AI Slop Code RIsk Monitor

firecrawl/firecrawl-mcp-server

🔥 Official Firecrawl MCP Server - Adds powerful web scraping and search to Cursor, Claude and any other LLM clients.

4.3 Low pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for firecrawl/firecrawl-mcp-server, a JavaScript project with 7,581 GitHub stars. SynthScan examined 24,116 lines of code across 55 source files, recording 44 pattern matches distributed across 3 syntactic categories. The legacy adjusted pattern signal is 4.3 (Low pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

4.3
Adjusted Signal
4.3
Raw Pattern Score
100%
Time Factor
2026-10-09
Last Push
7.6K
Stars
JavaScript
Language
24.1K
Lines of Code
55
Files
44
Pattern Hits
2026-10-12
Scan Date
0.24
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 6.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 31 finding(s).

Hallucinated Dependency & Supply Chain Risk 14.0/100 · LOW

Are imports declared and package/API names verified? 13 finding(s).

Agent Over-Engineering Ratio 5.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 29 finding(s).

PR Review Velocity Impact 20.2/100 · LOW

Which changes need focused human review? 44 finding(s).

What These Metrics Mean

Adjusted Signal
Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score
Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor
A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits
Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate
High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files
Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 0HIGH 13MEDIUM 0LOW 31

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 44 distinct pattern matches across 3 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Magic Placeholder Names13 hits · 72 pts
SeverityFileLineSnippetContext
HIGHREADME.md89env FIRECRAWL_API_KEY=fc-YOUR_API_KEY npx -y firecrawl-mcpCODE
HIGHREADME.md118 "FIRECRAWL_API_KEY": "YOUR-API-KEY"CODE
HIGH⚡README.md133 - Command: `env FIRECRAWL_API_KEY=your-api-key npx -y firecrawl-mcp`CODE
HIGH⚡README.md135> If you are using Windows and are running into issues, try `cmd /c "set FIRECRAWL_API_KEY=your-api-key && npx -y firecrCODE
HIGH⚡README.md137Replace `your-api-key` with your Firecrawl API key. If you don't have one yet, you can create an account and get it fromCODE
HIGHREADME.md152 "FIRECRAWL_API_KEY": "YOUR_API_KEY"CODE
HIGHREADME.md164env HTTP_STREAMABLE_SERVER=true FIRECRAWL_API_KEY=fc-YOUR_API_KEY npx -y firecrawl-mcpCODE
HIGHREADME.md176docker run -i --rm -e FIRECRAWL_API_KEY=fc-YOUR_API_KEY ghcr.io/firecrawl/firecrawl-mcp-server:latestCODE
HIGHREADME.md186 "FIRECRAWL_API_KEY": "YOUR_API_KEY"CODE
HIGHREADME.md198 -e FIRECRAWL_API_KEY=fc-YOUR_API_KEY \CODE
HIGHREADME.md313export FIRECRAWL_API_KEY=your-api-keyCODE
HIGHREADME.md323export FIRECRAWL_API_KEY=your-api-key # If your instance requires authCODE
HIGHsrc/recovery.ts56 return `Fix: Create an API key at ${signupUrl} and then:\n- Set the header: Authorization: Bearer YOUR_API_KEY on httpCODE
Hyper-Verbose Identifiers29 hits · 29 pts
SeverityFileLineSnippetContext
LOWsrc/alexandria-feedback.ts83export function alexandriaCallsWarrantFeedback(CODE
LOWsrc/recovery.ts69function connectionRecoveryPayload(params: {CODE
LOWsrc/recovery.ts82export function invalidApiKeyRecoveryPayload(): Record<string, unknown> & {CODE
LOWsrc/recovery.ts92export function invalidOAuthRecoveryPayload(): Record<string, unknown> & {CODE
LOWsrc/recovery.ts122function isCoreCredentialRejection(CODE
LOWsrc/server.ts1236 function buildContinuationArguments(CODE
LOWsrc/server.ts1924 async function waitForCrawlCompletionWithOrigin(CODE
LOWsrc/server.ts2135 function alexandriaFeedbackAvailable(): boolean {CODE
LOWsrc/tool-helpers.ts82export function searchDomainsAreExclusive(args: {CODE
LOWsrc/service/search-surface.ts35function searchSurfaceScrapeDescription(safeMode: boolean): string {CODE
LOWsrc/service/search-surface.ts52function registerMarketplaceSearchTool(CODE
LOWsrc/service/www-authenticate.ts1export function escapeWWWAuthenticateValue(value: string): string {CODE
LOWsrc/service/auth.ts54function isFirecrawlOAuthAccessToken(token: string): boolean {CODE
LOWsrc/service/auth.ts62function requestShouldReceiveOAuthChallenge(CODE
LOWsrc/service/auth.ts83function getOAuthProtectedResourceMetadataUrl(profile: ServerProfile): string {CODE
LOWsrc/service/auth.ts89function createOAuthChallengeResponse(CODE
LOWsrc/service/auth.ts130function createInvalidCredentialResponse(_error: InvalidFirecrawlCredentialError): Response {CODE
LOWsrc/service/auth.ts145function createInvalidOAuthRecoveryResponse(CODE
LOWsrc/service/auth.ts177function createCredentialValidationUnavailableResponse(CODE
LOWsrc/service/auth.ts189function getOAuthIntrospectionEndpoint(): string {CODE
LOWsrc/service/auth.ts193function getOAuthIntrospectionSecret(): string | undefined {CODE
LOWsrc/service/auth.ts421async function resolveCredentialFromHeaders(CODE
LOWsrc/service/auth.ts600function emitSearchCompanionAuthTelemetry(CODE
LOWsrc/service/auth.ts633export function createServiceAuthenticate(CODE
LOWsrc/service/auth.ts637 return function authenticateWithOAuthChallenge(CODE
LOWsrc/service/session-credential.ts77export function credentialValidationUnavailable(CODE
LOWsrc/service/session-credential.ts120export function requireDelegatedCredentialSigning(resource?: string): void {CODE
LOWsrc/service/session-credential.ts149export function hasManagedOAuthCredential(CODE
LOWsrc/service/session-credential.ts155export function credentialForOutboundRequest(CODE
Over-Commented Block2 hits · 2 pts
SeverityFileLineSnippetContext
LOWsrc/legacy/index.md721// /**COMMENT
LOWsrc/legacy/index.md741/**COMMENT