AI Slop Code RIsk Monitor

botpress/botpress

The open-source hub to build & deploy GPT/LLM Agents ⚡️

4.4 Low pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for botpress/botpress, a TypeScript project with 14,946 GitHub stars. SynthScan examined 343,337 lines of code across 3508 source files, recording 388 pattern matches distributed across 13 syntactic categories. The legacy adjusted pattern signal is 4.4 (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.

4.4
Adjusted Signal
4.4
Raw Pattern Score
100%
Time Factor
2026-10-09
Last Push
14.9K
Stars
TypeScript
Language
343.3K
Lines of Code
3.5K
Files
388
Pattern Hits
2026-10-12
Scan Date
0.03
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 3.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 146 finding(s).

Hallucinated Dependency & Supply Chain Risk 15.5/100 · LOW

Are imports declared and package/API names verified? 184 finding(s).

Agent Over-Engineering Ratio 3.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 126 finding(s).

PR Review Velocity Impact 17.7/100 · LOW

Which changes need focused human review? 388 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 84HIGH 9MEDIUM 73LOW 222

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 388 distinct pattern matches across 13 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.

Hallucination Indicators84 hits · 1000 pts
SeverityFileLineSnippetContext
CRITICAL⚡plugins/hitl/src/conv-manager.ts157 return await this._props.states.conversation.initiatingUser.set(this._conversation.id, { upstreamUserId: userId })CODE
CRITICAL⚡plugins/hitl/src/conv-manager.ts161 return await this._props.states.conversation.hitl.getOrSet(this._conversation.id, DEFAULT_STATE)CODE
CRITICAL⚡plugins/hitl/src/conv-manager.ts165 return await this._props.states.conversation.hitl.set(this._conversation.id, state)CODE
CRITICAL⚡integrations/postmark/integration.definition.ts157 text: { schema: sdk.messages.defaults.text.schema.extend(emailProps) },CODE
CRITICAL⚡integrations/postmark/integration.definition.ts158 image: { schema: sdk.messages.defaults.image.schema.extend(emailProps) },CODE
CRITICAL⚡integrations/postmark/integration.definition.ts159 audio: { schema: sdk.messages.defaults.audio.schema.extend(emailProps) },CODE
CRITICAL⚡integrations/postmark/integration.definition.ts160 video: { schema: sdk.messages.defaults.video.schema.extend(emailProps) },CODE
CRITICAL⚡integrations/postmark/integration.definition.ts161 file: { schema: sdk.messages.defaults.file.schema.extend(emailProps) },CODE
CRITICAL⚡integrations/postmark/integration.definition.ts162 location: { schema: sdk.messages.defaults.location.schema.extend(emailProps) },CODE
CRITICAL⚡integrations/postmark/integration.definition.ts163 carousel: { schema: sdk.messages.defaults.carousel.schema.extend(emailProps) },CODE
CRITICAL⚡integrations/postmark/integration.definition.ts164 card: { schema: sdk.messages.defaults.card.schema.extend(emailProps) },CODE
CRITICAL⚡integrations/postmark/integration.definition.ts165 dropdown: { schema: sdk.messages.defaults.dropdown.schema.extend(emailProps) },CODE
CRITICAL⚡integrations/postmark/integration.definition.ts166 choice: { schema: sdk.messages.defaults.choice.schema.extend(emailProps) },CODE
CRITICAL⚡integrations/postmark/integration.definition.ts167 bloc: { schema: sdk.messages.defaults.bloc.schema.extend(emailProps) },CODE
CRITICAL⚡integrations/chat/definitions/channels/messages.ts6const text = { schema: sdk.messages.defaults.text.schema.extend({ metadata }) }CODE
CRITICAL⚡integrations/chat/definitions/channels/messages.ts7const image = { schema: sdk.messages.defaults.image.schema.extend({ metadata }) }CODE
CRITICAL⚡integrations/chat/definitions/channels/messages.ts8const audio = { schema: sdk.messages.defaults.audio.schema.extend({ metadata }) }CODE
CRITICAL⚡integrations/chat/definitions/channels/messages.ts9const video = { schema: sdk.messages.defaults.video.schema.extend({ metadata }) }CODE
CRITICAL⚡integrations/chat/definitions/channels/messages.ts10const file = { schema: sdk.messages.defaults.file.schema.extend({ metadata }) }CODE
CRITICAL⚡integrations/chat/definitions/channels/messages.ts11const location = { schema: sdk.messages.defaults.location.schema.extend({ metadata }) }CODE
CRITICAL⚡integrations/chat/definitions/channels/messages.ts12const carousel = { schema: sdk.messages.defaults.carousel.schema.extend({ metadata }) }CODE
CRITICAL⚡integrations/chat/definitions/channels/messages.ts13const card = { schema: sdk.messages.defaults.card.schema.extend({ metadata }) }CODE
CRITICAL⚡integrations/chat/definitions/channels/messages.ts14const dropdown = { schema: sdk.messages.defaults.dropdown.schema.extend({ metadata }) }CODE
CRITICAL⚡integrations/chat/definitions/channels/messages.ts15const choice = { schema: sdk.messages.defaults.choice.schema.extend({ metadata }) }CODE
CRITICALintegrations/hubspot/src/hubspot-api/hubspot-client.ts137 const contacts = await this._hsClient.crm.contacts.searchApi.doSearch({CODE
