preflight
Description
**Stop burning tokens on vague prompts.**
Installation
This entry records only its repository, not the path inside it, so there is no
exact command to give. Open the source below and copy the folder into
~/.claude/skills/, or the file into ~/.claude/agents/.
README
✈️ preflight
**Stop burning tokens on vague prompts.**
A 24-tool MCP server for Claude Code that catches ambiguous instructions before they cost you 2-3x in wrong→fix cycles — plus semantic search across your entire session history, cross-service contract awareness, and 12-category scorecards.
[](https://www.typescriptlang.org/) [](https://modelcontextprotocol.io/) [](LICENSE) [](https://www.npmjs.com/package/preflight-dev) [](https://nodejs.org/)
[Quick Start](#quick-start) · [How It Works](#how-it-works) · [Tool Reference](#tool-reference) · [Configuration](#configuration) · [Scoring](#the-12-category-scorecard)
What's New in v3.2.0
- Unified
preflight_checkentry point — one tool that triages every prompt and chains the right checks automatically - Smart triage classification — routes prompts through a decision tree (trivial → ambiguous → multi-step → cross-service)
- Correction pattern learning — remembers past mistakes and warns you before repeating them
- Cross-service contracts — extracts types, interfaces, routes, and schemas across related projects
.preflight/config directory — team-shareable YAML config for triage rules and thresholds- Trend & comparative scorecards — weekly/monthly trend lines, cross-project comparisons, radar charts, PDF export
- Cost estimator — estimates token spend and waste from corrections
The Problem
We built this after analyzing **9 months of real Claude Code usage** — 512 sessions, 32,000+ events, 3,200+ prompts, 1,642 commits, and 258 sub-agent spawns across a production Next.js/Prisma/Supabase app. The findings were brutal:
- 41% of prompts were under 50 characters — things like
fix the tests,commit this,remove them - Each vague prompt triggers a wrong→fix cycle costing 2-3x tokens
- ~33K characters/day duplicated from repeated context pastes
- 124 corrections logged — places where Claude went the wrong direction and had to be steered back
...
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