100 browser-only LLM planning tools
August 31, 2026
Toolcore added 100 client-side helpers for LLM context planning—token rough counts, chunk math, cost arithmetic, text cleanup, chat exports, and payload sizing. They live under AI tools in the Client-side — LLM workflow section. None call a generative API.
Token & text stats
Start with token estimate for a whole paste, then drill into line/paragraph/sentence stats, code-fence vs prose splits, CJK weight, emoji heuristics, and density scores—examples: line token stats, code block tokens, CJK token weight.
RAG & chunk planning
Pair RAG chunk calculator with overlap waste, sliding-window steps, chunk-by-paragraph/sentence/line tools, embedding byte estimates, and retrieval headroom pages such as RAG context headroom.
Cost & budget math
Use API cost calculator for the main workflow, then per-1K cost, monthly budget, cache savings, batch request estimates, and scale projections like cost at scale projection.
Text prep & chat formats
Strip HTML/Markdown, collapse blank lines, dedupe paragraphs, normalize smart quotes, number lines, or split chat exports by role—see strip HTML for prompt, chat export normalize, role turn counter.
Payload & JSON size
Measure UTF-8 bytes, JSON snippet tokens, OpenAPI schema weight, Base64 payload estimates, and tool-call overhead before you send a request—try JSON snippet tokens and OpenAPI schema token count.
All counts are rough planning hints—not provider tokenizers. Redact secrets with paste redact before sharing exports.
Common use cases
- Pick the right local helper before pasting context into another system.
- Browse the AI hub Client-side section when token or chunk math is enough.
Common mistakes to avoid
Treating rough token counts as billing truth
Use these pages for planning; provider tokenizers differ.
FAQ
Do these 100 tools call a model?
No. They run in your browser with heuristics and arithmetic.