AI Slop Code Risk Monitor

baptisteArno/typebot.io

SlopCodeMonitor badge for baptisteArno/typebot.io Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

💬 Typebot is a powerful chatbot builder that you can self-host.

0.8 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for baptisteArno/typebot.io, a TypeScript project with 10,596 GitHub stars. SynthScan examined 224,482 lines of code across 2587 source files, recording 141 pattern matches distributed across 7 syntactic categories. The legacy adjusted pattern signal is 0.8 (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.

0.8
Adjusted Signal
0.8
Raw Pattern Score
100%
Time Factor
2026-10-26
Last Push
10.6K
Stars
TypeScript
Language
224.5K
Lines of Code
2.6K
Files
141
Pattern Hits
2026-10-31
Scan Date
0.00
HC Hit Rate

Risk Review · Payload v1

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

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 0.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 20 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.5/100 · LOW

Are imports declared and package/API names verified? 110 finding(s).

Agent Over-Engineering Ratio 0.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 17 finding(s).

PR Review Velocity Impact 3.6/100 · LOW

Which changes need focused human review? 141 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 0MEDIUM 12LOW 129

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 141 distinct pattern matches across 7 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.

Fake / Example Data110 hits · 114 pts
SeverityFileLineSnippetContext
LOWAGENTS.md58- With `SKIP_ENV_CHECK=true`, environment transformations are skipped. In isolated Bun tests, supply parsed values such CODE
LOW…es/blocks/webhook/src/api/handleExecuteWebhook.test.ts22 ADMIN_EMAIL: ["admin@example.com"],CODE
LOW…es/blocks/webhook/src/api/handleExecuteWebhook.test.ts148 role === "admin" ? { ...user, email: "admin@example.com" } : user,CODE
LOW⚡…uth/src/helpers/recordFailedEmailSignInAttempt.test.ts28 identifier: "user@example.com",CODE
LOW⚡…uth/src/helpers/recordFailedEmailSignInAttempt.test.ts36 await recordFailedEmailSignInAttempt(store, "user@example.com");CODE
LOW⚡…uth/src/helpers/recordFailedEmailSignInAttempt.test.ts37 await recordFailedEmailSignInAttempt(store, "user@example.com");CODE
LOW⚡…uth/src/helpers/recordFailedEmailSignInAttempt.test.ts38 await recordFailedEmailSignInAttempt(store, "user@example.com");CODE
LOW⚡…uth/src/helpers/recordFailedEmailSignInAttempt.test.ts39 await recordFailedEmailSignInAttempt(store, "user@example.com");CODE
LOW⚡…uth/src/helpers/recordFailedEmailSignInAttempt.test.ts43 await recordFailedEmailSignInAttempt(store, "user@example.com");CODE
LOW⚡…uth/src/helpers/recordFailedEmailSignInAttempt.test.ts51 identifier: "user@example.com",CODE
LOW⚡…uth/src/helpers/recordFailedEmailSignInAttempt.test.ts59 await recordFailedEmailSignInAttempt(store, "user@example.com");CODE
LOW⚡…uth/src/helpers/recordFailedEmailSignInAttempt.test.ts60 await recordFailedEmailSignInAttempt(store, "user@example.com");CODE
LOW⚡…uth/src/helpers/recordFailedEmailSignInAttempt.test.ts61 await recordFailedEmailSignInAttempt(store, "user@example.com");CODE
LOW⚡…uth/src/helpers/recordFailedEmailSignInAttempt.test.ts62 await recordFailedEmailSignInAttempt(store, "user@example.com");CODE
LOW⚡…uth/src/helpers/recordFailedEmailSignInAttempt.test.ts63 await recordFailedEmailSignInAttempt(store, "user@example.com");CODE
LOW…uth/src/helpers/recordFailedEmailSignInAttempt.test.ts95 identifier: "user@example.com",CODE
LOW…uth/src/helpers/recordFailedEmailSignInAttempt.test.ts105 recordFailedEmailSignInAttempt(store, "user@example.com"),CODE
LOWpackages/spaces/src/drivers/orpc/api.test.ts54 email: "test@test.com",CODE
LOWpackages/user/src/mockedUser.ts5 name: "John Doe",CODE
LOWpackages/forge/blocks/calCom/src/actions/bookEvent.ts21 placeholder: "John Doe",CODE
