Disclaimer

The information and tools on Codeswap are provided for general informational purposes. They are not professional advice. Use them with judgment and verify anything that matters.

Tools

Tools on Codeswap run in your browser and are intended to be correct. They have been tested against known inputs. However:

  • Token counts from third-party tokenizer libraries can drift from a provider's official count if the provider updates its tokenizer. Where possible, tools use the same tokenizer library the provider ships (e.g., tiktoken for OpenAI). Treat token counts as estimates within 1-2% of the provider's own count, not as exact billing figures.
  • Cost calculations multiply token counts by listed per-token prices. Prices change. Always verify in the provider's billing dashboard before relying on estimates for budgeting or invoicing.
  • Cryptographic tools (JWT verify, hash generators, HMAC) use the browser's native WebCrypto API where possible. They are not formally audited and should not be the only verification mechanism for production security-critical code.
  • JSON / YAML / regex tools depend on the browser's built-in parsers, which have known edge cases. Where output matters, cross-check with a server-side parser.

Model database and benchmark scores

The model database is maintained by hand from official provider documentation, model cards, and published research papers. Each benchmark result cites its source. However:

  • Pricing and context windows change frequently. Verify against the provider's official pricing page before committing budget.
  • Benchmark scores can be contested. A score on a model page reflects a single published measurement on a specific date. Reproducibility varies by benchmark. Where two sources disagree, the linked primary source wins.
  • Model "rankings" in best-llm-for-X pages are derived from benchmark scores plus capability weights. The weights are opinionated and stated on each page. Other people will rank models differently with the same data, and that's fine.
  • Capability flags (vision, function calling, JSON mode) reflect the provider's current API. APIs update without much notice; the database is refreshed monthly but may lag a release by days or weeks.

Editorial content

Educational sections on tool pages (the "What is X?" and "How to use" content) are written or AI-drafted-then-edited for accuracy. Where a section makes a claim that depends on a primary source, that source is cited inline. If you spot an error, the contact form is the fastest route to a fix.

External links

Codeswap links to external sites — provider documentation, GitHub repositories, papers, blog posts. The operator does not endorse or control the content of those sites and is not responsible for their accuracy, security, or privacy practices.

Decisions you make

Codeswap is a reference tool for software developers. Decisions about which model to use in production, how to budget for API calls, or which security primitives to rely on are yours. They should be made on the basis of testing in your own environment, not on the basis of a single ranking or calculation shown here.

Contact

Spot an inaccuracy? Email [email protected] with the URL and what's wrong. Corrections happen within days, not months.