CRITICALintegrations/hubspot/src/hubspot-api/hubspot-client.ts156 const contact = await this._hsClient.crm.contacts.basicApi.getById(contactId.toString(), [CODE
CRITICALintegrations/hubspot/src/hubspot-api/hubspot-client.ts200 const companies = await this._hsClient.crm.companies.searchApi.doSearch({CODE
CRITICALintegrations/hubspot/src/hubspot-api/hubspot-client.ts221 const company = await this._hsClient.crm.companies.basicApi.getById(companyId.toString(), [CODE
CRITICALintegrations/hubspot/src/hubspot-api/hubspot-client.ts241 const updatedCompany = await this._hsClient.crm.companies.basicApi.update(companyId.toString(), {CODE
CRITICALintegrations/hubspot/src/hubspot-api/hubspot-client.ts311 const tickets = await this._hsClient.crm.tickets.searchApi.doSearch({CODE
CRITICALintegrations/hubspot/src/hubspot-api/hubspot-client.ts334 const ticket = await this._hsClient.crm.tickets.basicApi.getById(ticketId, [CODE
CRITICALintegrations/hubspot/src/hubspot-api/hubspot-client.ts399 const newContact = await this._hsClient.crm.contacts.basicApi.create({CODE
CRITICALintegrations/hubspot/src/hubspot-api/hubspot-client.ts448 return this._hsClient.crm.properties.coreApi.getAll(objectType)CODE
CRITICALintegrations/hubspot/src/hubspot-api/hubspot-client.ts456 const contact = await this._hsClient.crm.contacts.basicApi.getById(CODE
CRITICALintegrations/hubspot/src/hubspot-api/hubspot-client.ts485 const updatedContact = await this._hsClient.crm.contacts.basicApi.update(CODE
CRITICALintegrations/hubspot/src/hubspot-api/hubspot-client.ts501 await this._hsClient.crm.contacts.basicApi.archive(contactId)CODE
CRITICALintegrations/hubspot/src/hubspot-api/hubspot-client.ts506 const { results, paging } = await this._hsClient.crm.contacts.basicApi.getPage(PAGING_LIMIT, nextToken, [CODE
CRITICALintegrations/hubspot/src/hubspot-api/hubspot-client.ts656 return await this._hsClient.crm.tickets.basicApi.create(ticketCreateInput)CODE
CRITICALintegrations/hubspot/src/hubspot-api/hubspot-client.ts707 const currentTicket = await this._hsClient.crm.tickets.basicApi.getById(ticketId, ['hs_pipeline'])CODE
CRITICALintegrations/hubspot/src/hubspot-api/hubspot-client.ts743 const updatedTicket = await this._hsClient.crm.tickets.basicApi.update(ticketId, {CODE
CRITICALintegrations/hubspot/src/hubspot-api/hubspot-client.ts762 await this._hsClient.crm.tickets.basicApi.archive(ticketId)CODE
CRITICALintegrations/hubspot/src/hubspot-api/hubspot-client.ts781 const deals = await this._hsClient.crm.deals.searchApi.doSearch({CODE
CRITICALintegrations/hubspot/src/hubspot-api/hubspot-client.ts802 const deal = await this._hsClient.crm.deals.basicApi.getById(dealId, [CODE
CRITICALintegrations/hubspot/src/hubspot-api/hubspot-client.ts813 await this._hsClient.crm.deals.basicApi.archive(dealId)CODE
CRITICALintegrations/hubspot/src/hubspot-api/hubspot-client.ts828 const deal = await this._hsClient.crm.deals.basicApi.update(dealId, {CODE
CRITICALintegrations/hubspot/src/hubspot-api/hubspot-client.ts841 const deal = await this._hsClient.crm.deals.basicApi.create({CODE
CRITICALintegrations/hubspot/src/hubspot-api/hubspot-client.ts863 const lead = await this._hsClient.crm.objects.leads.basicApi.create({CODE
CRITICALintegrations/hubspot/src/hubspot-api/hubspot-client.ts888 const lead = await this._hsClient.crm.objects.leads.basicApi.getById(leadId, [CODE
CRITICALintegrations/hubspot/src/hubspot-api/hubspot-client.ts897 await this._hsClient.crm.objects.leads.basicApi.archive(leadId)CODE
CRITICALintegrations/hubspot/src/hubspot-api/hubspot-client.ts912 const lead = await this._hsClient.crm.objects.leads.basicApi.update(leadId, {CODE
CRITICALintegrations/hubspot/src/hubspot-api/hubspot-client.ts938 const leads = await this._hsClient.crm.objects.leads.searchApi.doSearch({CODE
CRITICALintegrations/hubspot/src/hubspot-api/hubspot-client.ts1078 const company = await this._hsClient.crm.companies.basicApi.getById(canonicalInput, [CODE
CRITICALintegrations/hubspot/src/hubspot-api/hubspot-client.ts1086 const companies = await this._hsClient.crm.companies.searchApi.doSearch({CODE
CRITICALintegrations/hubspot/src/hubspot-api/hubspot-client.ts1229 const pipelines = await this._hsClient.crm.pipelines.pipelinesApi.getAll('ticket')CODE
CRITICALintegrations/hubspot/src/hubspot-api/hubspot-client.ts1262 const properties = await this._hsClient.crm.properties.coreApi.getAll('contacts')CODE
CRITICALintegrations/hubspot/src/hubspot-api/hubspot-client.ts1272 return await this._hsClient.crm.owners.ownersApi.getById(numericOwnerId)CODE
CRITICALintegrations/hubspot/src/hubspot-api/hubspot-client.ts1288 const owners = await this._hsClient.crm.owners.ownersApi.getPage(email, undefined, 1, false)CODE
CRITICALintegrations/hubspot/src/hubspot-api/hubspot-client.ts1300 const ticket = await this._hsClient.crm.tickets.basicApi.getById(id)CODE
CRITICAL…tegrations/hubspot/src/hubspot-api/properties-cache.ts108 const properties = await this._hsClient.crm.properties.coreApi.getAll(this._type, false)CODE
