io.github.LumabyteCo/clarifyprompt

MCPcommunity
v1.1.3io.github.LumabyteCoUnknownUpdated 6mo agonpmGitHub

AI prompt optimization for 58+ platforms across 7 categories with custom platforms

A context-aware MCP prompt compiler that transforms vague prompts into platform-optimized prompts for 60+ AI platforms across 7 categories — grounded in your workspace signals (CLAUDE.md, AGENTS.md, .cursorrules, package.json), resolved intent, and the capabilities of the target model. Send a raw prompt. ClarifyPrompt gathers the right context, resolves what you're actually trying to do, and…

Works in
ClaudeCursorCopilotGemini

Inferred from the transports this listing declares (stdio). A client not listed here hasn’t been ruled out — it just isn’t something Forge can confirm.

Automatically indexed from public sources. Not yet verified by the developer on Forge.Claim this listing →
12GitHub stars
2Forks
6mo agoLast update
Package
Authorio.github.LumabyteCo
LicenseUnknown
Version1.1.3
Sourcemcp-registry
npmclarifyprompt-mcp
GitHubLumabyteCo/clarifyprompt-mcp
SBOMCycloneDX 1.6 ↓
Trust Status
B
60/100Good
✓Listed in Forge index+10/10
—Publisher identity verified+0/20
→ Publisher: run `forge publish` from the package repo to claim ownership
—Ed25519 publish signature+0/5
→ Included automatically when the publisher runs `forge publish`
—Domain verification+0/5
→ Publisher: host /.well-known/forge.json on the package homepage with { "publisher": "<github-login>" }
—npm Trusted Publishing (Sigstore)+0/5
→ Publish from GitHub Actions with --provenance so the attestation binds this package to this repo
—npm maintainer match+0/5
→ Earned once your identity is verified above and that login is an npm maintainer of this package
✓CVE scan · clean+30/30
✓Static analysis · clean+20/20
Paste into Claude Code, Cursor, or any AI assistant to fix all gaps
StatusCommunity-indexed
PublisherUnverified
SignatureUnsigned
Domain—
Provenance—
Dependencies✓ 60 resolved+ · none vulnerable
Tool surface28 tools · none privileged
Security scan✓ Cleanv1.7.0 · 3mo agoHow well does this scan work?
EvalsNone
IndexedJun 13, 2026

Verification confirms publisher identity (repo ownership), not code safety. The security scan covers known CVEs and suspicious install scripts.

Tools

28 tools · none privileged
Statically extracted from the published packagev1.7.0 · 3mo ago

Read out of the source npm actually ships, at scan time. The package was never executed. Tools registered dynamically at runtime, or hidden inside bundled or minified code, can be missed — so this is a floor on the tool surface, not a complete census of it.

clarityNo description published

This tool published no description. Forge does not invent one.

specificityNo description published

This tool published no description. Forge does not invent one.

intent_alignmentNo description published

This tool published no description. Forge does not invent one.

format_fitnessNo description published

This tool published no description. Forge does not invent one.

length_appropriatenessNo description published

This tool published no description. Forge does not invent one.

optimize_promptNo description published

This tool published no description. Forge does not invent one.

list_categoriesNo description published

This tool published no description. Forge does not invent one.

list_platformsNo description published

This tool published no description. Forge does not invent one.

list_modesNo description published

This tool published no description. Forge does not invent one.

register_platformNo description published

This tool published no description. Forge does not invent one.

update_platformNo description published

This tool published no description. Forge does not invent one.

unregister_platformNo description published

This tool published no description. Forge does not invent one.

inspect_contextNo description published

This tool published no description. Forge does not invent one.

list_tracesNo description published

This tool published no description. Forge does not invent one.

get_traceNo description published

This tool published no description. Forge does not invent one.

save_outcomeNo description published

This tool published no description. Forge does not invent one.

memory_searchNo description published

This tool published no description. Forge does not invent one.

memory_rememberNo description published

This tool published no description. Forge does not invent one.

memory_forgetNo description published

This tool published no description. Forge does not invent one.

memory_list_factsNo description published

This tool published no description. Forge does not invent one.

explain_last_curationNo description published

This tool published no description. Forge does not invent one.

load_knowledge_packNo description published

This tool published no description. Forge does not invent one.

list_packsNo description published

This tool published no description. Forge does not invent one.

unload_packNo description published

This tool published no description. Forge does not invent one.

clarify_with_userNo description published

This tool published no description. Forge does not invent one.

ground_promptNo description published

This tool published no description. Forge does not invent one.

critique_promptNo description published

This tool published no description. Forge does not invent one.

compose_promptNo description published

This tool published no description. Forge does not invent one.

0 of 28 tools published a description.

Tool names and descriptions are written by the publisher and shown verbatim as inert text. They are the strings an MCP client passes to a model, so Forge scans them for prompt-injection patterns — any finding appears with the security scan above. “Privileged” is a keyword match on the tool name, not an audit of what the tool does: a benign-sounding name can still do anything.

About

A context-aware MCP prompt compiler that transforms vague prompts into platform-optimized prompts for 60+ AI platforms across 7 categories — grounded in your workspace signals (CLAUDE.md, AGENTS.md, .cursorrules, package.json), resolved intent, and the capabilities of the target model. Send a raw prompt. ClarifyPrompt gathers the right context, resolves what you're actually trying to do, and returns a version specifically optimized for Midjourney, DALL-E, Sora, Runway, Higgsfield, ElevenLabs,…

Keywords
mcp
Alternatives
Comparing tool surfaces…

Tools exposed

28 tools · none privileged · observed by static extraction. A tool surface is what one scan read on one day, not a live capability list.

Linked names open Forge’s index of every entry observed exposing that tool. Browse all indexed tools.

No dependency coverage

This package was last scanned before Forge began storing the resolved tree. The next scan will record it.