintaining strong governance and real-time insights.Starting Price: $12/month/user -
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rudol
rudol
Unify your data catalog, reduce communication overhead and enable quality control to any member of your company, all without deploying or installing anything. rudol is a data quality platform that helps companies understand all their data sources, no matter where they come from; reduces excessive communication in reporting processes or urgencies; and enables data quality diagnosing and issue prevention to all the company, through easy steps With rudol, each organization is able to add data sources from a growing list of providers and BI tools with a standardized structure, including MySQL, PostgreSQL, Airflow, Redshift, Snowflake, Kafka, S3*, BigQuery*, MongoDB*, Tableau*, PowerBI*, Looker* (* in development). So, regardless of where it’s coming from, people can understand where and how the data is stored, read and collaborate with its documentation, or easily contact data owners using our integrations.Starting Price: $0 -
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Espresso AI
Espresso AI
Espresso AI is a data-warehouse optimization system built to reduce the compute and query costs of platforms like Snowflake and Databricks SQL by deploying machine-learning agents that manage scaling, scheduling, and query rewriting in real time. It layers three core agents; an autoscaling agent that predicts workload spikes and minimizes idle compute, a scheduling agent that routes queries dynamically across clusters to maximize utilization and significantly reduce idle time, and a query agent that rewrites SQL using large language models combined with formal verification to ensure equivalent results while improving efficiency. It offers fast deployment (minutes rather than months) and a pricing model tied to savings, so that if it does not reduce your bill, you don’t pay. By automating hundreds of thousands of optimization decisions per day, Espresso AI provides dramatic cost reductions while enabling engineering teams to focus on value-add features. -
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Edera
Edera
Introducing secure-by-design AI and Kubernetes no matter where you run your infrastructure. Eliminate container escapes and put a security boundary around Kubernetes workloads. Simplify running AI/ML workloads through enhanced GPU device virtualization, driver isolation, and vGPUs. Edera Krata begins a new paradigm of isolation technology, ushering in a new era of security. Edera brings a new era of AI & GPU security and performance, while also integrating seamlessly with Kubernetes. Each container receives its own Linux kernel, eliminating a shared kernel state between containers. Which means goodbye container escapes, costly security tool layering, and long days doom scrolling logs. Run Edera Protect with just a couple lines of YAML and you’re off to the races. It’s written in Rust for enhanced memory safety and has no performance impact. A secure-by-design Kubernetes solution that stops attackers in their tracks. -
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Finout
Finout
Finout combines Cloud Providers, Data Warehouses, and CDNs into one mega bill, enabling an unparalleled business context view of your cloud spend with no heavy lifting in minutes. Monitor anomalies, view recommendations and forecast cost per growth. While AWS charges you by the instance, you genuinely care about your pod cost. With no-agent integration, utilize your existing Datadog or Prometheus to get a pod-level granularity of your spend in minutes. Forget about absolute cloud cost. See the cost of what you are utilizing and not only what you are paying for. For example, view Kubernetes pods instead of EC2 instances and DynamoDB indexes. Finout can give you one unified language the entire company can talk in, not only DevOps.Starting Price: $500 per month -
34
ServBay
ServBay
ServBay is an AI-native local dev platform for web developers and coding agents, providing a pre-configured web stack alongside local AI infrastructure. 🚀 AI-Native Features: MCP Server: Connect local environments with AI agents (Claude Code, Cursor, Codex). AI can manage sites, change runtimes, and query databases programmatically. (macOS/Windows) Secure AI Gateway: Centralize API keys (OpenAI, Claude, Gemini, local Ollama) into a locally-encrypted endpoint. Track usage and budgets on a unified dashboard. Remote App: Monitor agent tasks, approve execution requests, restart databases, and generate public preview URLs on the go (iOS/Android). 🛠️ Complete Local Stack: 50+ coexisting runtimes (PHP, Node.js, Python, Go, Ruby, Rust, .NET). Databases & Servers: MySQL, PostgreSQL, Redis, MongoDB, NGINX, Apache, and Caddy. Utilities: dnsmasq (DNS), Mailpit (email), and automatic local SSL. Non-intrusive setup: Everything runs in a single folder for easy bStarting Price: $0 -
35
Datree
Datree.io