CRITICAL⚡…ons/messenger/definitions/channels/channel/messages.ts20 image: { schema: sdk.messages.defaults.image.schema.merge(commentIdSchema) },CODE
24 more matches not shown…
Decorative Section Separators58 hits · 138 pts
SeverityFileLineSnippetContext
MEDIUM…ations/whatsapp/src/channels/message-types/carousel.ts60// ─── Partitioning ───────────────────────────────────────────────────COMMENT
MEDIUM…ations/whatsapp/src/channels/message-types/carousel.ts156// ─── Native-carousel construction ───────────────────────────────────COMMENT
MEDIUMpackages/zui/src/z/typings.ts13//* ─────────────────────────── UI & Metadata ───────────────────────────────COMMENT
MEDIUMpackages/zui/src/z/typings.ts79//* ─────────────────────────── Errors & Issues ───────────────────────────────COMMENT
MEDIUMpackages/zui/src/z/typings.ts280//* ─────────────────────────── Parsing ──────────────────────────────────────COMMENT
MEDIUMpackages/zui/src/z/typings.ts346//* ─────────────────────────── Standard Schema (https://standardschema.dev) ──COMMENT
MEDIUMpackages/zui/src/z/typings.ts406//* ─────────────────────────── Base Type ───────────────────────────────────COMMENT
MEDIUMpackages/zui/src/z/typings.ts618//* ─────────────────────────── ZodAny ───────────────────────────────────────COMMENT
MEDIUMpackages/zui/src/z/typings.ts627//* ─────────────────────────── ZodArray ─────────────────────────────────────COMMENT
MEDIUMpackages/zui/src/z/typings.ts668//* ─────────────────────────── ZodBigInt ────────────────────────────────────COMMENT
MEDIUMpackages/zui/src/z/typings.ts712//* ─────────────────────────── ZodBoolean ───────────────────────────────────COMMENT
MEDIUMpackages/zui/src/z/typings.ts722//* ─────────────────────────── ZodBranded ───────────────────────────────────COMMENT
MEDIUMpackages/zui/src/z/typings.ts747//* ─────────────────────────── ZodCatch ────────────────────────────────────COMMENT
MEDIUMpackages/zui/src/z/typings.ts761//* ─────────────────────────── ZodDate ─────────────────────────────────────COMMENT
MEDIUMpackages/zui/src/z/typings.ts789//* ─────────────────────────── ZodDefault ───────────────────────────────────COMMENT
MEDIUMpackages/zui/src/z/typings.ts807//* ─────────────────────────── ZodEnum ─────────────────────────────────────COMMENT
MEDIUMpackages/zui/src/z/typings.ts851//* ─────────────────────────── ZodNever ────────────────────────────────────COMMENT
MEDIUMpackages/zui/src/z/typings.ts860//* ─────────────────────────── ZodNullable ─────────────────────────────────COMMENT
MEDIUMpackages/zui/src/z/typings.ts876//* ─────────────────────────── ZodOptional ────────────────────────────────COMMENT
MEDIUMpackages/zui/src/z/typings.ts892//* ─────────────────────────── ZodTuple ────────────────────────────────────COMMENT
MEDIUMpackages/zui/src/z/typings.ts933//* ─────────────────────────── ZodObject ────────────────────────────────────COMMENT
MEDIUMpackages/zui/src/z/typings.ts1149//* ─────────────────────────── ZodDiscriminatedUnion ──────────────────────────COMMENT
MEDIUMpackages/zui/src/z/typings.ts1191//* ─────────────────────────── ZodUnknown ───────────────────────────────────COMMENT
MEDIUMpackages/zui/src/z/typings.ts1200//* ─────────────────────────── ZodFunction ───────────────────────────────────COMMENT
MEDIUMpackages/zui/src/z/typings.ts1244//* ─────────────────────────── ZodIntersection ──────────────────────────────COMMENT
MEDIUMpackages/zui/src/z/typings.ts1259//* ─────────────────────────── ZodLazy ─────────────────────────────────────COMMENT
MEDIUMpackages/zui/src/z/typings.ts1278//* ─────────────────────────── ZodLiteral ───────────────────────────────────COMMENT
MEDIUMpackages/zui/src/z/typings.ts1291//* ─────────────────────────── ZodMap ───────────────────────────────────────COMMENT
MEDIUMpackages/zui/src/z/typings.ts1309//* ─────────────────────────── ZodNaN ───────────────────────────────────────COMMENT
MEDIUMpackages/zui/src/z/typings.ts1318//* ─────────────────────────── ZodNativeEnum ────────────────────────────────COMMENT
MEDIUMpackages/zui/src/z/typings.ts1335//* ─────────────────────────── ZodNull ─────────────────────────────────────COMMENT
MEDIUMpackages/zui/src/z/typings.ts1344//* ─────────────────────────── ZodNumber ────────────────────────────────────COMMENT
MEDIUMpackages/zui/src/z/typings.ts1402//* ─────────────────────────── ZodPipeline ──────────────────────────────────COMMENT
MEDIUMpackages/zui/src/z/typings.ts1419//* ─────────────────────────── ZodPromise ───────────────────────────────────COMMENT
MEDIUMpackages/zui/src/z/typings.ts1435//* ─────────────────────────── ZodReadonly ───────────────────────────────────COMMENT
MEDIUMpackages/zui/src/z/typings.ts1475//* ─────────────────────────── ZodString ────────────────────────────────────COMMENT
MEDIUMpackages/zui/src/z/typings.ts1633//* ─────────────────────────── ZodRecord ────────────────────────────────────COMMENT
MEDIUMpackages/zui/src/z/typings.ts1663//* ─────────────────────────── ZodRef ───────────────────────────────────────COMMENT
