preflight
Rank #26,245glama/preflight-dev/preflight
An MCP server for Claude Code that catches vague prompts, applies triage and correction pattern learning, and provides semantic search, cross-service contracts, and scorecards to reduce wasted tokens.
What you can do with preflight
preflight is a Model Context Protocol (MCP) server published by preflight-dev. It ranks #26,245 of 150,963 active servers on MCP Toplist, and its repository has 13 GitHub stars. preflight is listed across 2 registries — Glama and mcp.so, with 1 release tag tracked from its GitHub repository. It was first listed on Feb 13, 2026 and most recently updated on Feb 13, 2026.
Not verifiedMCP Toplist has not yet written a checked profile for this server, so the paragraph above is assembled from registry data only. The repository README is the authority on what it does.
What preflight can and cannot do
Not verifiedMCP Toplist has not catalogued this server's tools or limitations. The repository README lists them.
What you need before using preflight
The registry listing declares required configuration before first use — typically an API key, token or connection string set via environment variables.
Declared by Glama, last synced Oct 22, 2026. Not independently verified by MCP Toplist.
No runtime, credential or payment requirements are recorded for this server beyond the declaration above.
Connect preflight and confirm it works
Install configuration unavailable. No registry publishes a machine-readable install config for this server — follow the repository README.
After adding the config, ask your client to list this server's tools. A tool list confirms the connection; an empty list or an error means the server did not start or needs credentials.
What changed, and when this was checked
- First listed
- Feb 13, 2026
- Latest release tag
- Feb 13, 2026
- Version history
- 1 release tag tracked (below)
- Requirements evidence
- Declared by Glama, last synced Oct 22, 2026. Not independently verified by MCP Toplist.
- Profile checked
- Not yet — purpose, capabilities and requirements above come from registry data only
- Ranking data as of
- Oct 22, 2026
Do you maintain preflight? to correct or enrich this profile.
GitHub releases (1)
No registry surfaces explicit version metadata for this server. The list below shows release tags from the linked GitHub repository.
| Version | Published |
|---|---|
| v3.2.0 | Feb 13, 2026 |
Ranks ahead of 124,718 of 150,963 servers on MCP Toplist.
Show your rank
Maintain this server? Add the live rank badge to your README — it updates automatically as the leaderboard changes.
[](https://mcptoplist.com/server/glama%2Fpreflight-dev%2Fpreflight)<a href="https://mcptoplist.com/server/glama%2Fpreflight-dev%2Fpreflight"><img src="https://mcptoplist.com/badge/glama%2Fpreflight-dev%2Fpreflight.svg" alt="MCP Toplist: Top 25% of 150,963" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Frequently asked questions
- Who maintains preflight?
- preflight is maintained by preflight-dev, which publishes 1 MCP server (1 total version) tracked on MCP Toplist.
- Is preflight listed on the Official MCP Registry?
- preflight is not on the Official MCP Registry. It is listed on Glama and mcp.so.
- How many versions does preflight have?
- No registry surfaces explicit version metadata for preflight; MCP Toplist tracks 1 release tag from its GitHub repository, most recently published on Feb 13, 2026.
- Where can I find the source code for preflight?
- The source code for preflight is hosted at github.com/preflight-dev/preflight.
Do you run this server?
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