Block misconfigurations, not deployments. Automated policy enforcement for Infrastructure as Code. Enforce policies to prevent misconfigurations in Infrastructure as Code such as Kubernetes, Terraform, CloudFormation, and more. Achieve application stability with automatic tests of every code change for policy violations or misconfigurations that may cause service outages or degraded performance. Adopt cloud-native infrastructure with minimal risk by applying built-in policies, or create custom policies to meet specific requirements. Focus on building better applications, not on infrastructure, by enforcing built-in policies for Kubernetes, Terraform, CloudFormation, and other infrastructure orchestrators. Eliminate manual code reviews for infrastructure-as-code changes, with checks that run automatically on every pull request. Keep the current DevOps workflow, with policy enforcement that integrates seamlessly with existing source control systems and CI/CD pipelines.Starting Price: $10 per user per month -
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ops0
ops0
ops0 is the world's first AI Infrastructure Operator - making DevOps engineers 10x more productive. THREE AI AGENTS Infrastructure Agent - Discover unmanaged AWS resources and auto-generate Terraform. Turn months of migration into hours. Configuration Agent - Describe infrastructure in plain English. Get production-ready Terraform, Ansible, or Kubernetes manifests. Operations Agent - Hive monitors Kubernetes 24/7. Detect incidents, analyze logs, suggest fixes before outages happen. CAPABILITIES Infrastructure as Code, Configuration Management, Kubernetes Operations, Policy & Compliance, Workflow Automation, Resource Graph, Multi-Cloud (AWS, GCP, Azure).Starting Price: $250/month -
37
Microsoft MCP Gateway
Microsoft
Microsoft MCP Gateway is an open source reverse proxy and management layer for Model Context Protocol (MCP) servers that enables scalable, session-aware routing, lifecycle management, and centralized control of MCP services, especially in Kubernetes environments. It functions as a control plane that routes AI agent (MCP client) requests to the appropriate backend MCP servers with session affinity, dynamically handling multiple tools and endpoints under one unified gateway while ensuring authorization and observability. It lets teams deploy, update, and delete MCP servers and tools via RESTful APIs, register tool definitions, and manage these resources with access control layers such as bearer tokens and RBAC. Its architecture separates control plane management (CRUD operations on adapters/tools and metadata) from data plane routing (streamable HTTP connections and dynamic tool routing), offering features like session-aware stateful routing.Starting Price: Free -
38
BigchainDB
BigchainDB
With high throughput, low latency, powerful query functionality, decentralized control, immutable data storage and built-in asset support, BigchainDB is like a database with blockchain characteristics. BigchainDB allows developers and enterprise to deploy blockchain proof-of-concepts, platforms and applications with a blockchain database, supporting a wide range of industries and use cases. Rather than trying to enhance blockchain technology, BigchainDB starts with a big data distributed database and then adds blockchain characteristics - decentralized control, immutability and the transfer of digital assets. No single point of control. No single point of failure. Decentralized control via a federation of voting nodes makes for a P2P network. Write and run any MongoDB query to search the contents of all stored transactions, assets, metadata and blocks. Powered by MongoDB itself. -
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Invest your time in your project, and we’ll take care of database maintenance: software backups, monitoring, fault tolerance, and updates. ClickHouse is great at handling queries to large amounts of data in real time, while column-based storage saves space due to strong data compression. All DBMS connections are encrypted using the TLS protocol. Data is secured in accordance with the requirements of local regulatory, GDPR, and ISO industry standards. Visualize the data structure in your ClickHouse cluster and send SQL queries to databases from the management console. The service also provides data replication between database hosts (both inside and between availability zones) and automatically switches the load over to a backup replica in the event of a failure.Starting Price: $42.51 per month
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40
kagent
kagent
