AI Slop Code Risk Monitor

Opencode-DCP/opencode-dynamic-context-pruning

SlopCodeMonitor badge for Opencode-DCP/opencode-dynamic-context-pruning Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

Dynamic context pruning plugin for OpenCode - intelligently manages conversation context to optimize token usage

2.3 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for Opencode-DCP/opencode-dynamic-context-pruning, a TypeScript project with 4,455 GitHub stars. SynthScan examined 27,671 lines of code across 124 source files, recording 55 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 2.3 (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.

2.3
Adjusted Signal
2.3
Raw Pattern Score
100%
Time Factor
2026-09-25
Last Push
4.5K
Stars
TypeScript
Language
27.7K
Lines of Code
124
Files
55
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 8.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 50 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

Are imports declared and package/API names verified? 1 finding(s).

Agent Over-Engineering Ratio 9.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 49 finding(s).

PR Review Velocity Impact 10.8/100 · LOW

Which changes need focused human review? 55 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 4LOW 51

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 55 distinct pattern matches across 6 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.

Hyper-Verbose Identifiers45 hits · 44 pts
SeverityFileLineSnippetContext
LOWtests/token-usage.test.ts143function buildPostCompactionAssistantMessage(): WithParts {CODE
LOWscripts/opencode_api.py242def list_sessions_across_projects(STRING
LOWlib/protected-patterns.ts64export function getFilePathsFromParameters(tool: string, parameters: unknown): string[] {CODE
LOWlib/token-utils.ts89export function extractCompletedToolOutput(part: any): string | undefined {CODE
LOWlib/hooks.ts58export function createSystemPromptHandler(CODE
LOWlib/hooks.ts107export function createChatMessageTransformHandler(CODE
LOWlib/hooks.ts167export function createCommandExecuteHandler(CODE
LOWlib/hooks.ts292export function createTextCompleteHandler() {CODE
LOWlib/ui/utils.ts289export function formatPruningResultForTool(CODE
LOWlib/compress/protected-content.ts12export function appendProtectedUserMessages(CODE
LOWlib/compress/protected-content.ts52export function appendProtectedPromptInfo(CODE
LOWlib/compress/protected-content.ts92export function extractProtectedPromptInfo(text: string): string[] {CODE
LOWlib/compress/state.ts29export function attachCompressionDuration(CODE
LOWlib/compress/timing.ts15export function buildCompressionTimingKey(messageId: string, callId: string): string {CODE
LOWlib/compress/timing.ts30export function resolveCompressionDuration(CODE
LOWlib/compress/timing.ts57export function applyPendingCompressionDurations(state: SessionState): number {CODE
LOWlib/compress/message.ts44export function createCompressMessageTool(ctx: ToolContext): ReturnType<typeof tool> {CODE
LOWlib/compress/range-utils.ts131export function validateSummaryPlaceholders(CODE
LOWlib/compress/range-utils.ts230export function appendMissingBlockSummaries(CODE
LOWlib/messages/priority.ts76export function listPriorityRefsBeforeIndex(CODE
LOWlib/messages/inject/utils.ts41export function getIterationNudgeThreshold(config: PluginConfig): number {CODE
LOWlib/messages/inject/utils.ts45export function findLastNonIgnoredMessage(messages: WithParts[]): LastNonIgnoredMessage | null {CODE
LOWlib/messages/inject/utils.ts195function buildMessagePriorityGuidance(CODE
LOWlib/messages/inject/utils.ts290function applyRangeModeAnchoredNudge(CODE
LOWlib/messages/inject/utils.ts306function applyMessageModeAnchoredNudge(CODE
LOWlib/subagents/subagent-results.ts69function assistantMessageHasCompressTool(message: WithParts): boolean {CODE
LOWlib/state/utils.ts36export function serializePruneMessagesState(CODE
LOWlib/state/utils.ts63export function findLastCompactionTimestamp(messages: WithParts[]): number {CODE
LOWlib/state/utils.ts319export function getActiveSummaryTokenUsage(state: SessionState): number {CODE
LOWlib/state/persistence.ts63async function writePersistedSessionState(CODE
LOWlib/prompts/store.ts143function createBundledRuntimePrompts(bundled: Record<EditablePromptField, string>): RuntimePrompts {CODE
LOWlib/prompts/store.ts212function normalizeReminderPromptContent(content: string): string {CODE
LOWlib/prompts/store.ts268function buildDefaultPromptFileContent(bundledEditableText: string): string {CODE
LOWlib/prompts/store.ts272function buildDefaultsReadmeContent(): string {CODE
LOWlib/prompts/extensions/nudge.ts4export function buildCompressedBlockGuidance(state: SessionState): string {CODE
LOWlib/prompts/extensions/nudge.ts19export function renderMessagePriorityGuidance(priorityLabel: string, refs: string[]): string {CODE
LOWlib/prompts/extensions/system.ts21export function buildProtectedToolsExtension(protectedTools: string[]): string {CODE
LOWlib/commands/manual.ts58export async function handleManualToggleCommand(CODE
LOWlib/commands/manual.ts85export async function handleManualTriggerCommand(CODE
LOWlib/commands/manual.ts93export function applyPendingManualTrigger(CODE
LOWlib/commands/recompress.ts77function formatAvailableBlocksMessage(availableTargets: CompressionTarget[]): string {CODE
LOWlib/commands/decompress.ts72function findActiveAncestorBlockId(CODE
LOWlib/commands/decompress.ts124function formatAvailableBlocksMessage(availableTargets: CompressionTarget[]): string {CODE
LOWlib/commands/compression-targets.ts70export function getActiveCompressionTargets(CODE
LOWlib/commands/compression-targets.ts80export function getRecompressibleCompressionTargets(CODE
Decorative Section Separators4 hits · 12 pts
SeverityFileLineSnippetContext
MEDIUMtests/test-dcp-cache.sh24# ============================================================================COMMENT
MEDIUMtests/test-dcp-cache.sh26# ============================================================================COMMENT
MEDIUMtests/test-dcp-cache.sh53# ============================================================================COMMENT
MEDIUMtests/test-dcp-cache.sh55# ============================================================================COMMENT
Over-Commented Block3 hits · 3 pts
SeverityFileLineSnippetContext
LOWREADME.md121 // Compression mode: "range" (compress spans into block summaries)COMMENT
LOWREADME.md141 // Example:COMMENT
LOWtests/test-dcp-cache.sh1#!/usr/bin/env bashCOMMENT
Example Usage Blocks1 hit · 2 pts
SeverityFileLineSnippetContext
LOWtests/test-dcp-cache.sh6# Usage:COMMENT
Redundant / Tautological Comments1 hit · 2 pts
SeverityFileLineSnippetContext
LOWtests/test-dcp-cache.sh185 # Check if port is already in useCOMMENT
Unused Imports1 hit · 1 pts
SeverityFileLineSnippetContext
LOWscripts/opencode_api.py4CODE