The signal in the developer tools noise.
Discover what real engineering teams are actually deploying. Browse real-time community rankings across core categories, driven entirely by peer nominations and transparent voting.
"I found Guardrails AI to be a strong open-source Python framework for validating, quantifying, and mitigating risks in LLM inputs and outputs. What I particularly like is the level of visibility and control it provides, especially when it comes to schema conformance and structured outputs. It’s a great choice for developers who want more control and confidence in how their LLM applications handle and validate data."
"It has models from various AI model providers, chooses the best model for the application. It has computer models, equivalent to Cowork agents. The best thing they have is comet browser, based on chromium, which can automate a lot. "
"Compared to ChatGPT, I find Perplexity to provide more technical responses for my work needs (software sales). ChatGPT is great, moreso for personal needs."
"HiddenLayer addresses an increasingly important problem: protecting AI models and applications from emerging security threats. Its AI-specific security focus makes it particularly relevant as organisations move experimental AI workloads into production environments"
"Kestrel AI is an interesting application of AI to cloud operations, focusing on incident investigation and response. The potential value is substantial where engineering teams spend significant time diagnosing complex production failures."
"SwaggerHub remains a strong choice for organisations taking API design seriously. Its collaborative, contract-first approach helps teams standardise APIs, improve documentation and reduce integration friction between development teams and consumers."
"Neon brings a genuinely cloud-native approach to PostgreSQL. Serverless scaling, branching and separation of compute and storage make it particularly attractive for modern development teams that want PostgreSQL without traditional operational overhead"
"Zuplo provides a modern, developer-friendly approach to API management. I particularly like its programmable edge architecture, which makes authentication, rate limiting and API policies easier to implement without heavyweight infrastructure."
"Cursor has tight integration of coding, codebase understanding and AI assistance genuinely accelerates development without forcing developers to abandon familiar IDE workflows."
"A terrific product for quickly and easily creating simple websites."
"Useful AI tool, even enabling code generation via phone app which is super useful for generating generalized utilities needed while on locked down systems. Handy for general questions and is a faster start to finding answers than web searches on the topic."
"My daily driver, co pilot, and junior engineer all in one. Claude code has 10x my productivity on a daily basis. Highly recommend it to anyone wishing to optimize their ai utilization in the workspace and daily life. "
"I love this product, if you are doing rapid prototyping or static websites it is great. It is reliant on Supabase for authentication and database so if you don't want to use Supabase it makes maintenance more difficult."
"I found Guardrails AI to be a strong open-source Python framework for validating, quantifying, and mitigating risks in LLM inputs and outputs. What I particularly like is the level of visibility and control it provides, especially when it comes to schema conformance and structured outputs. It’s a great choice for developers who want more control and confidence in how their LLM applications handle and validate data."
"It has models from various AI model providers, chooses the best model for the application. It has computer models, equivalent to Cowork agents. The best thing they have is comet browser, based on chromium, which can automate a lot. "
"Compared to ChatGPT, I find Perplexity to provide more technical responses for my work needs (software sales). ChatGPT is great, moreso for personal needs."
"HiddenLayer addresses an increasingly important problem: protecting AI models and applications from emerging security threats. Its AI-specific security focus makes it particularly relevant as organisations move experimental AI workloads into production environments"
"Kestrel AI is an interesting application of AI to cloud operations, focusing on incident investigation and response. The potential value is substantial where engineering teams spend significant time diagnosing complex production failures."
"SwaggerHub remains a strong choice for organisations taking API design seriously. Its collaborative, contract-first approach helps teams standardise APIs, improve documentation and reduce integration friction between development teams and consumers."
"Neon brings a genuinely cloud-native approach to PostgreSQL. Serverless scaling, branching and separation of compute and storage make it particularly attractive for modern development teams that want PostgreSQL without traditional operational overhead"
"Zuplo provides a modern, developer-friendly approach to API management. I particularly like its programmable edge architecture, which makes authentication, rate limiting and API policies easier to implement without heavyweight infrastructure."
"Cursor has tight integration of coding, codebase understanding and AI assistance genuinely accelerates development without forcing developers to abandon familiar IDE workflows."
"A terrific product for quickly and easily creating simple websites."
"Useful AI tool, even enabling code generation via phone app which is super useful for generating generalized utilities needed while on locked down systems. Handy for general questions and is a faster start to finding answers than web searches on the topic."
"My daily driver, co pilot, and junior engineer all in one. Claude code has 10x my productivity on a daily basis. Highly recommend it to anyone wishing to optimize their ai utilization in the workspace and daily life. "
"I love this product, if you are doing rapid prototyping or static websites it is great. It is reliant on Supabase for authentication and database so if you don't want to use Supabase it makes maintenance more difficult."
Large language models, foundation models, and AI inference platforms for building intelligent applications
Autonomous AI agents, agentic frameworks, and orchestration platforms for multi-step workflows
IDEs, terminals, code editors, and developer experience platforms
API gateways, frameworks, type-safe APIs, validation, and durable execution systems
Databases, vector stores, caching layers, and serverless data platforms
Internal developer portals, documentation platforms, API catalogs, and knowledge bases
Deployment platforms, IaC tools, CI/CD pipelines, and cloud infrastructure
LLM guardrails, prompt injection defense, AI governance, and developer security platforms