3.2

Adjusted Signal

3.2

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

2.5K

Stars

TypeScript

Language

1.2M

Lines of Code

5.6K

Files

3.0K

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 11.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 2609 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.8/100 · LOW

Are imports declared and package/API names verified? 105 finding(s).

Agent Over-Engineering Ratio 13.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 2712 finding(s).

PR Review Velocity Impact 14.5/100 · LOW

Which changes need focused human review? 3018 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 4HIGH 13MEDIUM 301LOW 2700

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 3018 distinct pattern matches across 22 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 Identifiers2408 hits · 2498 pts

Severity	File	Line	Snippet	Context
LOW	test/helpers/inbound-contract.ts	7	export function expectInboundContextContract(ctx: MsgContext) {	CODE
LOW	test/helpers/envelope-timestamp.ts	41	export function formatLocalEnvelopeTimestamp(date: Date): string {	CODE
LOW	desktop/gateway-launcher.ts	112	export function createGatewayStartHandler(opts: GatewayStartHandlerOptions) {	CODE
LOW	desktop/renderer/src/stores/circles-store.ts	37	export function resetUnsupportedMethodsForTests(): void {	CODE
LOW	desktop/renderer/src/stores/gateway-store.ts	105	export function clearStoredGatewayCredentials(): void {	CODE
LOW	desktop/renderer/src/lib/gateway-origin.ts	149	export function persistGatewayCredentials(params: { url: string; token: string }): void {	CODE
LOW	desktop/renderer/src/lib/step-up.ts	30	export async function isPlatformAuthenticatorAvailable(): Promise<boolean> {	CODE
LOW	docs/agents/interceptors-author-guide.md	88	export function registerBuiltinInterceptors(): void {	CODE
LOW	extensions/device-pair/index.ts	210	function parsePossiblyNoisyJsonObject(raw: string): Record<string, unknown> {	CODE
LOW	extensions/twitch/src/status.ts	30	export function collectTwitchStatusIssues(	CODE
LOW	extensions/twitch/src/send.ts	51	export async function sendMessageTwitchInternal(	CODE
LOW	extensions/twitch/src/client-manager-registry.ts	38	export function getOrCreateClientManager(	CODE
LOW	extensions/twitch/src/client-manager-registry.ts	104	export function getRegisteredClientManagerCount(): number {	CODE
LOW	extensions/hol-guard/index.ts	39	async function inspectCommandWithHolGuard(	CODE
LOW	extensions/hol-guard/index.ts	59	export function createHolGuardBeforeToolCallHandler(inspect: GuardInspector) {	CODE
LOW	…kaggle/bitterbot_memory_py/tests/test_memory_facade.py	24	def test_facade_smoke_full_turn(mem: BitterbotMemory) -> None:	CODE
LOW⚡	…i-3/kaggle/bitterbot_memory_py/tests/test_retrieval.py	27	def test_pack_unpack_roundtrip() -> None:	CODE
LOW⚡	…i-3/kaggle/bitterbot_memory_py/tests/test_retrieval.py	37	def test_hash_embedder_dim_and_norm() -> None:	CODE
LOW⚡	…i-3/kaggle/bitterbot_memory_py/tests/test_retrieval.py	45	def test_hash_embedder_overlap_increases_similarity() -> None:	CODE
LOW⚡	…i-3/kaggle/bitterbot_memory_py/tests/test_retrieval.py	60	def test_hash_embedder_handles_empty_input() -> None:	CODE
LOW⚡	…i-3/kaggle/bitterbot_memory_py/tests/test_retrieval.py	71	def test_ensure_embeddings_populates_only_missing(store: MemoryStore) -> None:	CODE
LOW⚡	…i-3/kaggle/bitterbot_memory_py/tests/test_retrieval.py	86	def test_ensure_embeddings_persists_correct_dim(store: MemoryStore) -> None:	CODE
LOW⚡	…i-3/kaggle/bitterbot_memory_py/tests/test_retrieval.py	95	def test_ensure_embeddings_per_model_isolation(store: MemoryStore) -> None:	CODE
LOW	…i-3/kaggle/bitterbot_memory_py/tests/test_retrieval.py	136	def test_retriever_returns_topk_by_relevance(populated_store: MemoryStore) -> None:	CODE
LOW	…i-3/kaggle/bitterbot_memory_py/tests/test_retrieval.py	143	def test_retriever_returns_empty_for_no_corpus(store: MemoryStore) -> None:	CODE
LOW	…i-3/kaggle/bitterbot_memory_py/tests/test_retrieval.py	185	def test_retriever_rrf_score_decreases_with_rank(populated_store: MemoryStore) -> None:	CODE
LOW⚡	…kaggle/bitterbot_memory_py/tests/test_action_parser.py	15	def test_action_with_xy_coords() -> None:	CODE
