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The missing context behind every AI recommendation.

AI can recommend a tool. Developers can tell you what happens after you choose it.

47 Tools Rated
8 Categories
80 Developer Votes
100% Community-Driven
COMMUNITY REVIEWS
★★★★★

"Perplexity is a great tool to find relevant search items. its much more capable of finding current on topic articles and news items, as opposed to other agents which sometimes pull outdated and inaccurate information. "

William Fackelman · Owner on Perplexity
★★★★★

"Gemini is great for infrastructure and Kubernetes. I built a custom on-premises infrastructure, and Gemini understands it where others fail. I find that Gemini gets to the root of the problem fast, where Claude will take 30 steps to get to the same conclusion. I feel like a lot of developers do not know Gemini shines in this department. Gemini can solve issues with much less context confined to a chat box."

Julie Russell · CEO on Gemini
★★★★★

"DeepSeek is a cost effective alternative to the larger US models, that arguably keeps up and actually competes well with them. Its 42x cheaper per task than Claude Code Fable 5.1 and 25x cheaper than OpenAI GPT-6 Astra, while benchmarking only 2.3 and 1.1 points behind those models, respectively. I've pivoted away from Claude Code for everything and started integrating DeepSeek into my workflows. "

Bill Fackelman · Owner on DeepSeek
★★★★★

"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."

Parul Malik on Guardrails AI
★★★★★

"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. "

Parul Malik on Perplexity
★★★★

"Compared to ChatGPT, I find Perplexity to provide more technical responses for my work needs (software sales). ChatGPT is great, moreso for personal needs."

Mark Dorrington · Senior Solutions Advisor on Perplexity
★★★★

"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"

Simon Falzon · Head of Delivery on HiddenLayer
★★★★★

"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."

Simon Falzon · Head of Delivery on Kestrel AI
★★★★★

"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."

Simon Falzon · Head of Delivery on SwaggerHub
★★★★

"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"

Simon Falzon · Head of Delivery on Neon
★★★★

"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."

Simon Falzon · Head of Delivery on Zuplo
★★★★★

"Cursor has tight integration of coding, codebase understanding and AI assistance genuinely accelerates development without forcing developers to abandon familiar IDE workflows."

Simon Falzon · Head of Delivery on Cursor
★★★★★

"A terrific product for quickly and easily creating simple websites."

Chris Herbert · CEO on bolt.new
★★★★★

"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."

David Waller · Solution Architect on Claude Code
★★★★★

"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. "

Bill Fackelman · Owner on Claude Code
★★★★

"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."

Julie Russell · CEO on bolt.new
★★★★★

"Perplexity is a great tool to find relevant search items. its much more capable of finding current on topic articles and news items, as opposed to other agents which sometimes pull outdated and inaccurate information. "

William Fackelman · Owner on Perplexity
★★★★★

"Gemini is great for infrastructure and Kubernetes. I built a custom on-premises infrastructure, and Gemini understands it where others fail. I find that Gemini gets to the root of the problem fast, where Claude will take 30 steps to get to the same conclusion. I feel like a lot of developers do not know Gemini shines in this department. Gemini can solve issues with much less context confined to a chat box."

Julie Russell · CEO on Gemini
★★★★★

"DeepSeek is a cost effective alternative to the larger US models, that arguably keeps up and actually competes well with them. Its 42x cheaper per task than Claude Code Fable 5.1 and 25x cheaper than OpenAI GPT-6 Astra, while benchmarking only 2.3 and 1.1 points behind those models, respectively. I've pivoted away from Claude Code for everything and started integrating DeepSeek into my workflows. "

Bill Fackelman · Owner on DeepSeek
★★★★★

"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."

Parul Malik on Guardrails AI
★★★★★

"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. "

Parul Malik on Perplexity
★★★★

"Compared to ChatGPT, I find Perplexity to provide more technical responses for my work needs (software sales). ChatGPT is great, moreso for personal needs."

Mark Dorrington · Senior Solutions Advisor on Perplexity
★★★★

"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"

Simon Falzon · Head of Delivery on HiddenLayer
★★★★★

"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."

Simon Falzon · Head of Delivery on Kestrel AI
★★★★★

"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."

Simon Falzon · Head of Delivery on SwaggerHub
★★★★

"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"

Simon Falzon · Head of Delivery on Neon
★★★★

"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."

Simon Falzon · Head of Delivery on Zuplo
★★★★★

"Cursor has tight integration of coding, codebase understanding and AI assistance genuinely accelerates development without forcing developers to abandon familiar IDE workflows."

Simon Falzon · Head of Delivery on Cursor
★★★★★

"A terrific product for quickly and easily creating simple websites."

Chris Herbert · CEO on bolt.new
★★★★★

"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."

David Waller · Solution Architect on Claude Code
★★★★★

"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. "

Bill Fackelman · Owner on Claude Code
★★★★

"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."

Julie Russell · CEO on bolt.new