MEDIUMpackages/zui/src/z/typings.ts1673//* ─────────────────────────── ZodSet ───────────────────────────────────────COMMENT
MEDIUMpackages/zui/src/z/typings.ts1701//* ─────────────────────────── ZodSymbol ────────────────────────────────────COMMENT
MEDIUMpackages/zui/src/z/typings.ts1710//* ─────────────────────────── ZodEffects ───────────────────────────────────COMMENT
MEDIUMpackages/zui/src/z/typings.ts1758//* ─────────────────────────── ZodUndefined ─────────────────────────────────COMMENT
MEDIUMpackages/zui/src/z/typings.ts1767//* ─────────────────────────── ZodUnion ────────────────────────────────────COMMENT
MEDIUMpackages/zui/src/z/typings.ts1785//* ─────────────────────────── ZodVoid ─────────────────────────────────────COMMENT
MEDIUMpackages/zui/src/z/typings.ts1794//* ─────────────────────────── ZodNativeType ───────────────────────────────COMMENT
MEDIUMpackages/zui/src/z/typings.ts1847//* ─────────────────────────── Builders ──────────────────────────────COMMENT
MEDIUMpackages/llmz/examples/22_chat_streaming/index.ts38// ────────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMpackages/llmz/examples/22_chat_streaming/index.ts40// ────────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMpackages/llmz/examples/22_chat_streaming/index.ts109// ────────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMpackages/llmz/examples/22_chat_streaming/index.ts111// ────────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMpackages/llmz/examples/22_chat_streaming/index.ts131// ────────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMpackages/llmz/examples/22_chat_streaming/index.ts133// ────────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMpackages/llmz/examples/22_chat_streaming/index.ts189// ────────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMpackages/llmz/examples/22_chat_streaming/index.ts191// ────────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMpackages/llmz/examples/22_chat_streaming/index.ts213// ────────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMpackages/llmz/examples/22_chat_streaming/index.ts215// ────────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMpackages/llmz/examples/22_chat_streaming/index.ts273 // ── Exits ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMpackages/llmz/examples/22_chat_streaming/index.ts298 // ── The agent handed the turn back: ask the user ─────────────────────────COMMENT
Fake / Example Data91 hits · 95 pts
SeverityFileLineSnippetContext
LOWbots/hit-looper/src/index.ts52 name: 'John Doe',CODE
LOW…ile-synchronizer/src/sync-queue/file-processor.test.ts32const EXISTING_FILE = 'dummy-id'CODE
LOW…tions/confluence/src/parser/testFiles/jsonExample.json121 "type": "placeholder",CODE
LOW…tions/confluence/src/parser/testFiles/jsonExample.json255 "type": "placeholder",CODE
LOW…tions/confluence/src/parser/testFiles/jsonExample.json338 "type": "placeholder",CODE
LOW…tions/confluence/src/parser/testFiles/jsonExample.json413 "type": "placeholder",CODE
LOW…tions/confluence/src/parser/testFiles/jsonExample.json488 "type": "placeholder",CODE
LOW…tions/confluence/src/parser/testFiles/jsonExample.json535 "type": "placeholder",CODE
LOW…tions/confluence/src/parser/testFiles/jsonExample.json579 "placeholder": [CODE
LOW…tions/confluence/src/parser/testFiles/jsonExample.json597 "type": "placeholder",CODE
LOW…tions/confluence/src/parser/testFiles/jsonExample.json747 "type": "placeholder",CODE
LOW…tions/confluence/src/parser/testFiles/jsonExample.json768 "type": "placeholder",CODE
LOW…tions/confluence/src/parser/testFiles/jsonExample.json789 "type": "placeholder",CODE
LOW…ions/confluence/src/parser/testFiles/jsonExample3.json290 "type": "placeholder",CODE
LOW…ions/confluence/src/parser/testFiles/jsonExample3.json309 "type": "placeholder",CODE
LOW…ions/confluence/src/parser/testFiles/jsonExample3.json365 { "type": "placeholder", "attrs": { "text": "P. ex., simplifier l'expérience utilisateur" } }CODE
LOW…ions/confluence/src/parser/testFiles/jsonExample3.json377 { "type": "placeholder", "attrs": { "text": "P. ex., le score de satisfaction client augmente" } }CODE
LOW…ions/confluence/src/parser/testFiles/jsonExample3.json413 "type": "placeholder",CODE
LOW…ions/confluence/src/parser/testFiles/jsonExample3.json432 "type": "placeholder",CODE
LOW…ions/confluence/src/parser/testFiles/jsonExample3.json459 "placeholder": [CODE
LOW…ions/confluence/src/parser/testFiles/jsonExample3.json477 "type": "placeholder",CODE
LOW…ions/confluence/src/parser/testFiles/jsonExample3.json560 "content": [{ "type": "placeholder", "attrs": { "text": "P. ex., doit être « responsive »" } }]CODE
LOW…ions/confluence/src/parser/testFiles/jsonExample3.json572 "type": "placeholder",CODE
LOW…ions/confluence/src/parser/testFiles/jsonExample3.json657 "type": "placeholder",CODE
LOW…ions/confluence/src/parser/testFiles/jsonExample3.json740 "type": "placeholder",CODE
LOW…ions/confluence/src/parser/testFiles/jsonExample3.json755 "type": "placeholder",CODE