LOW⚡	…kaggle/bitterbot_memory_py/tests/test_action_parser.py	21	def test_action_with_colon_xy_format() -> None:	CODE
LOW⚡	…kaggle/bitterbot_memory_py/tests/test_action_parser.py	27	def test_action_with_parenthesized_xy() -> None:	CODE
LOW⚡	…kaggle/bitterbot_memory_py/tests/test_action_parser.py	33	def test_action_without_tag_falls_back_to_token_scan() -> None:	CODE
LOW⚡	…kaggle/bitterbot_memory_py/tests/test_action_parser.py	39	def test_reset_token_recognized() -> None:	CODE
LOW⚡	…kaggle/bitterbot_memory_py/tests/test_action_parser.py	44	def test_unparseable_response_defaults_to_directional() -> None:	CODE
LOW⚡	…kaggle/bitterbot_memory_py/tests/test_action_parser.py	50	def test_click_without_coords_defaults_to_center() -> None:	CODE
LOW⚡	…kaggle/bitterbot_memory_py/tests/test_action_parser.py	56	def test_rule_observed_extracted() -> None:	CODE
LOW⚡	…kaggle/bitterbot_memory_py/tests/test_action_parser.py	66	def test_hypothesis_update_extracted() -> None:	STRING
LOW⚡	…kaggle/bitterbot_memory_py/tests/test_action_parser.py	75	def test_xy_out_of_range_falls_back() -> None:	STRING
LOW⚡	…kaggle/bitterbot_memory_py/tests/test_action_parser.py	83	def test_action_token_is_case_insensitive() -> None:	CODE
LOW⚡	…c-agi-3/kaggle/bitterbot_memory_py/tests/test_frame.py	17	def test_hash_grid_is_stable_and_unique() -> None:	CODE
LOW⚡	…c-agi-3/kaggle/bitterbot_memory_py/tests/test_frame.py	26	def test_grid_to_ascii_dimensions() -> None:	CODE
LOW⚡	…c-agi-3/kaggle/bitterbot_memory_py/tests/test_frame.py	34	def test_grid_to_ascii_distinct_glyphs_per_value() -> None:	CODE
LOW⚡	…c-agi-3/kaggle/bitterbot_memory_py/tests/test_frame.py	41	def test_pixel_diff_zero_when_identical() -> None:	CODE
LOW⚡	…c-agi-3/kaggle/bitterbot_memory_py/tests/test_frame.py	46	def test_pixel_diff_counts_changes() -> None:	CODE
LOW⚡	…c-agi-3/kaggle/bitterbot_memory_py/tests/test_frame.py	54	def test_diff_region_none_when_identical() -> None:	CODE
LOW⚡	…c-agi-3/kaggle/bitterbot_memory_py/tests/test_frame.py	59	def test_diff_region_bounding_box() -> None:	CODE
LOW	…c-agi-3/kaggle/bitterbot_memory_py/tests/test_frame.py	70	def test_color_histogram_counts() -> None:	CODE
LOW	…c-agi-3/kaggle/bitterbot_memory_py/tests/test_frame.py	76	def test_connected_components_basic() -> None:	CODE
LOW	…c-agi-3/kaggle/bitterbot_memory_py/tests/test_frame.py	87	def test_connected_components_distinguishes_colors() -> None:	CODE
LOW⚡	…c-agi-3/kaggle/bitterbot_memory_py/tests/test_frame.py	108	def test_connected_components_skips_background() -> None:	CODE
LOW⚡	…c-agi-3/kaggle/bitterbot_memory_py/tests/test_frame.py	113	def test_connected_components_centroid_and_bounding_box() -> None:	CODE
LOW⚡	…c-agi-3/kaggle/bitterbot_memory_py/tests/test_frame.py	122	def test_connected_components_min_size_filter() -> None:	CODE
LOW	…c-agi-3/kaggle/bitterbot_memory_py/tests/test_agent.py	30	def test_choose_action_returns_parsed_kind(mem: BitterbotMemory) -> None:	CODE
LOW	…c-agi-3/kaggle/bitterbot_memory_py/tests/test_agent.py	40	def test_choose_action_logs_transition_after_first_turn(mem: BitterbotMemory) -> None:	CODE
LOW	…c-agi-3/kaggle/bitterbot_memory_py/tests/test_agent.py	51	def test_choose_action_records_rule_when_emitted(mem: BitterbotMemory) -> None:	CODE
LOW	…c-agi-3/kaggle/bitterbot_memory_py/tests/test_agent.py	65	def test_choose_action_updates_hypothesis_when_emitted(mem: BitterbotMemory) -> None:	CODE
LOW	…c-agi-3/kaggle/bitterbot_memory_py/tests/test_agent.py	80	def test_on_episode_end_records_event_and_resets_buffer(mem: BitterbotMemory) -> None:	CODE
LOW	…c-agi-3/kaggle/bitterbot_memory_py/tests/test_agent.py	96	def test_on_episode_end_refutes_hypothesis_on_loss(mem: BitterbotMemory) -> None:	CODE
LOW	…c-agi-3/kaggle/bitterbot_memory_py/tests/test_agent.py	106	def test_pixel_delta_triggers_curiosity_event(mem: BitterbotMemory) -> None:	CODE
LOW	…/bitterbot_memory_py/tests/test_arc_adapter_offline.py	15	def test_module_imports_without_arcengine() -> None:	CODE
LOW	…/bitterbot_memory_py/tests/test_arc_adapter_offline.py	24	def test_make_arc_agent_class_raises_when_arcengine_missing() -> None:	CODE
LOW	…i-3/kaggle/bitterbot_memory_py/tests/test_curiosity.py	11	def test_unseen_pair_returns_max_novelty(store: MemoryStore) -> None:	CODE
2348 more matches not shown…