kagent is an open source, cloud-native AI agent framework designed to let teams build, deploy, and run autonomous AI agents directly inside Kubernetes clusters to automate complex operational tasks, troubleshoot cloud-native systems, and manage workloads without constant human intervention. It enables DevOps and platform engineers to create intelligent agents that understand natural language, plan, reason, and execute multi-step actions across Kubernetes environments using built-in tools and Model Context Protocol (MCP)-compatible tool integrations for functions like querying metrics, displaying pod logs, managing resources, and interacting with service meshes. It supports multiple model providers (such as OpenAI, Anthropic, and others), agent-to-agent communication for orchestrating sophisticated workflows, and observability features that help teams monitor agent behavior and performance.Starting Price: Free -
41
Altinity
Altinity
Altinity's expert engineering team can implement everything from core ClickHouse features to Kubernetes operator behavior to client library improvements. A flexible docker-based GUI manager for ClickHouse that can do the following: Install ClickHouse clusters; Add, delete, and replace nodes; Monitor cluster status; Help with troubleshooting and diagnostics. 3rd party tools and software integrations: Ingest: Kafka, ClickTail; APIs: Python, Golang, ODBC, Java; Kubernetes; UI tools: Grafana, Superset, Tabix, Graphite; Databases: MySQL, PostgreSQL; BI tools: Tableau and many more. Altinity.Cloud incorporates lessons from helping hundreds of customers operate ClickHouse-based analytics. Altinity.Cloud has a Kubernetes-based architecture that delivers portability and user choice of where to operate. Designed from the beginning to run anywhere without lock-in. Cost management is critical for SaaS businesses. -
42
SSIS PowerPack
ZappySys
SSIS PowerPack is a collection of 70+ high-performance, drag-and-drop connectors/tasks for SSIS (i.e. Microsoft SQL Server Integration Services). SSIS PowerPack is designed to boost your productivity using easy-to-use, coding-free components to connect many cloud as well as on-premises data sources such as REST API Services, Azure Cloud, Amazon AWS Cloud, MongoDB, JSON, XML, CSV, Excel, Salesforce, Redshift, DynamoDB, Google API (i.e. Analytics, AdWords), SOAP/Web API, Facebook, Twitter, Zendesk, eBay and many more. SSIS PowerPack also includes high-quality FREE commercial components and tasks with full support/upgrade. Inbuilt Layout Editor for creating complex XML with nested structure (Document Array, Nested attributes, CData Section). Automatically Split exported XML data into multiple files by Size or Number of records. Read XML Document and extract single or multiple properties by name or using XPath expression. -
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SAS Studio
SAS
SAS Studio provides a web browser-based programming environment, so writing and interacting with SAS code is easier and faster, wherever you are. It helps teams build efficient data pipelines with a data engineering experience designed for seamless collaboration, low-code work, and open source integration. SAS Studio connects to leading cloud data platforms such as AWS Redshift and S3, Google BigQuery and Cloud Storage, and Azure Data Lake Storage, as well as relational and nonrelational databases, including Oracle, Snowflake, Teradata, SingleStore, MongoDB, and other sources. It also works with file formats such as Excel, text, Parquet, and ORC. Users can choose no code, low code, or code by creating end-to-end data pipelines with drag-and-drop steps, developing Python and SAS code assets in SAS Studio or another IDE, and embedding them into SAS Studio flows for secure, centralized access to data sources and governed execution. SAS Studio supports ELT and ETL approaches. -
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SenseDeep
SenseDeep
Accelerate, design, debug and deliver serverless faster! The most powerful collection of DynamoDB tools with single-table aware data browser, designer, provisioning planner, migration manager and metrics. Browser and manage tables that understands your single-table designs. Manage schemas and entities with the single-table designer. Determine best provisioning with real historical data. Upgrade and downgrade data with the migration manager. See exactly how your DynamoDB table is performing with detailed metrics at the account, table and single-table entity levels. Automated error detection for application, database and service events. Create Alarms and alerts for application log events, metrics, events and DynamoDB performance. Don't get swamped by alerts via smart notification dampening. Select monitored resources by tags, regular expressions or list. -
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Codename MDASH
Microsoft
Codename MDASH is an agentic code scanner in Microsoft Defender that uses a multi-model AI system to detect, validate, and remediate vulnerabilities with greater depth than traditional static analysis. It extends Defender CLI with a multistage pipeline in which specialized agents collaborate across four stages. Prepare ranks files by risk using call-graph analysis and code-complexity metrics, prioritizing functions most likely to contain vulnerabilities. Scan sends ranked code to more than 100 expert agents, including injection, memory-safety, and auth-bypass auditors, with each agent focused on a specific vulnerability class. Validate combines taint analysis, type resolution through Language Server Protocol servers, and multi-model agentic debate to refine confidence and reduce false positives. Dedup consolidates overlapping results into a final set of unique actionable findings. -