LOW⚡packages/scripts/src/cli.test.ts15 "user@example.com",CODE
LOW⚡packages/scripts/src/cli.test.ts17 expect(getCliOption(["--email", "user@example.com"], "email")).toBe(CODE
LOW⚡packages/scripts/src/cli.test.ts18 "user@example.com",CODE
LOWpackages/scripts/src/cli.test.ts42 ).resolves.toEqual({ type: "email", value: "user@example.com" });CODE
LOWpackages/scripts/src/helpers/destroyUser.test.ts15 await destroyUserWithDependencies("user@example.com", dependencies);CODE
LOWpackages/scripts/src/helpers/destroyUser.test.ts31 members: [{ user: { email: "user@example.com" } }],CODE
LOWpackages/scripts/src/helpers/destroyUser.test.ts40 await destroyUserWithDependencies("user@example.com", dependencies);CODE
LOWpackages/scripts/src/helpers/destroyUser.test.ts69 { user: { email: "user@example.com" } },CODE
LOWpackages/scripts/src/helpers/destroyUser.test.ts80 await destroyUserWithDependencies("user@example.com", dependencies);CODE
LOWpackages/templates/src/typebots/onboarding.json137 "placeholder": "Type the company name..."CODE
LOWpackages/templates/src/typebots/faq.json329 "placeholder": "Type your question..."CODE
LOWpackages/templates/src/typebots/lead-gen-ai.json132 "placeholder": "Type your answer...",CODE
LOWpackages/templates/src/typebots/lead-gen-ai.json271 "placeholder": "Type your answer...",CODE
LOWpackages/templates/src/typebots/lead-scoring.json251 "placeholder": "Type your country..."CODE
LOW…es/templates/src/typebots/digital-product-payment.json42 "labels": { "placeholder": "Type your name..." },CODE
LOWpackages/templates/src/typebots/lead-magnet.json76 "labels": { "placeholder": "Your first name" },CODE
LOWpackages/templates/src/typebots/chat-gpt-personas.json481 "placeholder": "Type your answer...",CODE
LOWpackages/templates/src/typebots/chat-gpt-personas.json510 "placeholder": "Type your answer...",CODE
LOWpackages/templates/src/typebots/chat-gpt-personas.json539 "placeholder": "Type your answer...",CODE
LOWpackages/templates/src/typebots/customer-support.json86 "placeholder": "Describe the bug..."CODE
LOWpackages/embeds/js/README.md162 "User name": "John Doe",CODE
LOWpackages/embeds/js/README.md167It will prefill the `Current URL` variable with "https://my-site/account" and the `User name` variable with "John Doe". CODE
LOWpackages/embeds/react/README.md135 "User name": "John Doe",CODE
LOWpackages/embeds/react/README.md142It will prefill the `Current URL` variable with "https://my-site/account" and the `User name` variable with "John Doe". CODE
LOWapps/docs/openapi/viewer.json1105 "placeholder": {CODE
LOWapps/docs/openapi/viewer.json1304 "placeholder": {CODE
LOWapps/docs/openapi/viewer.json1347 "placeholder": {CODE
LOWapps/docs/openapi/viewer.json1456 "placeholder": {CODE
LOWapps/docs/openapi/viewer.json1499 "placeholder": {CODE
LOWapps/docs/openapi/viewer.json1818 "placeholder": {CODE
LOWapps/docs/openapi/viewer.json2298 "placeholder": {CODE
LOWapps/docs/openapi/viewer.json4005 "placeholder": {CODE
LOWapps/docs/openapi/viewer.json4204 "placeholder": {CODE
LOWapps/docs/openapi/viewer.json4247 "placeholder": {CODE
LOWapps/docs/openapi/viewer.json4356 "placeholder": {CODE
LOWapps/docs/openapi/viewer.json4399 "placeholder": {CODE
LOWapps/docs/openapi/viewer.json4718 "placeholder": {CODE
LOWapps/docs/openapi/viewer.json5198 "placeholder": {CODE
LOWapps/docs/openapi/viewer.json7907 "placeholder": {CODE
LOWapps/docs/openapi/viewer.json8106 "placeholder": {CODE
50 more matches not shown…
Decorative Section Separators11 hits · 33 pts
SeverityFileLineSnippetContext
MEDIUMpackages/bot-engine/src/computeResultTranscript.ts38// 🛠️ Queue helpers ────────────────────────────────────────────────────────────COMMENT
MEDIUMpackages/bot-engine/src/computeResultTranscript.ts87// 🧮 Public API ────────────────────────────────────────────────────────────────COMMENT