Decorative Section Separators279 hits · 838 pts

Severity	File	Line	Snippet	Context
MEDIUM	test/skill-evolution/two-node-transfer.test.ts	129	// ── Node A: evolve, gate, canary, graduate ────────────────────────────	COMMENT
MEDIUM	test/skill-evolution/two-node-transfer.test.ts	174	// ── Node A: publish with a signed trailer ─────────────────────────────	COMMENT
MEDIUM	test/skill-evolution/two-node-transfer.test.ts	216	// ── Node B: ingest, review, accept into staging ───────────────────────	COMMENT
MEDIUM	test/skill-evolution/two-node-transfer.test.ts	236	// ── Node B: re-gate on B's private suite, strict canary ───────────────	COMMENT
MEDIUM	test/skill-evolution/two-node-transfer.test.ts	292	// ── Node B: strict window, then stable ────────────────────────────────	COMMENT
MEDIUM	desktop/setup-local-env.sh	2	# =============================================================================	COMMENT
MEDIUM	desktop/setup-local-env.sh	6	# =============================================================================	COMMENT
MEDIUM	desktop/setup-local-env.sh	28	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	desktop/setup-local-env.sh	30	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	desktop/setup-local-env.sh	72	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	desktop/setup-local-env.sh	74	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	desktop/setup-local-env.sh	92	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	desktop/setup-local-env.sh	94	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	desktop/setup-local-env.sh	166	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	desktop/setup-local-env.sh	168	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	desktop/setup-local-env.sh	241	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	desktop/setup-local-env.sh	243	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	desktop/setup-local-env.sh	266	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	desktop/setup-local-env.sh	268	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	desktop/setup-local-env.sh	297	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	desktop/setup-local-env.sh	299	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	desktop/setup-local-env.sh	320	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	desktop/setup-local-env.sh	322	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	desktop/setup-local-env.sh	356	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	desktop/setup-local-env.sh	358	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	desktop/setup-local-env.sh	392	# =============================================================================	COMMENT
MEDIUM	desktop/setup-local-env.sh	394	# =============================================================================	COMMENT
MEDIUM	benchmarks/arc-agi-3/kaggle/submit_kaggle.py	36	# ── Kaggle dataset / model paths ───────────────────────────────────	COMMENT
MEDIUM	benchmarks/arc-agi-3/kaggle/submit_kaggle.py	56	# ── Pre-flight ─────────────────────────────────────────────────────	COMMENT
MEDIUM	benchmarks/arc-agi-3/kaggle/submit_kaggle.py	194	# ── vLLM ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	benchmarks/arc-agi-3/kaggle/submit_kaggle.py	239	# ── Main ───────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	…i-3/kaggle/bitterbot_memory_py/tests/test_retrieval.py	24	# ── BLOB packing helpers ───────────────────────────────────────────	COMMENT
MEDIUM⚡	…i-3/kaggle/bitterbot_memory_py/tests/test_retrieval.py	34	# ── HashEmbedder ───────────────────────────────────────────────────	COMMENT
MEDIUM⚡	…i-3/kaggle/bitterbot_memory_py/tests/test_retrieval.py	68	# ── ensure_embeddings ──────────────────────────────────────────────	COMMENT
MEDIUM⚡	…i-3/kaggle/bitterbot_memory_py/tests/test_retrieval.py	105	# ── HybridRetriever ────────────────────────────────────────────────	COMMENT
MEDIUM⚡	…ggle/bitterbot_memory_py/tests/test_knowledge_graph.py	22	# ── Entity upserts ─────────────────────────────────────────────────	COMMENT
MEDIUM⚡	…ggle/bitterbot_memory_py/tests/test_knowledge_graph.py	79	# ── Entity queries ─────────────────────────────────────────────────	COMMENT
MEDIUM⚡	…ggle/bitterbot_memory_py/tests/test_knowledge_graph.py	113	# ── Relationship upserts ───────────────────────────────────────────	COMMENT
MEDIUM	…ggle/bitterbot_memory_py/tests/test_knowledge_graph.py	186	# ── Relationship queries ───────────────────────────────────────────	COMMENT
MEDIUM	…ggle/bitterbot_memory_py/tests/test_knowledge_graph.py	227	# ── Stats ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	…3/kaggle/bitterbot_memory_py/bitterbot_memory/store.py	25	# ── Knowledge Graph: entities ────────────────────────────────────	COMMENT
MEDIUM	…3/kaggle/bitterbot_memory_py/bitterbot_memory/store.py	42	# ── Knowledge Graph: relationships ───────────────────────────────	COMMENT
MEDIUM	…3/kaggle/bitterbot_memory_py/bitterbot_memory/store.py	61	# ── ARC-AGI-3 transition log ─────────────────────────────────────	COMMENT
MEDIUM	…3/kaggle/bitterbot_memory_py/bitterbot_memory/store.py	78	# ── Hormonal state ───────────────────────────────────────────────	COMMENT
MEDIUM	…3/kaggle/bitterbot_memory_py/bitterbot_memory/store.py	91	# ── Hypotheses (epistemic directives) ────────────────────────────	COMMENT
MEDIUM	…3/kaggle/bitterbot_memory_py/bitterbot_memory/store.py	101	# ── Vector embeddings (BLOB-packed float32 little-endian) ────────	COMMENT
MEDIUM	…/kaggle/bitterbot_memory_py/bitterbot_memory/memory.py	45	# ── Retrieval / rule lifecycle ────────────────────────────────	COMMENT
MEDIUM	…/kaggle/bitterbot_memory_py/bitterbot_memory/memory.py	67	# ── Transition logging / novelty ──────────────────────────────	COMMENT
MEDIUM	…/kaggle/bitterbot_memory_py/bitterbot_memory/memory.py	84	# ── Hypotheses ────────────────────────────────────────────────	COMMENT
MEDIUM	…/kaggle/bitterbot_memory_py/bitterbot_memory/memory.py	99	# ── Hormonal state ────────────────────────────────────────────	COMMENT
MEDIUM	…/kaggle/bitterbot_memory_py/bitterbot_memory/memory.py	107	# ── Lifecycle ─────────────────────────────────────────────────	COMMENT
MEDIUM	…itterbot_memory_py/bitterbot_memory/knowledge_graph.py	160	# ── Entity CRUD ────────────────────────────────────────────────	COMMENT
MEDIUM	…itterbot_memory_py/bitterbot_memory/knowledge_graph.py	238	# ── Relationship CRUD ──────────────────────────────────────────	COMMENT
MEDIUM	…itterbot_memory_py/bitterbot_memory/knowledge_graph.py	359	# ── Stats / introspection ──────────────────────────────────────	COMMENT
MEDIUM	…3/kaggle/bitterbot_memory_py/bitterbot_memory/frame.py	21	# ── 16-color ASCII palette ─────────────────────────────────────────	COMMENT
MEDIUM	…3/kaggle/bitterbot_memory_py/bitterbot_memory/frame.py	49	# ── Hash + ASCII ───────────────────────────────────────────────────	COMMENT
MEDIUM	…3/kaggle/bitterbot_memory_py/bitterbot_memory/frame.py	72	# ── Diff ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	…3/kaggle/bitterbot_memory_py/bitterbot_memory/frame.py	109	# ── Connected components ───────────────────────────────────────────	COMMENT
MEDIUM	…3/kaggle/bitterbot_memory_py/bitterbot_memory/frame.py	187	# ── Color histogram ────────────────────────────────────────────────	COMMENT
MEDIUM	…ggle/bitterbot_memory_py/bitterbot_memory/retrieval.py	50	# ── BLOB <-> ndarray helpers ────────────────────────────────────────	COMMENT
219 more matches not shown…

