io.github.bch1212/modelwatch

MCPcommunity
v0.1.1io.github.bch1212UnknownUpdated 3mo agonpmGitHub

Continuous behavioral drift monitoring for LLM apps — catches silent provider model updates.

MCP server for ModelWatch — continuous behavioral drift monitoring for LLM-powered applications. Lets Claude Desktop / Claude Code (or any MCP-compatible client) create drift specs, run them, and surface drift events without leaving the chat. Get a free key at (5 specs, 500 runs/mo, no card). Then restart Claude Desktop. Tool | What it does | | Show monitored LLM endpoints | | Add an endpoint…

Automatically indexed from public sources. Not yet verified by the developer on Forge.Claim this listing →
3mo agoLast update
Package
Authorio.github.bch1212
LicenseUnknown
Version0.1.1
Sourcemcp-registry
npmmodelwatch-mcp
GitHubbch1212/modelwatch
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—
ProvenanceAttested · unverified by Forge
Dependencies60 resolved · 1 with advisories
Tool surface9 tools · none privileged
Security scan⚠ Warnings (1)v0.1.1 · 8d ago
MODERATE@hono/node-server@1.19.17Node.js Adapter for Hono: Path traversal in `serve-static` on Windows via encoded backslash (`%5C`) · transitive
EvalsNone
IndexedJun 13, 2026

Verification confirms publisher identity (repo ownership), not code safety. The security scan covers known CVEs and suspicious install scripts — it cannot prove the absence of malicious code.

About

MCP server for ModelWatch — continuous behavioral drift monitoring for LLM-powered applications. Lets Claude Desktop / Claude Code (or any MCP-compatible client) create drift specs, run them, and surface drift events without leaving the chat. Get a free key at (5 specs, 500 runs/mo, no card). Then restart Claude Desktop. Tool | What it does | | Show monitored LLM endpoints | | Add an endpoint (provider + model) | | Show behavioral specs | | Add a spec (prompt + frequency + severity threshold) |…

Keywords
mcp