LOW…ions/confluence/src/parser/testFiles/jsonExample3.json770 "content": [{ "type": "placeholder", "attrs": { "text": "Saisissez // pour ajouter une date" } }]CODE
LOW…ions/confluence/src/parser/testFiles/jsonExample3.json791 "type": "placeholder",CODE
LOW…ions/confluence/src/parser/testFiles/jsonExample2.json54 "type": "placeholder",CODE
LOW…ions/confluence/src/parser/testFiles/jsonExample2.json88 "type": "placeholder",CODE
LOW…ions/confluence/src/parser/testFiles/jsonExample2.json122 "type": "placeholder",CODE
LOW…ions/confluence/src/parser/testFiles/jsonExample2.json175 "type": "placeholder",CODE
LOW…ions/confluence/src/parser/testFiles/jsonExample2.json195 "type": "placeholder",CODE
LOW…ions/confluence/src/parser/testFiles/jsonExample2.json215 "type": "placeholder",CODE
LOW…ions/confluence/src/parser/testFiles/jsonExample2.json253 "type": "placeholder",CODE
LOW…ions/confluence/src/parser/testFiles/jsonExample2.json287 "type": "placeholder",CODE
LOW…ions/confluence/src/parser/testFiles/jsonExample2.json321 "type": "placeholder",CODE
LOW…ions/confluence/src/parser/testFiles/jsonExample2.json355 "type": "placeholder",CODE
LOW…ions/confluence/src/parser/testFiles/jsonExample2.json675 "type": "placeholder",CODE
LOW…ions/confluence/src/parser/testFiles/jsonExample2.json720 "type": "placeholder",CODE
LOW…ions/confluence/src/parser/testFiles/jsonExample2.json760 "type": "placeholder",CODE
LOWintegrations/slack/hub.md41 name: 'John Doe'CODE
LOWintegrations/slack/hub.md60 name: 'John Doe'CODE
LOW⚡integrations/slack/src/misc/replace-mentions.test.ts9 const mentions: Mention[] = [{ start: 6, end: 10, user: { id: 'u1', name: 'John Doe' } }]CODE
LOW⚡integrations/slack/src/misc/replace-mentions.test.ts15 { start: 0, end: 5, user: { id: 'u1', name: 'John Doe' } },CODE
LOW⚡integrations/slack/src/misc/replace-mentions.test.ts16 { start: 6, end: 11, user: { id: 'u2', name: 'Jane Doe' } },CODE
LOWintegrations/slack/src/misc/replace-mentions.test.ts27 const mentions: Mention[] = [{ start: 0, end: 4, user: { id: 'u1', name: 'John Doe' } }]CODE
LOW…ons/whatsapp/src/misc/markdown-to-whatsapp-rtf.test.ts136 expect(convertMarkdownToWhatsApp('test@test.com')).toBe('test@test.com')CODE
LOWintegrations/stripe/src/misc/custom-schemas.ts233 name: z.string().optional().describe('The name of the customer').placeholder('John Doe').title('Name'),CODE
LOWintegrations/stripe/src/setup/handler.ts16const _signatureVerifier = new Stripe('placeholder', { apiVersion: '2023-08-16' })CODE
LOWpackages/zui/src/z/types/catch/catch.test.ts193 return 'John Doe'CODE
LOW…i/src/transforms/zui-from-object/object-to-zui.test.ts40 address: { street: '123 Main St', city: 'New York', state: 'NY' },CODE
LOW…i/src/transforms/zui-from-object/object-to-zui.test.ts118 street: '123 Main St',CODE
LOW…/src/transforms/zui-to-typescript-schema/index.test.ts665 test('placeholder', () => {CODE
LOW…s/zui/src/transforms/zui-to-typescript-schema/index.ts303 'placeholder',CODE
LOW…/src/conversation-transcript/message-formatter.test.ts19 name: 'John Doe',CODE
LOW…onversation-transcript/conversation-transcript.test.ts8 name: 'John Doe',CODE
LOWpackages/llmz/DOCS.md510 value: 'John Doe',CODE
LOWpackages/llmz/DOCS.md549const userName = user.name // "John Doe"CODE
LOWpackages/llmz/DOCS.md590// before: 'John Doe',COMMENT
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Hyper-Verbose Identifiers68 hits · 68 pts
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LOW…ector/src/utils/create-integration-transfer-handler.ts22export function createIntegrationTransferHandler(props: CreateIntegrationTransferHandlerProps): {CODE
LOWintegrations/monday/src/oauth-wizard/wizard.ts42 function installMondayAppAndContinue() {CODE
LOW…grations/bigcommerce-sync/src/actions/sync-products.ts41function transformProductToTableRow(CODE
LOWintegrations/workable/src/mapping/candidate-mapper.ts9export function fromListCandidatesInputModel(CODE
LOWintegrations/workable/src/mapping/candidate-mapper.ts22export function toListCandidatesOutputModel(CODE
LOWintegrations/workable/src/mapping/candidate-mapper.ts64export function fromGetCandidateInputModel(CODE
LOWintegrations/workable/src/mapping/candidate-mapper.ts70export function toBaseDetailedCandidateModel(CODE
LOWintegrations/workable/src/mapping/candidate-mapper.ts178export function toCandidateCreatedEventModel(CODE
LOWintegrations/workable/src/mapping/candidate-mapper.ts192export function toCandidateMovedEventModel(CODE
LOWintegrations/workable/src/mapping/candidate-mapper.ts206export function fromPostEducationEntryModel(CODE
LOWintegrations/workable/src/mapping/candidate-mapper.ts230export function fromPostExperienceEntryModel(CODE
LOWintegrations/workable/src/mapping/candidate-mapper.ts252export function toPostCandidateInJobOutputModel(CODE
LOWintegrations/workable/src/mapping/candidate-mapper.ts263export function toPostCandidateInTalentPoolOutputModel(CODE
LOWintegrations/workable/src/mapping/candidate-mapper.ts280export function fromPostCandidateInTalentPoolModel(CODE