Over-Commented Block98 hits · 98 pts

Severity	File	Line	Snippet	Context
LOW	.detect-secrets.cfg	1	# detect-secrets exclusion patterns (regex)	COMMENT
LOW	docker-compose.yml	1	# Bitterbot with Docker Compose: works with zero edits (PLAN-56 Phase 2).	COMMENT
LOW	docker-compose.yml	21	# Every setting below has a default. Put overrides in a `.env` file next to	COMMENT
LOW	docker-compose.yml	61	# Pair the first browser that signs in with the token (once), so a fresh	COMMENT
LOW	tsdown.config.ts	21	// (including rolldown warnings) fatal in CI.	COMMENT
LOW	deploy/guest-page/deploy.sh	1	#!/usr/bin/env bash	COMMENT
LOW	deploy/vps/cloud-init.yaml	1	#cloud-config	COMMENT
LOW	deploy/relay-fleet/main.tf	1	# Bitterbot relay-fleet — Terraform module for DigitalOcean	COMMENT
LOW	deploy/relay-fleet/cloud-init.yaml	1	#cloud-config	COMMENT
LOW	deploy/relay-fleet/scripts/update-dnsaddr.sh	1	#!/usr/bin/env bash	COMMENT
LOW	deploy/relay-fleet/scripts/update-orchestrator.sh	1	#!/bin/bash	COMMENT
LOW	deploy/relay-fleet/scripts/fleet-stats.sh	1	#!/usr/bin/env bash	COMMENT
LOW	desktop/renderer/src/stores/circles-store.ts	21	// re-exported here so existing `from "../../stores/circles-store"` imports	COMMENT
LOW	…top/renderer/src/components/circles/MermaidDiagram.tsx	1	import { useEffect, useState } from "react";	COMMENT
LOW	desktop/renderer/src/components/circles/InvitePanel.tsx	1	import { X } from "lucide-react";	COMMENT
LOW	…top/renderer/src/components/circles/CanvasActivity.tsx	1	import { Check, Sparkles, X } from "lucide-react";	COMMENT
LOW	…top/renderer/src/components/circles/CircleMarkdown.tsx	1	import type { Components } from "react-markdown";	COMMENT
LOW	desktop/renderer/src/lib/deep-link.ts	1	// bitterbot:// deep-link handling for the Tauri desktop shell.	COMMENT
LOW	desktop/renderer/src/lib/updater.ts	1	// Auto-updater hook for the Tauri desktop shell.	COMMENT
LOW	desktop/src-tauri/src/computer_use.rs	1	// Computer-use IPC commands.	COMMENT
LOW	desktop/src-tauri/src/main.rs	1	// Bitterbot Desktop Shell — Tauri 2 entry point	COMMENT
LOW	desktop/src-tauri/src/main.rs	61		COMMENT
LOW	benchmarks/arc-agi-3/runners/run-ablation.sh	1	#!/usr/bin/env bash	COMMENT
LOW	benchmarks/longmemeval/run-full-hardmode.sh	1	#!/bin/bash	COMMENT
LOW	scripts/create-dmg.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/install.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/install.sh	21	# that carries this platform's tarball AND checksums.txt AND its .minisig	COMMENT
LOW	scripts/sandbox-browser-entrypoint.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/docker-entrypoint.sh	1	#!/bin/sh	COMMENT
LOW	scripts/auth-monitor.sh	1	#!/bin/bash	COMMENT
LOW	.github/FUNDING.yml	1	# Sponsor button for this repository (GitHub renders it from this file on the	COMMENT
LOW	.github/dependabot.yml	1	# PLAN-41 Phase 1 (p0-11): dependency update hygiene. Weekly, batched, and	COMMENT
LOW	.github/workflows/docker-publish.yml	1	# GHCR publish (PLAN-41 ghcr-missing). CI already proves the image builds	COMMENT
LOW	.github/workflows/desktop-release.yml	1	name: Desktop Release	COMMENT
LOW	.github/workflows/npm-publish.yml	1	# Publish the `bitterbot` package to npm (npm trusted publishing, OIDC).	COMMENT
LOW	.github/workflows/npm-publish.yml	21	# No NPM_TOKEN exists anywhere: npm trusts this workflow file	COMMENT
LOW	.github/workflows/release-tarball.yml	1	# Signed per-platform release tarballs + install.sh (PLAN-56 Phase 3a).	COMMENT
LOW	.github/workflows/release-tarball.yml	21	# complete release until this one is, and never 404s mid-release.	COMMENT
LOW	.github/workflows/release-please.yml	1	# PLAN-41 D-A: SemVer version cut via release-please (manifest mode).	COMMENT
LOW	.github/workflows/ci.yml	261	[ "$(stat -c %u /tmp/flydata)" = "1000" ]	COMMENT
LOW	orchestrator/Cargo.toml	61	# `test-util` (not part of tokio's "full") provides the paused-clock test	COMMENT
LOW	orchestrator/src/computer.rs	1	//! Headless OS-control primitives for the orchestrator daemon.	COMMENT
LOW	orchestrator/src/ipc.rs	41	pub region_hint: Option<String>,	COMMENT
LOW	orchestrator/src/main.rs	41	/// Bearer token for HTTP API authentication.	COMMENT
LOW	orchestrator/src/main.rs	61	/// server (serve as relay for NAT'd peers), auto (detect from node tier).	COMMENT
LOW	orchestrator/src/skill_receipts.rs	1	//! Distinct-skill accounting for received skill gossip.	COMMENT
LOW	orchestrator/src/swarm/mod.rs	41	/// Signed, expiring capacity descriptors; never workload inputs or credentials.	COMMENT
LOW	orchestrator/src/swarm/mod.rs	81		COMMENT
LOW	orchestrator/src/swarm/mod.rs	161	#[serde(skip_serializing_if = "Option::is_none")]	COMMENT
LOW	orchestrator/src/swarm/mod.rs	261	#[serde(default)]	COMMENT
LOW	orchestrator/src/swarm/mod.rs	281	#[serde(default)]	COMMENT
LOW	orchestrator/src/swarm/mod.rs	301	// ── Relay/NAT counters ────────────────────────────────────────────	COMMENT
LOW	orchestrator/src/swarm/mod.rs	1441	// gateway's per-frame decode + circle scan (security pass	COMMENT
LOW	orchestrator/src/swarm/mod.rs	1701	"pubkey": pubkey_b64,	COMMENT
LOW	orchestrator/src/swarm/mod.rs	3541	/// reasoning behind the `stats_interval` comment is executable rather than	COMMENT
LOW	src/test-utils/vitest-mock-fn.ts	1	// Centralized Vitest mock type for harness modules under `src/`.	COMMENT
LOW	src/infra/start-all.test.ts	1	import { describe, expect, it } from "vitest";	COMMENT
LOW	src/memory/manager-sync-ops.ts	281	});	COMMENT
LOW	src/memory/manager.ts	3061	}	COMMENT
LOW	src/memory/manager.ts	3221	return call ? { evolutionLlmCall: call } : {};	COMMENT
38 more matches not shown…

