LabelBridge MCP (studyreadbook4ever/labelbridge-mcp) is an MCP server listed on the M8ven Trust Index. It scores 52 out of 100, grade D. It declares 3 tools. No publisher has claimed this listing.

D
Caution
52/100

LabelBridge MCP

This MCP server enables human-in-the-loop semantic labeling by creating self-contained HTML forms for ambiguous data and securely retrieving labeled results.

Caution. Specific findings reduced this grade. They are listed on the page. Grades reflect the full trust pyramid: code, verification depth, and reputation. New projects cap at C until adoption is earned.

How we verified

Code Verified⚡ Live Monitored: not connected

Verified is a snapshot. Live keeps it current, and builds your track record.

⚡ Connect GitHub → continuous verification on every pushwhy connect →

Who stands behind it

studyreadbook4ever

Source: Glama

Is this your MCP?

Claim it to get a verified publisher badge, a free copy of our full audit findings, and direct contact for any high-priority issues we find. Or connect your repo for our deepest verification, Live Monitored: read-only, revoke anytime. What we access →

Install from

The grade above is for the source repository. Registries can serve a different version, so we mark the ones we were not able to read.

// key findings
🚨
Known vulnerabilities in dependencies: 1 critical, 3 high
Affects packages this MCP installs at runtime. Upgrade or remove the affected dependency.
🔐
You'll be asked for 1 credential: LABELBRIDGE_SECRET
These are read from process.env at runtime. Make sure you trust where they’ll be sent.
// tools this server exposes3 tools

These names and descriptions are the publisher's own, read from the source code. We print them as written. Our assessment is the findings above, not this list.

create_labeling_session

LabelBridge(레이블브릿지) creates a blank-only HTML labeling form from an array. It never suggests answers; a human fills every semantic field, then returns encrypted answer JSON for one-time ingest.

ingest_labeling_result

LabelBridge(레이블브릿지) ingests answer JSON created by its HTML form, validates hashes and the one-time capability, consumes it atomically, and returns AI-native labeled dictionaries.

inspect_labeling_session

LabelBridge(레이블브릿지) checks one-time labeling status without exposing the capability token or raw human labels.

// known CVEs in dependencies1 critical3 high

Disclosed vulnerabilities in this server's declared npm dependencies (via OSV). Whether each is reachable depends on the installed versions.

criticalvitest@4.0.16GHSA-5xrq-8626-4rwp

When Vitest UI server is listening, arbitrary file can be read and executed

high@modelcontextprotocol/sdk@1.23.3GHSA-345p-7cg4-v4c7

@modelcontextprotocol/sdk has cross-client data leak via shared server/transport instance reuse

high@modelcontextprotocol/sdk@1.23.3GHSA-8r9q-7v3j-jr4g

Anthropic's MCP TypeScript SDK has a ReDoS vulnerability

high@modelcontextprotocol/sdk@1.23.3GHSA-w48q-cv73-mx4w

Model Context Protocol (MCP) TypeScript SDK does not enable DNS rebinding protection by default

Depend on this server? Get alerted when its CVEs change.Watch this server free →
// environment variables
To run this server yourself, you supply these values. They go in your own MCP client configuration and stay on your machine. The secret label means the value is sensitive, not that the server mishandles it.
configALLOWED_HOSTS
configDATABASE_PATH
configDATA_DIR
configHOSTPORT=3000 =0.0.0.0 npm start
configJSON_LIMIT
🔐 secretLABELBRIDGE_SECRETe =replace-with-a-long-random-secret \
configLATENCY_AVERAGE_BUDGET_MS
configLATENCY_ITERATIONS
configLATENCY_P99_BUDGET_MS
configMCP_ENDPOINT
configMCP_URL
configPUBLIC_BASE_URL배포 환경에서는 기본적으로 Host/X-Forwarded- 헤더에서 공개 URL을 추론합니다. 프록시가 해당 헤더를 전달하지 않는 환경에서만 =https://YOUR_DEPLOYED_HOST를 명시하세요.
configSMOKE_MCP_URL
Deployment configuration, supplied by whoever hosts the server. Users are not asked for these.
deployPORT
// quality suggestions

Tool inputs are validated

Only 0/3 tool handlers declare input schemas (0%)

Declare an inputSchema with zod/joi/yup on every tool definition.

Tool handlers catch errors

Only 1/3 tool handlers wrap calls in try/catch (33%)

Wrap each tool handler body in try/catch and return a structured error response.

License file

No license file

Add a LICENSE file (MIT, Apache-2.0, etc.).

Tool test coverage

Only 0/3 tools referenced in tests (0%)

Write tests that reference each tool by name so every tool has at least one test.

Shell command execution

12 child_process calls — runs shell commands

Prefer library functions over shell-outs. If you must shell out, ensure all inputs are properly escaped.

Production dependencies are patched

0 critical, 3 high severity in production deps — @modelcontextprotocol/sdk@1.23.3 (high), @modelcontextprotocol/sdk@1.23.3 (high)

Run npm audit fix, or upgrade the affected packages to a non-vulnerable version.

Dev dependencies

1 critical/high in dev-only deps (does not ship to users)

Upgrade dev dependencies when convenient.

Claim the listing to review these findings one by one and send us a correction where you disagree, straight to the team. Claiming also means we tell you when the grade moves, and reach you first if we find anything urgent.

// full audit trail
The findings above are the summary. The full trail, every check we ran, each deduction, the network hosts observed and the dependency advisories, goes to verified publishers, along with an alert whenever a new one lands. Verified publishers can also review each finding and dispute it in one click. Publisher corrections have sharpened several of our checks this month, because the maintainer knows the codebase better than any scanner.
// improvement guidance — verified publishers only
We have 7 concrete improvements we can share with the publisher of this MCP. Each comes with specific guidance to raise the trust score.
// embed badge in your README
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commit: 9b7418ffba781d958383e3c745ccc52ed08e2184
code hash: b4b42c395008e9cd926f6f27bfa8a1f06bd1a6fa2ba9b687ef0e03ac5522f89f
view raw JSON →
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