LOWintegrations/workable/src/mapping/candidate-mapper.ts321export function fromPostCandidateInTalentPoolInputModel(CODE
LOWintegrations/workable/src/mapping/candidate-mapper.ts332export function fromPostCandidateInJobInputModel(CODE
LOWintegrations/workable/src/mapping/candidate-mapper.ts350export function fromUpdateCandidateInputModel(CODE
LOWintegrations/workable/src/mapping/candidate-mapper.ts400export function toUpdateCandidateOutputModel(CODE
LOWintegrations/workable/src/mapping/jobs-mapper.ts5export function toGetJobQuestionsOutputModel(CODE
LOWintegrations/workable/src/mapping/jobs-mapper.ts28export function fromGetJobQuestionsInputModel(CODE
LOWintegrations/zendesk-messaging-hitl/src/setup/util.ts1export function getAgentWorkspaceSwitchboardIntegrationName(): string {CODE
LOW…ssaging-hitl/src/events/switchboard-release-control.ts4export async function handleSwitchboardReleaseControl(CODE
LOW…desk-messaging-hitl/src/events/conversation-message.ts4export async function handleConversationMessage(CODE
LOWintegrations/messenger/src/misc/meta-client.ts344export async function createAuthenticatedMetaClient({CODE
LOWintegrations/messenger/src/misc/messenger-client.ts5export async function createAuthenticatedMessengerClient(client: bp.Client, ctx: bp.Context): Promise<MessengerClient> {CODE
LOWintegrations/messenger/src/misc/utils.ts7export function getGoogleMapLinkFromLocation(payload: Location) {CODE
LOWintegrations/messenger/src/misc/facebook-client.ts109export async function createAuthenticatedFacebookClient(ctx: bp.Context, client: bp.Client): Promise<FacebookClient> {CODE
LOWintegrations/messenger/src/misc/auth.ts11export async function getMessengerClientCredentials(CODE
LOWintegrations/messenger/src/misc/auth.ts50export async function getFacebookClientCredentials(CODE
LOWintegrations/messenger/src/misc/auth.ts89export async function getOAuthMetaClientCredentials(CODE
LOWintegrations/messenger/src/misc/auth.ts105export async function patchOAuthMetaClientCredentials(CODE
LOWintegrations/google-ai/src/actions/generate-content.ts108async function buildGenerateContentRequest(CODE
LOWintegrations/google-ai/src/actions/generate-content.ts311function buildFunctionCallingConfig(CODE
LOWintegrations/kommo/src/actions/contact.ts6function mapKommoContactToBotpress(contact: KommoContact) {CODE
LOWintegrations/sunco/src/events/conversation-message.ts4export async function handleConversationMessage(CODE
LOW…rations/telegram/src/misc/markdown-to-telegram-html.ts140export function stdMarkdownToTelegramHtml(markdown: string): MarkdownToTelegramHtmlResult {CODE
LOW…rations/telegram/src/misc/markdown-to-telegram-html.ts181export function markdownHtmlToTelegramPayloads(html: string, images: ImageData[]): MixedPayloads {CODE
LOW…egrations/teams/src/markdown/teams-html-to-markdown.ts6export function transformTeamsHtmlToStdMarkdown(teamsHtml: string) {CODE
LOWintegrations/loops/src/loops.webhook.ts8export function validateWebhookSigningSecret(value: string): void {CODE
LOWintegrations/anthropic/src/actions/generate-content.ts221async function mapToAnthropicMessageContent(message: llm.Message): Promise<Anthropic.MessageParam['content']> {CODE
LOWintegrations/anthropic/src/actions/generate-content.ts268async function mapMultipartMessageContentToAnthropicContent(CODE
LOWintegrations/slack/src/misc/markdown-to-slack.ts54export function transformMarkdownForSlack(text: string): string {CODE
LOWintegrations/instagram/refreshTokens.ts27async function refreshSandboxAccessToken(args: RefreshSecretArgs) {CODE
LOWintegrations/whatsapp/src/misc/template-utils.ts138export function parseTemplateVariablesJSON(templateVariablesJson: string, logger: bp.Logger): TemplateVariables {CODE
LOWintegrations/whatsapp/src/misc/template-utils.ts398export function buildBodyComponentFromLegacy(variables: TemplateVariables): TemplateComponent | undefined {CODE
LOW…grations/whatsapp/src/misc/markdown-to-whatsapp-rtf.ts58export function convertMarkdownToWhatsApp(markdown: string): string {CODE
LOWintegrations/openai/src/index.ts592function getOpenAIImageGenerationParams(modelId: ImageModelId): {CODE
LOWintegrations/twilio/src/markdown-to-twilio.ts29export function transformMarkdownForTwilio(text: string, channel: TwilioChannel) {CODE
LOWscripts/upload-sandbox-scripts.ts11function readIntegrationDefinition(integrationPath: string): any {CODE
LOWpackages/zui/src/transforms/common/utils.ts6export function primitiveToTypscriptLiteralType(x: Primitive): string {CODE
LOWpackages/zui/src/transforms/common/utils.ts20export function primitiveToTypescriptValue(x: Primitive): string {CODE
LOWpackages/cli/src/code-generation/generators.ts47export function primitiveToTypescriptValue(x: Primitive): string {CODE
LOWpackages/cli/src/code-generation/generators.ts54export function primitiveRecordToTypescriptValues(x: Record<string, Primitive>): Record<string, string> {CODE
LOWpackages/common/src/llm/errors.ts5export function createUpstreamProviderFailedError(cause: Error, message?: string) {CODE