Structural Annotation Overuse39 hits · 69 pts

Severity	File	Line	Snippet	Context
LOW	docs/marketplace/a2a-integration.md	498	// Step 1: initial request (expect 402)	COMMENT
LOW	docs/marketplace/a2a-integration.md	513	// Step 2: read pricing from the JSON-RPC error body	COMMENT
LOW	docs/marketplace/a2a-integration.md	524	// Step 3: pay on-chain	COMMENT
LOW	docs/marketplace/a2a-integration.md	552	// Step 4: wait for confirmation, then retry with payment proof	COMMENT
LOW	docs/gateway/remote-gateway-readme.md	36	### Step 1: Add SSH Config	COMMENT
LOW⚡	docs/gateway/remote-gateway-readme.md	50	### Step 2: Copy SSH Key	COMMENT
LOW⚡	docs/gateway/remote-gateway-readme.md	58	### Step 3: Set Gateway Token	COMMENT
LOW⚡	docs/gateway/remote-gateway-readme.md	64	### Step 4: Start SSH Tunnel	COMMENT
LOW⚡	docs/gateway/remote-gateway-readme.md	70	### Step 5: Connect	COMMENT
LOW⚡	benchmarks/longmemeval/runner.ts	166	// Step 0: Reset memory for this question (clean slate per item)	COMMENT
LOW⚡	benchmarks/longmemeval/runner.ts	169	// Step 1: Convert all sessions into a single chronological document	COMMENT
LOW⚡	benchmarks/longmemeval/runner.ts	173	// Step 2: Ingest the document into memory	COMMENT
LOW⚡	benchmarks/longmemeval/runner.ts	176	// Step 3: Search for relevant context	COMMENT
LOW	benchmarks/longmemeval/runner.ts	195	// Step 4: Generate answer	COMMENT
LOW⚡	scripts/setup-auth-system.sh	15	# Step 1: Check current auth status	COMMENT
LOW⚡	scripts/setup-auth-system.sh	20	# Step 2: Set up long-lived token	COMMENT
LOW	scripts/setup-auth-system.sh	41	# Step 3: Set up auth monitoring	COMMENT
LOW	scripts/setup-auth-system.sh	84	# Step 4: Termux widget setup	COMMENT
LOW	skills/skill-creator/SKILL.md	222	### Step 1: Understanding the Skill with Concrete Examples	COMMENT
LOW	skills/skill-creator/SKILL.md	239	### Step 2: Planning the Reusable Skill Contents	COMMENT
LOW	skills/skill-creator/SKILL.md	263	### Step 3: Initializing the Skill	COMMENT
LOW	skills/skill-creator/SKILL.md	294	### Step 4: Edit the Skill	COMMENT
LOW	skills/skill-creator/SKILL.md	335	### Step 5: Packaging a Skill	COMMENT
LOW	skills/skill-creator/SKILL.md	361	### Step 6: Iterate	COMMENT
LOW	src/discord/voice-message.ts	242	// Step 1: Request upload URL from Discord	COMMENT
LOW	src/discord/voice-message.ts	265	// Step 2: Upload the file to Discord's CDN	COMMENT
LOW	src/discord/voice-message.ts	279	// Step 3: Send the message with voice message flag and metadata	COMMENT
LOW⚡	src/memory/skill-seekers-adapter.ts	332	// Step 1: native scraper for URLs it can handle	COMMENT
LOW⚡	src/memory/skill-seekers-adapter.ts	337	// Step 2: upstream probe (cached)	COMMENT
LOW	src/memory/skill-seekers-adapter.ts	670	// Step 1: direct URL extraction	COMMENT
LOW	src/memory/skill-seekers-adapter.ts	695	// Step 2: web search fallback	COMMENT
LOW	src/memory/consolidation.ts	522	// Step 1: Compute pairwise cosine (cached) and k-NN for each chunk	COMMENT
LOW	src/memory/consolidation.ts	547	// Step 2: For near-miss pairs, count shared neighbors	COMMENT
LOW	src/agents/tools/deep-recall-tool.ts	496	// Step 1: Quick memory_search first — if high-confidence results, skip RLM	COMMENT
LOW⚡	src/agents/tools/deep-recall-tool.ts	535	// Step 2: Resolve sub-model	COMMENT
LOW⚡	src/agents/tools/deep-recall-tool.ts	544	// Step 3: Live data-access APIs — the context snapshot below is only a	COMMENT
LOW	src/agents/tools/deep-recall-tool.ts	639	// Step 4: Execute RLM	COMMENT
LOW	src/agents/tools/deep-recall-tool.ts	767	// Step 5: Trigger hormonal event based on result + Plan 7 self-improvement	COMMENT
LOW	src/agents/embedded-runner/mid-turn-budget.ts	217	// Step 2: progressive compression (deterministic truncation), on top of	COMMENT