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ALTR
ALTR
Easily and simply control your sensitive data in Snowflake today so you can get more value from it in minutes instead of months. With ALTR you can automatically discover and classify sensitive data with a checkbox on import. Add controls like data masking with a drop-down menu. Set alerts and limits on data access by user, amount, and IP address from a single screen. No on-prem hassles or added costs, no proxies to break with a platform change and no managed services disguised as SaaS. ALTR was born in the cloud and natively integrates with platforms like Snowflake. With ALTR’s complete data control, you can visualize data usage, detect anomalies and alert on them, block threats in real time, and tokenize critical data. Safeguarding all your data. Because ALTR is built for the cloud, there’s no large up-front commitment—you can start for free and only upgrade as needed.Starting Price: $10 per user per month -
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Constellation Gate AI
Constellation Gate AI
Constellation Gate AI is a drop-in defense layer for AI agents, built to sit between the agent and the model while screening every request for attacks and leaks. Gate acts as an inline gateway for coding agents and model APIs, protecting workflows without requiring major code changes. Users can point existing tools such as Claude Code, Cursor, OpenClaw, Codex, or OpenCode at Gate and inherit prompt-injection defense, secret scanning, PII redaction, token optimization, and a verifiable audit trail. The platform is designed around three real risks: prompt injection, credential and PII leakage, and hijacked tool calls. Instead of relying on the model to defend itself, Gate blocks attacks before they reach the model, redacts secrets before responses return, and stops attacker-controlled tool outputs before an agent acts on them. Gate accepts the same calls an agent already makes, forwards them to the model, scans every call and response in both directions. -
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Get access to new MongoDB features and official releases that are 100% compatible with the platform. If the load on your cluster increases, you can add new servers or increase their capacity in a matter of minutes. Invest your time in your project, and we’ll take care of database maintenance: software backups, monitoring, fault tolerance, and updates. You can enable sharding for clusters that have MongoDB version 4.0 or higher. You can also add and configure individual shards to improve cluster performance. All DBMS connections are encrypted using the TLS protocol, and DB backups are GPG-encrypted. Data is secured in accordance with the requirements of local regulatory, GDPR, and ISO industry standards. MongoDB has no regular tables and stores data as collections of JSON-like documents. This is great for projects where data structures may change during development.
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Amazon DocumentDB
Amazon
Amazon DocumentDB (with MongoDB compatibility) is a fast, scalable, highly available, and fully managed document database service that supports MongoDB workloads. As a document database, Amazon DocumentDB makes it easy to store, query, and index JSON data. Amazon DocumentDB is a non-relational database service designed from the ground-up to give you the performance, scalability, and availability you need when operating mission-critical MongoDB workloads at scale. In Amazon DocumentDB, the storage and compute are decoupled, allowing each to scale independently, and you can increase the read capacity to millions of requests per second by adding up to 15 low latency read replicas in minutes, regardless of the size of your data. Amazon DocumentDB is designed for 99.99% availability and replicates six copies of your data across three AWS Availability Zones (AZs). -
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MongoLime
MongoLime
MongoLime allows you to easily manage and precisely control your MongoDB connections. Viewing and managing documents. Statistics, Indexes and other operations. Create and modify documents with a convenient MongoLime editor. Use raw JSON editor for complex documents. Search for documents using query builder. Save searches for a quick access. Export Databases and Collections in a JSON format as a ZIP archive. MongoLime is an application created to work with MongoDB databases on mobile devices and tablets running Android. The application’s interfaces are designed for easy data collection management. The application allows you to connect to MongoDB databases directly or in the Replica Set mode.Starting Price: $16 one-time payment