LOWpackages/common/src/llm/openai.ts237async function mapToOpenAIMessageContent(message: Message) {CODE
LOWpackages/common/src/llm/openai.ts265async function mapMultipartMessageToOpenAIMessageParts(CODE
LOWpackages/common/src/llm/openai.ts413export function validateGptOssReasoningEffort(CODE
LOWpackages/common/src/llm/openai.ts445export function validateOpenAIReasoningEffort(CODE
LOWpackages/sdk/src/serve.ts96async function mapIncomingMessageToRequest(incoming: http.IncomingMessage): Promise<Request> {CODE
LOWpackages/llmz/src/exit-parser.ts144function tryUnionPrimitiveWrapping(CODE
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Cross-Language Confusion (JS/TS)9 hits · 60 pts
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HIGHpackages/llmz/e2e/chat-mode.test.ts486elif [[ ! -z "\${NAME}" ]]; thenCODE
HIGH⚡packages/llmz/e2e/chat-mode.test.ts584print(f"Hello {name}! You are {age} years old.")CODE
HIGH⚡packages/llmz/e2e/chat-mode.test.ts585print(f"Next year: {age + 1}")CODE
HIGH⚡packages/llmz/e2e/chat-mode.test.ts586print(f"Uppercase: {name.upper()}")CODE
HIGH⚡packages/llmz/e2e/chat-mode.test.ts590print(f"Price: \${price:.2f}")CODE
HIGH⚡packages/llmz/e2e/chat-mode.test.ts591print(f"Hex: {255:#x}")CODE
HIGH⚡packages/llmz/e2e/chat-mode.test.ts592print(f"Percentage: {0.846:.1%}")CODE
HIGH⚡packages/llmz/e2e/chat-mode.test.ts598 print(f"Valid phone: {phone}")CODE
HIGHpackages/llmz/e2e/chat-mode.test.ts615print(f"User: {user['name']} ({user.get('role', 'user')})")STRING
Structural Annotation Overuse22 hits · 46 pts
SeverityFileLineSnippetContext
LOW⚡…grations/bigcommerce-sync/src/actions/sync-products.ts302 // Step 1: Load categories and brandsCOMMENT
LOW⚡…grations/bigcommerce-sync/src/actions/sync-products.ts309 // Step 2: Get first page synchronouslyCOMMENT
LOW…grations/bigcommerce-sync/src/actions/sync-products.ts328 // Step 3: Process first page using unified functionCOMMENT
LOW…grations/bigcommerce-sync/src/actions/sync-products.ts345 // Step 4: If there are more pages, send webhook to trigger background processingCOMMENT
LOW⚡integrations/notion/hub.md38#### Step 1 - Create IntegrationCOMMENT
LOW⚡integrations/notion/hub.md42#### Step 2 - Give access to Notion AssetsCOMMENT
LOW⚡integrations/notion/hub.md46#### Step 3 - Configure your BotCOMMENT
LOW⚡integrations/notion/hub.md54#### Step 4 - Setup Webhooks (optional)COMMENT
LOW⚡integrations/kommo/hub.md17### Step 1: Create a Private Integration in KommoCOMMENT
LOW⚡integrations/kommo/hub.md26### Step 2: Generate an Access TokenCOMMENT
LOW⚡integrations/kommo/hub.md32### Step 3: Configure Botpress IntegrationCOMMENT
LOWintegrations/slack/hub.md112#### Step 1 - Preparing your Slack applicationCOMMENT
LOWintegrations/slack/hub.md146#### Step 2 - Completing the setup wizardCOMMENT
LOWintegrations/slack/hub.md153#### Step 3 - Enabling webhooksCOMMENT
LOW⚡packages/llmz/examples/21_chat_tool_components/index.ts98 // Step 1: Show progressCOMMENT
LOW⚡packages/llmz/examples/21_chat_tool_components/index.ts102 // Step 2: Show more progressCOMMENT
LOW⚡packages/llmz/examples/21_chat_tool_components/index.ts106 // Step 3: Yiels the ticket component itselfCOMMENT
LOW⚡packages/zai/src/operations/patch.ts649 // Step 1: Split files that are too largeCOMMENT
LOW⚡packages/zai/src/operations/patch.ts656 // Step 2: Create batches that fit within token limitsCOMMENT
LOW⚡packages/zai/src/operations/patch.ts659 // Step 3: Process batches in parallelCOMMENT
LOW⚡packages/zai/src/operations/patch.ts663 // Step 4: Merge results - combine patches from all batches per fileCOMMENT
LOW⚡packages/zai/src/operations/patch.ts673 // Step 5: Apply merged patches to original files (with JSON validation/repair for .json files)COMMENT
Modern AI Meta-Vocabulary12 hits · 34 pts
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MEDIUMpackages/llmz/DOCS.md998 // Implement guardrailsCOMMENT
MEDIUMpackages/llmz/DOCS.md1395### Citations (RAG Support)COMMENT
MEDIUMpackages/llmz/DOCS.md1434#### RAG Implementation ExampleCOMMENT
MEDIUMpackages/llmz/docs/TODO.md256 // Implement guardrailsCOMMENT
MEDIUMpackages/llmz/docs/TODO.md796### RAG Implementation ExampleCOMMENT
MEDIUMpackages/llmz/examples/20_chat_rag/README.md1## RAG / Knowledge BasesCOMMENT
MEDIUMpackages/llmz/examples/07_chat_guardrails/index.ts50// Main execution loop with safety guardrailsCOMMENT
MEDIUMpackages/llmz/examples/07_chat_guardrails/index.ts63 // Use Zai to analyze the generated code against our guardrailsCOMMENT
MEDIUMpackages/llmz/examples/07_chat_guardrails/index.ts86 // This causes the LLM to regenerate code that complies with guardrailsCOMMENT
MEDIUMpackages/llmz/examples/07_chat_guardrails/index.ts90 // All guardrails passed - safe to executeCOMMENT
MEDIUMpackages/llmz/src/prompts/chat-mode/system.md.ts1export default "# Important Instructions\n\nYou are a helpful assistant with a defined Personality, Role, Capabilities aCODE