Unused Imports56 hits · 56 pts

Severity	File	Line	Context
LOW	benchmarks/arc-agi-3/kaggle/submit_kaggle.py	19	CODE
LOW	benchmarks/arc-agi-3/kaggle/scripts/local_smoke.py	14	CODE
LOW	…kaggle/bitterbot_memory_py/tests/test_memory_facade.py	5	CODE
LOW	…arc-agi-3/kaggle/bitterbot_memory_py/tests/conftest.py	3	CODE
LOW	…i-3/kaggle/bitterbot_memory_py/tests/test_retrieval.py	8	CODE
LOW	…i-3/kaggle/bitterbot_memory_py/tests/test_retrieval.py	13	CODE
LOW	…kaggle/bitterbot_memory_py/tests/test_action_parser.py	3	CODE
LOW	…c-agi-3/kaggle/bitterbot_memory_py/tests/test_frame.py	3	CODE
LOW	…c-agi-3/kaggle/bitterbot_memory_py/tests/test_agent.py	3	CODE
LOW	…/bitterbot_memory_py/tests/test_arc_adapter_offline.py	8	CODE
LOW	…/bitterbot_memory_py/tests/test_arc_adapter_offline.py	21	CODE
LOW	…i-3/kaggle/bitterbot_memory_py/tests/test_curiosity.py	3	CODE
LOW	…c-agi-3/kaggle/bitterbot_memory_py/tests/test_store.py	3	CODE
LOW	…3/kaggle/bitterbot_memory_py/tests/test_vllm_client.py	3	CODE
LOW	…i-3/kaggle/bitterbot_memory_py/tests/test_epistemic.py	3	CODE
LOW	…c-agi-3/kaggle/bitterbot_memory_py/tests/test_rules.py	3	CODE
LOW	…ggle/bitterbot_memory_py/tests/test_knowledge_graph.py	3	CODE
LOW	…gi-3/kaggle/bitterbot_memory_py/tests/test_hormonal.py	3	CODE
LOW	…3/kaggle/bitterbot_memory_py/bitterbot_memory/store.py	16	CODE
LOW	…3/kaggle/bitterbot_memory_py/bitterbot_memory/store.py	21	CODE
LOW	…ggle/bitterbot_memory_py/bitterbot_memory/epistemic.py	16	CODE
LOW	…/bitterbot_memory_py/bitterbot_memory/action_parser.py	19	CODE
LOW	…/kaggle/bitterbot_memory_py/bitterbot_memory/memory.py	14	CODE
LOW	…itterbot_memory_py/bitterbot_memory/knowledge_graph.py	15	CODE
LOW	…aggle/bitterbot_memory_py/bitterbot_memory/__init__.py	9	CODE
LOW	…aggle/bitterbot_memory_py/bitterbot_memory/__init__.py	10	CODE
LOW	…aggle/bitterbot_memory_py/bitterbot_memory/__init__.py	10	CODE
LOW	…3/kaggle/bitterbot_memory_py/bitterbot_memory/rules.py	15	CODE
LOW	…kaggle/bitterbot_memory_py/bitterbot_memory/prompts.py	16	CODE
LOW	…3/kaggle/bitterbot_memory_py/bitterbot_memory/frame.py	13	CODE
LOW	…ggle/bitterbot_memory_py/bitterbot_memory/retrieval.py	16	CODE
LOW	…3/kaggle/bitterbot_memory_py/bitterbot_memory/agent.py	24	CODE
LOW	…aggle/bitterbot_memory_py/bitterbot_memory/hormonal.py	19	CODE
LOW	…aggle/bitterbot_memory_py/bitterbot_memory/embedder.py	18	CODE
LOW	…le/bitterbot_memory_py/bitterbot_memory/vllm_client.py	12	CODE
LOW	…ggle/bitterbot_memory_py/bitterbot_memory/curiosity.py	18	CODE
LOW	…le/bitterbot_memory_py/bitterbot_memory/arc_adapter.py	21	CODE
LOW	…le/bitterbot_memory_py/bitterbot_memory/arc_adapter.py	39	CODE
LOW	…le/bitterbot_memory_py/bitterbot_memory/arc_adapter.py	77	CODE
LOW	benchmarks/longmemeval-v2/checkpoint_plumbing.py	6	CODE
LOW	benchmarks/longmemeval-v2/run.py	2	CODE
LOW	benchmarks/longmemeval-v2/run.py	14	CODE
LOW	benchmarks/longmemeval-v2/test_harness.py	1	CODE
LOW	benchmarks/longmemeval-v2/test_harness.py	2	CODE
LOW	benchmarks/longmemeval-v2/test_harness.py	5	CODE
LOW	benchmarks/longmemeval-v2/protocol.py	4	CODE
LOW	benchmarks/longmemeval-v2/core.py	2	CODE
LOW	benchmarks/longmemeval-v2/plumbing.py	5	CODE
LOW	benchmarks/longmemeval-v2/prepare.py	6	CODE
LOW	benchmarks/longmemeval-v2/prepare.py	8	CODE
LOW	benchmarks/longmemeval-v2/diagnostics/score_pilot.py	6	CODE
LOW	benchmarks/longmemeval-v2/diagnostics/score_pilot.py	6	CODE
LOW	benchmarks/longmemeval-v2/diagnostics/score_pilot.py	7	CODE
LOW	benchmarks/longmemeval-v2/diagnostics/small_pilot.py	7	CODE
LOW	skills/model-usage/scripts/model_usage.py	8	CODE
LOW	skills/model-usage/scripts/model_usage.py	12	CODE

Cross-Language Confusion (JS/TS)7 hits · 45 pts

Severity	File	Line	Snippet	Context
HIGH⚡	src/agents/rlm/rlm.test.ts	172	print(matches.length);	CODE
HIGH⚡	src/agents/rlm/rlm.test.ts	173	print(matches[0]);	CODE
HIGH⚡	src/agents/rlm/rlm.test.ts	182	print(chunks.length);	CODE
HIGH⚡	src/agents/rlm/rlm.test.ts	183	print(chunks[0].length);	CODE
HIGH	src/agents/rlm/rlm.test.ts	219	print(answer);	CODE
HIGH	src/agents/rlm/rlm.test.ts	227	print(JSON.stringify(stats));	CODE
HIGH	src/agents/rlm/rlm.test.ts	238	print(lines);	CODE

