Text Optimizer

Technical writing tools for developer documentation

Most technical writing tools are general-purpose grammar checkers or chat assistants that rewrite your identifiers along with your prose. This one is a single-purpose transformation pipeline for software text: paste raw input, get a native-level English rewrite, and see deterministic quality gates prove that nothing technical was lost.

What this technical writing tool does

  • API reference and README documentation
  • Pull-request summaries and issue descriptions
  • Commit messages and changelog entries
  • Architecture notes and design documents
  • Code comments and configuration instructions
  • Structured prompt skeletons for other agents

Compared with general AI writing tools

ConcernGeneral AI writerThis optimizer
TerminologyGeneral AI writers paraphrase identifiers and API names.Fidelity gate blocks any dropped token, path, or literal.
FormattingChat output drifts into emoji, bold pseudo-headings, and filler.Rule and structure gates strip them deterministically.
ReproducibilityAnswers vary between runs.Temperature 0 with a fixed seed, plus a versioned agent profile.
VerificationYou proofread manually.Non-LLM checks run on every output and render as fixable findings.

Deterministic quality gates

Every output is checked by non-LLM rules before it is marked clean. Findings are listed per pane with one-click fixes applied to the draft only.

Fidelity
Code spans, file paths, URLs, identifiers, and numeric literals must survive the rewrite unchanged.
Rules
No emojis, no bold-as-heading, no closing pleasantries, no questions back to the reader.
Structure
Headings normalized to ## and ###; code only inside fenced blocks.
Length
Output shorter than 60% of the input is flagged as possible truncation.
Schema
Structured prompt mode requires all twelve tags, each filled.

Model choice stays yours

Claude Haiku 5.5 runs by default, and you can switch to Mistral, DeepSeek and other models without changing your workflow. Every run is stored in history so you can recover or compare an earlier optimization.