MEDIUMpackages/llmz/src/prompts/worker-mode/system.md.ts1export default "# Important Instructions\n\nYou are a helpful background AI Agent with defined Role, Capabilities and ReCODE
Verbosity Indicators13 hits · 27 pts
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LOW⚡…grations/bigcommerce-sync/src/actions/sync-products.ts302 // Step 1: Load categories and brandsCOMMENT
LOW⚡…grations/bigcommerce-sync/src/actions/sync-products.ts309 // Step 2: Get first page synchronouslyCOMMENT
LOW…grations/bigcommerce-sync/src/actions/sync-products.ts328 // Step 3: Process first page using unified functionCOMMENT
LOW…grations/bigcommerce-sync/src/actions/sync-products.ts345 // Step 4: If there are more pages, send webhook to trigger background processingCOMMENT
LOW⚡packages/llmz/examples/21_chat_tool_components/index.ts98 // Step 1: Show progressCOMMENT
LOW⚡packages/llmz/examples/21_chat_tool_components/index.ts102 // Step 2: Show more progressCOMMENT
LOW⚡packages/llmz/examples/21_chat_tool_components/index.ts106 // Step 3: Yiels the ticket component itselfCOMMENT
LOWpackages/llmz/src/context.ts892 // probably we need to check if max tokens is 75% reached and then summarize messages and variables if neededCOMMENT
LOW⚡packages/zai/src/operations/patch.ts649 // Step 1: Split files that are too largeCOMMENT
LOW⚡packages/zai/src/operations/patch.ts656 // Step 2: Create batches that fit within token limitsCOMMENT
LOW⚡packages/zai/src/operations/patch.ts659 // Step 3: Process batches in parallelCOMMENT
LOW⚡packages/zai/src/operations/patch.ts663 // Step 4: Merge results - combine patches from all batches per fileCOMMENT
LOW⚡packages/zai/src/operations/patch.ts673 // Step 5: Apply merged patches to original files (with JSON validation/repair for .json files)COMMENT
Over-Commented Block26 hits · 26 pts
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LOWintegrations/intercom/integration.definition.ts21 .describe('The client secret of the Intercom app, used for event signature validation'),COMMENT
LOWpackages/zui/src/z/typings.ts1141 NoNever<{COMMENT
LOWpackages/zui/src/z/types/tuple/tuple.test.ts81})COMMENT
LOWpackages/zui/src/z/types/object/index.ts241 // ): IZodObject<COMMENT
LOWpackages/zui/src/z/types/object/index.ts261 ...augmentation,COMMENT
LOWpackages/zui/src/z/types/object/index.ts281 // >(COMMENT
LOWpackages/zui/src/z/__tests__/language-server.test.ts1import { test } from 'vitest'COMMENT
LOWpackages/zui/src/z/__tests__/language-server.test.ts21// const instanceVariable =COMMENT
LOWpackages/zui/src/z/__tests__/language-server.test.ts41// // const instanceVariable = sourceFile.getVariableDeclarationOrThrow(COMMENT
LOWpackages/zui/src/z/__tests__/language-server.test.ts61// // // Find usage of TestMerge.f2 propertyCOMMENT
LOWpackages/zui/src/z/__tests__/language-server.test.ts81// // });COMMENT
LOWpackages/zui/src/z/__tests__/language-server.test.ts101// expect(parentOfProperty?.getName()).toEqual("Test");COMMENT
LOWpackages/zui/src/z/__tests__/language-server.test.ts121// expect(definitionOfProperty?.getText()).toEqual(COMMENT
LOWpackages/zui/src/z/__tests__/language-server.test.ts141// );COMMENT
LOWpackages/zui/src/z/__tests__/language-server.test.ts161// );COMMENT
LOWpackages/zui/src/z/__tests__/language-server.test.ts181// );COMMENT
LOWpackages/zui/src/z/__tests__/language-server.test.ts201// );COMMENT
LOWpackages/zui/src/z/__tests__/primitive.test.ts401 // literalStringSchemaTest,COMMENT
LOWpackages/zui/src/z/error/error.test.ts161 expect(result.error.issues[0]?.code).toEqual('custom')COMMENT
LOWpackages/zui/src/z/error/error.test.ts481 if (!result.success) {COMMENT
LOWpackages/sdk/src/bot/workflow-proxy/proxy.ts1import type * as client from '@botpress/client'COMMENT
LOWpackages/sdk/src/bot/workflow-proxy/proxy.ts21// character in the workflow definition's tag definition. The pluginCOMMENT
LOWpackages/llmz/DOCS.md461```COMMENT
LOWpackages/llmz/DOCS.md581user.name = 'Updated Name'COMMENT
LOWpackages/llmz/examples/01_chat_basic/index.ts21// Initialize the Botpress Client for LLM interactionsCOMMENT
LOWpackages/zai/README.md141// Result: [COMMENT
Slop Phrases2 hits · 4 pts
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MEDIUMpackages/llmz/src/prompts/chat-mode/system.md.ts1export default "# Important Instructions\n\nYou are a helpful assistant with a defined Personality, Role, Capabilities aCODE
MEDIUMpackages/llmz/src/prompts/worker-mode/system.md.ts1export default "# Important Instructions\n\nYou are a helpful background AI Agent with defined Role, Capabilities and ReCODE
Self-Referential Comments1 hit · 3 pts
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MEDIUMpackages/llmz/src/snapshots.ts52 * ### Creating a SnapshotCOMMENT
TODO Padding1 hit · 1 pts
SeverityFileLineSnippetContext
LOWpackages/zai/e2e/patch.test.ts656 lines.push(` // TODO: implement feature ${i / 10}`)CODE
Overly Generic Function Names1 hit · 1 pts
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LOWpackages/zai/e2e/sort.test.ts574 function processData(data) {CODE