Verbosity Indicators24 hits · 44 pts

Severity	File	Line	Snippet	Context
LOW⚡	benchmarks/longmemeval/runner.ts	166	// Step 0: Reset memory for this question (clean slate per item)	COMMENT
LOW⚡	benchmarks/longmemeval/runner.ts	169	// Step 1: Convert all sessions into a single chronological document	COMMENT
LOW⚡	benchmarks/longmemeval/runner.ts	173	// Step 2: Ingest the document into memory	COMMENT
LOW⚡	benchmarks/longmemeval/runner.ts	176	// Step 3: Search for relevant context	COMMENT
LOW	benchmarks/longmemeval/runner.ts	195	// Step 4: Generate answer	COMMENT
LOW⚡	scripts/setup-auth-system.sh	15	# Step 1: Check current auth status	COMMENT
LOW⚡	scripts/setup-auth-system.sh	20	# Step 2: Set up long-lived token	COMMENT
LOW	scripts/setup-auth-system.sh	41	# Step 3: Set up auth monitoring	COMMENT
LOW	scripts/setup-auth-system.sh	84	# Step 4: Termux widget setup	COMMENT
LOW	src/discord/voice-message.ts	242	// Step 1: Request upload URL from Discord	COMMENT
LOW	src/discord/voice-message.ts	265	// Step 2: Upload the file to Discord's CDN	COMMENT
LOW	src/discord/voice-message.ts	279	// Step 3: Send the message with voice message flag and metadata	COMMENT
LOW⚡	src/memory/skill-seekers-adapter.ts	332	// Step 1: native scraper for URLs it can handle	COMMENT
LOW⚡	src/memory/skill-seekers-adapter.ts	337	// Step 2: upstream probe (cached)	COMMENT
LOW	src/memory/skill-seekers-adapter.ts	670	// Step 1: direct URL extraction	COMMENT
LOW	src/memory/skill-seekers-adapter.ts	695	// Step 2: web search fallback	COMMENT
LOW	src/memory/consolidation.ts	522	// Step 1: Compute pairwise cosine (cached) and k-NN for each chunk	COMMENT
LOW	src/memory/consolidation.ts	547	// Step 2: For near-miss pairs, count shared neighbors	COMMENT
LOW	src/agents/tools/deep-recall-tool.ts	496	// Step 1: Quick memory_search first — if high-confidence results, skip RLM	COMMENT
LOW⚡	src/agents/tools/deep-recall-tool.ts	535	// Step 2: Resolve sub-model	COMMENT
LOW⚡	src/agents/tools/deep-recall-tool.ts	544	// Step 3: Live data-access APIs — the context snapshot below is only a	COMMENT
LOW	src/agents/tools/deep-recall-tool.ts	639	// Step 4: Execute RLM	COMMENT
LOW	src/agents/tools/deep-recall-tool.ts	767	// Step 5: Trigger hormonal event based on result + Plan 7 self-improvement	COMMENT
LOW	src/agents/embedded-runner/mid-turn-budget.ts	217	// Step 2: progressive compression (deterministic truncation), on top of	COMMENT

Hallucination Indicators4 hits · 40 pts

Severity	File	Line	Snippet	Context
CRITICAL	src/payments/ap2/mandate.ts	345	params.payment.claims.cnf.eip155Address.toLowerCase() !==	CODE
CRITICAL	src/payments/ap2/mandate.ts	346	params.intent.claims.cnf.eip155Address.toLowerCase()	CODE
CRITICAL	src/payments/ap2/mandate.ts	362	!allowed.includes(params.payment.claims.payee.id.toLowerCase())	CODE
CRITICAL	src/security/audit.ts	576	typeof params.cfg.gateway?.remote?.url === "string" ? params.cfg.gateway.remote.url.trim() : "";	CODE