MEDIUMpackages/bot-engine/src/computeResultTranscript.ts143// 🔍 Helpers ───────────────────────────────────────────────────────────────────COMMENT
MEDIUMpackages/bot-engine/src/computeResultTranscript.ts174// 🚶‍♂️ Graph traversal ──────────────────────────────────────────────────────────COMMENT
MEDIUMpackages/bot-engine/src/computeResultTranscript.ts225 // ──────────────────────────────────────────────────────────── Bubble blocksCOMMENT
MEDIUMpackages/bot-engine/src/computeResultTranscript.ts245 // ──────────────────────────────────────────────────────────── Input blocksCOMMENT
MEDIUMpackages/bot-engine/src/computeResultTranscript.ts383 // ──────────────────────────────────────────────────────────── ConditionCOMMENT
MEDIUMpackages/bot-engine/src/computeResultTranscript.ts437 // ──────────────────────────────────────────────────────────── Typebot linkCOMMENT
MEDIUMpackages/bot-engine/src/computeResultTranscript.ts486 // ──────────────────────────────────────────────────────────── RecurseCOMMENT
MEDIUMpackages/bot-engine/src/computeResultTranscript.ts505 // ────────────────────────────────────────── handle multi‑typebot queue unwindCOMMENT
MEDIUMpackages/bot-engine/src/computeResultTranscript.ts532// 🔄 Misc utilities ────────────────────────────────────────────────────────────COMMENT
Verbosity Indicators4 hits · 9 pts
SeverityFileLineSnippetContext
LOW⚡packages/scripts/src/churnAgent/constants.ts33### Step 1: Provide a very short summary of why the workspace use Typebot (bot use cases) and why they subscribed to a pCOMMENT
LOW⚡packages/scripts/src/churnAgent/constants.ts35### Step 2: Write a bullet point list of the workspace's key events.COMMENT
LOW⚡packages/scripts/src/churnAgent/constants.ts37### Step 3: Attempt to guess why the workspace churnedCOMMENT
LOW⚡packages/scripts/src/churnAgent/constants.ts39### Step 4: Craft an email sent from Baptiste to the workspace adminCOMMENT
Structural Annotation Overuse4 hits · 9 pts
SeverityFileLineSnippetContext
LOW⚡packages/scripts/src/churnAgent/constants.ts33### Step 1: Provide a very short summary of why the workspace use Typebot (bot use cases) and why they subscribed to a pCOMMENT
LOW⚡packages/scripts/src/churnAgent/constants.ts35### Step 2: Write a bullet point list of the workspace's key events.COMMENT
LOW⚡packages/scripts/src/churnAgent/constants.ts37### Step 3: Attempt to guess why the workspace churnedCOMMENT
LOW⚡packages/scripts/src/churnAgent/constants.ts39### Step 4: Craft an email sent from Baptiste to the workspace adminCOMMENT
Hyper-Verbose Identifiers6 hits · 6 pts
SeverityFileLineSnippetContext
LOWpackages/forge/cli/src/index.ts489async function addBlockToRepoDefinitions(CODE
LOWpackages/forge/cli/src/index.ts548async function addBlockToCredentialsRepoSchemas(CODE
LOWpackages/forge/cli/src/index.ts619async function addBlockToRepoPackageJson(id: string) {CODE
LOWpackages/scripts/src/sendEmailCampaign.ts285function getOptionalPositiveIntegerEnv(name: string) {CODE
LOWapps/landing-page/src/routes/sitemap[.]xml.ts26function transformPathToSitemapUrlEntry(CODE
LOW…ures/analytics/helpers/populateEdgesWithTotalVisits.ts33export function populateEdgesWithTotalVisits({CODE
Slop Phrases3 hits · 5 pts
SeverityFileLineSnippetContext
LOWpackages/templates/src/typebots/customer-support.json165 { "text": "First, don't forget to check out the " },CODE
MEDIUM.vscode/i18n-ally-custom-framework.yml11# To help with this, you can use https://www.freeformatter.com/json-escape.htmlCOMMENT
LOWapps/viewer/src/test/assets/typebots/analytics.json163 { "text": "First, don't forget to check out the " },CODE
Overly Generic Function Names3 hits · 3 pts
SeverityFileLineSnippetContext
LOWapps/viewer/src/app/api/[[...rest]]/route.ts75async function handleRequest(CODE
LOWapps/builder/src/app/api/[[...rest]]/route.ts76async function handleRequest(CODE
LOWapps/builder/src/app/api/orpc/[[...rest]]/route.ts11async function handleRequest(request: Request) {CODE