io.github.bch1212/modelwatch

MCPcommunity
v0.1.1io.github.bch1212UnknownUpdated 4mo 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…

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 →
4mo agoLast update
Package
Authorio.github.bch1212
LicenseUnknown
Version0.1.1
Sourcemcp-registry
npmmodelwatch-mcp
GitHubbch1212/modelwatch
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—
ProvenanceAttested · unverified by Forge
Dependencies60 resolved · 1 with advisories
Tool surface9 tools · none privileged
Security scan⚠ Warnings (1)v0.1.1 · 1mo agoHow well does this scan work?
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.

Tools

9 tools · none privileged
Statically extracted from the published packagev0.1.1 · 1mo 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.

list_endpointsNo description published

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

create_endpointNo description published

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

list_specsNo description published

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

create_specNo description published

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

run_specNo description published

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

reset_baselineNo description published

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

get_drift_eventsNo description published

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

get_spec_historyNo description published

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

get_healthNo description published

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

0 of 9 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

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
Alternatives
Comparing tool surfaces…

Tools exposed

9 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

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