I added voting to my AI tools library, now the ratings are community-driven, not just mine

Reddit r/artificial / 4/29/2026

💬 OpinionSignals & Early TrendsTools & Practical Usage

Key Points

  • The creator revamped Tolop’s AI coding tools rating system to make scores community-driven via Google sign-in and real-time user voting.
  • Ratings are intended to reflect actual free-tier limits (e.g., completions/requests/duration) rather than subjective personal assessments, addressing prior feedback about bias.
  • Tolop also highlights cases where tools labeled “free” still require users to pay for Anthropic/OpenAI usage through their own API keys.
  • The dataset shows large free-tier disparities within similar categories (e.g., Gemini Code Assist vs GitHub Copilot Free) and that self-hosted tools tend to offer more generous free tiers.
  • The project now includes dark mode and continues tracking 120+ tools across coding assistants, browser builders, CLI agents, frameworks, and local/self-hosted options, plus a new niche category.

a few weeks ago I posted about building a library that tracks 120+ AI coding tools by how long their free tier actually lasts. the response was good but the most common feedback was "your scores are subjective."

fair point.

so I rebuilt the rating system. you can now sign in with Google and vote on any tool directly. the scores update in real time based on actual user votes, not just my personal assessment. if you think I rated something wrong, you can now do something about it instead of just commenting.

also shipped dark mode because apparently I was the only person who thought the default looked fine.

what Tolop actually is if you're new:

every AI tool claims to be free. most aren't, or at least not for long. Tolop tracks the real limits: how many completions, how many requests, how long until you hit the wall under light use vs heavy use vs agentic sessions. it also flags the tools where "free" means you're still paying Anthropic or OpenAI through your own API key.

120+ tools across coding assistants, browser builders, CLI agents, frameworks, self-hosted tools, local models, and a new niche tools category for single-purpose utilities that don't fit anywhere else.

a few things the data shows that I found genuinely interesting:

  • Gemini Code Assist offers 180,000 free completions per month. GitHub Copilot Free offers 2,000. same category, 90x difference
  • several of the most popular tools (Cline, Aider, Continue) are free to install but require paid API keys, so "free" is misleading
  • self-hosted tools have by far the most generous free tiers because the cost is on your hardware, not a server

would genuinely appreciate votes on tools you've actually used, the more real usage data behind the scores, the more useful the ratings get for everyone.

tolop.space :- no account needed to browse, Google login to vote.

submitted by /u/DAK12_YT
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