Jev directory
CommunityJev Agents & MCP
Jev MCP — npmjs.com
An MCP server that exposes TypeSafe's Jev model as twelve judgment tools, including claim verification, injection screening, reranking, classification, extraction, and patch review, each returning typed probabilities in roughly 150 to 500 ms.
- Reading time
- 2 min
- Published by
- Community
- Added
- Oct 2026
This is one of several Jev listings for the same project. The canonical entry is Jev MCP — jkudish.
Highlights
- Ships twelve tools including jev_verify, jev_screen, jev_find, jev_rerank, jev_classify, jev_decide, jev_extract, jev_review, and jev_gate.
- Each judgment returns typed probabilities and, for most tools, a confidence score, in roughly 150 to 500 ms.
- Requires Node.js 22 or newer and a Jev provider API key, with TypeSafe direct as the default provider.
- Runs over stdio by default; --http serves stateless MCP at /mcp with a /health check on port 8080.
- MIT licensed; the README describes it as early software with rough edges and welcomes issues and pull requests.
Questions about this entry
Short answers drawn from the linked project or page.
Run npx -y @jkudish/jev-mcp, or register it with your client, for example claude mcp add jev -- npx -y @jkudish/jev-mcp. Node.js 22 or newer is required. The README also gives config snippets for Amp, Codex, OpenCode, and any other MCP client.
It needs TYPESAFE_API_KEY for a Jev provider; TypeSafe direct is the default and alternatives are listed under Configuration. Some MCP clients filter the environment before spawning servers and silently drop the key, so pass it explicitly in the server config if the server reports a missing key.
Twelve: jev_verify, jev_screen, jev_noul, jev_find, jev_rerank, jev_classify, jev_decide, jev_compare, jev_extract, jev_audit, jev_review, and jev_gate. They cover claim checking, pre-context screening, calibrated probabilities, candidate selection, reranking, batch classification, bounded decisions, passage comparison, field extraction, and patch review.
Yes. Run it with --http (or JEV_MCP_TRANSPORT=http) to serve stateless MCP at /mcp with a health check at /health. PORT defaults to 8080 and HOST defaults to 127.0.0.1; set HOST=0.0.0.0 to serve beyond your machine. JEV_MCP_AUTH_TOKEN is required unless HOST is loopback.
The README states each judgment comes back in roughly 150 to 500 ms for a fraction of a cent, which is why the mechanical checks are cheap enough to run on every page, claim, or candidate list. Every call spends your own Jev key.
It is MIT licensed and published on npm as @jkudish/jev-mcp by jkudish. The README describes it as early software with rough edges and invites issues and pull requests, pointing to CONTRIBUTING.md.
It is early software with rough edges. Clients that cannot send headers, such as claude.ai custom connectors, need JEV_MCP_PATH_TOKEN=1 and a URL-safe token in the path, served over HTTPS only, with the whole URL treated as a secret and rotated if it escapes.
Reactions & coverage
Posts, threads, and videos about this entry from around the web.
X: Vercel's fx safety reviewer, measured at 18× faster
X: jev-review: a local-first score loop for coding agents
Reddit: One command to wire Jev into Claude Code, Claude Desktop, and Codex.
Reddit: Early experiments wiring Jev into Pi as a safety layer and model router.
From the Jev guides
Original write-ups on what this entry is for.
From the Jev AI model community
Posts from builders shipping with Jev right now.