Fake / Example Data35 hits · 38 pts

Severity	File	Line	Snippet	Context
LOW	docs/tools/plugin.md	270	"region": { "label": "Region", "placeholder": "us-east-1" }	CODE
LOW	docs/automation/hooks.md	571	{"timestamp":"2026-01-16T15:45:22.000Z","action":"stop","sessionKey":"agent:main:main","senderId":"user@example.com","so	CODE
LOW	docs/gateway/configuration-reference.md	338	allowFrom: ["+15555550123", "user@example.com", "chat_id:123"],	CODE
LOW	docs/gateway/configuration-examples.md	526	email: "user@example.com",	CODE
LOW	skills/himalaya/references/message-composition.md	34	To: "John Doe" <john@example.com>	CODE
LOW⚡	skills/himalaya/references/configuration.md	9	email = "user@example.com"	CODE
LOW⚡	skills/himalaya/references/configuration.md	18	backend.login = "user@example.com"	CODE
LOW⚡	skills/himalaya/references/configuration.md	27	message.send.backend.login = "user@example.com"	CODE
LOW	skills/himalaya/references/configuration.md	143	email = "user@example.com"	CODE
LOW	skills/peekaboo/SKILL.md	123	peekaboo type "user@example.com" --app Safari	CODE
LOW	skills/notte/SKILL.md	122	--email "user@example.com" \	CODE
LOW	src/memory/canonical-facts.test.ts	1114	expect(isCanonicalFactVisibleInScope("project:acme", "Acme Corp")).toBe(false);	CODE
LOW	src/memory/kg-relationship-extract.test.ts	154	expect(typeEntityName("Acme Corp")).toBe("organization");	CODE
LOW	src/memory/correction-capture.test.ts	336	expect(r("project:acme-corp", "Acme Corp", "in acme corp use x")).toBe("project:acme-corp");	CODE
LOW	src/memory/reindex-carryover.aux-tables.test.ts	158	next.exec(`INSERT INTO canonical_facts VALUES ('seed', 'user.name', 'placeholder')`);	CODE
LOW	…y/dream-modes/synthesize-interceptor-candidate.test.ts	32	rationale: "lorem ipsum",	CODE
LOW	…y/dream-modes/synthesize-interceptor-candidate.test.ts	46	rationale: "lorem ipsum",	CODE
LOW	src/config/schema.ts	78	Pick<ConfigUiHint, "label" \| "help" \| "advanced" \| "sensitive" \| "placeholder">	CODE
LOW	src/security/external-content.ts	266	* sender: "user@example.com",	COMMENT
LOW	src/agents/embedded-runner.engine-hooks.test.ts	199	const filler = (label: string) => `${label} ${"lorem ipsum dolor sit amet ".repeat(4_500)}`;	CODE
LOW	src/agents/embedded-runner.engine-hooks.test.ts	199	const filler = (label: string) => `${label} ${"lorem ipsum dolor sit amet ".repeat(4_500)}`;	CODE
LOW	…key.falls-back-provider-default-per-dm-not.e2e.test.ts	33	dms: { "user@example.com": { historyLimit: 7 } },	CODE
LOW	src/agents/runtime/compaction/summary/test-fixtures.ts	42	export function textOfTokens(tokens: number, seed = "lorem ipsum "): string {	CODE
LOW	…ents/runtime/session/heartbeat-elision.review3.test.ts	36	const filler = (label: string) => `${label} ${"lorem ipsum dolor sit amet ".repeat(150)}`;	CODE
LOW	…ents/runtime/session/heartbeat-elision.review3.test.ts	36	const filler = (label: string) => `${label} ${"lorem ipsum dolor sit amet ".repeat(150)}`;	CODE
LOW	src/agents/runtime/session/session.test.ts	208	const filler = (label: string) => `${label} ${"lorem ipsum dolor sit amet ".repeat(150)}`;	CODE
LOW	src/agents/runtime/session/session.test.ts	208	const filler = (label: string) => `${label} ${"lorem ipsum dolor sit amet ".repeat(150)}`;	CODE
LOW	src/browser/teaching-capture.ts	125	element?.getAttribute("placeholder") \|\|	CODE
LOW	src/hooks/bundled/command-logger/HOOK.md	34	{"timestamp":"2026-01-16T15:45:22.000Z","action":"stop","sessionKey":"agent:main:main","senderId":"user@example.com","so	CODE
LOW	src/commands/openai-codex-oauth.test.ts	50	email: "user@example.com",	CODE
LOW	src/imessage/targets.test.ts	68	allowFrom: ["user@example.com"],	CODE
LOW	src/services/x402-verify.ts	252	// blocks fake-token Transfer events emitted by attacker contracts.	COMMENT
LOW	src/services/x402-verify.test.ts	318	it("rejects Transfer log emitted by a non-USDC contract (#38 fake-token)", async () => {	CODE
LOW	src/gateway/auth.test.ts	276	allowUsers: ["admin@example.com", "nick@example.com"],	CODE
LOW	src/gateway/auth.test.ts	301	allowUsers: ["admin@example.com", "nick@example.com"],	CODE

Excessive Try-Catch Wrapping19 hits · 26 pts

Severity	File	Line	Snippet	Context
LOW	…le/bitterbot_memory_py/bitterbot_memory/arc_adapter.py	179	except Exception:	CODE
LOW	…le/bitterbot_memory_py/bitterbot_memory/arc_adapter.py	211	except Exception:	CODE
LOW	…le/bitterbot_memory_py/bitterbot_memory/arc_adapter.py	223	except Exception:	CODE
LOW	benchmarks/longmemeval-v2/core.py	94	except Exception:	CODE
LOW	benchmarks/longmemeval-v2/core.py	154	except Exception as exc:	CODE
LOW	benchmarks/longmemeval-v2/core.py	246	except Exception as exc:	CODE
LOW	skills/model-usage/scripts/model_usage.py	82	except Exception:	CODE
LOW	skills/model-usage/scripts/model_usage.py	250	except Exception as exc:	CODE
LOW	skills/skill-creator/scripts/init_skill.py	280	except Exception as e:	CODE
LOW	skills/skill-creator/scripts/init_skill.py	292	except Exception as e:	CODE
LOW	skills/skill-creator/scripts/init_skill.py	300	except Exception as e:	CODE
LOW	skills/skill-creator/scripts/package_skill.py	81	except Exception as e:	CODE
MEDIUM	skills/nano-banana-pro/scripts/generate_image.py	69	print("Error: No API key provided.", file=sys.stderr)	CODE
MEDIUM	skills/nano-banana-pro/scripts/generate_image.py	92	print(f"Error: Too many input images ({len(args.input_images)}). Maximum is 14.", file=sys.stderr)	CODE
LOW	skills/nano-banana-pro/scripts/generate_image.py	105	except Exception as e:	CODE
MEDIUM	skills/nano-banana-pro/scripts/generate_image.py	106	print(f"Error loading input image '{img_path}': {e}", file=sys.stderr)	CODE
MEDIUM⚡	skills/nano-banana-pro/scripts/generate_image.py	175	print("Error: No image was generated in the response.", file=sys.stderr)	CODE
LOW⚡	skills/nano-banana-pro/scripts/generate_image.py	178	except Exception as e:	CODE
MEDIUM⚡	skills/nano-banana-pro/scripts/generate_image.py	179	print(f"Error generating image: {e}", file=sys.stderr)	CODE

Modern AI Meta-Vocabulary8 hits · 23 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/protocol/aubaine-v1/README.md	40	## The three things that make it scaffolding-agnostic	COMMENT
MEDIUM	docs/concepts/context.md	77	## What counts toward the context window	COMMENT
MEDIUM	docs/reference/token-use.md	28	## What counts in the context window	COMMENT
MEDIUM	docs/gateway/troubleshooting.md	405	### 2) Bind and auth guardrails are stricter	COMMENT
MEDIUM	docs/gateway/configuration.md	299	See [Multi-Agent](/concepts/multi-agent) and [full reference](/gateway/configuration-reference#multi-agent-routing)	CODE
MEDIUM	docs/gateway/security/index.md	646	## Per-agent access profiles (multi-agent)	COMMENT
MEDIUM	benchmarks/longmemeval-v2/test_recovery.py	110	# Fault injection tests checkpoint orchestration, not answer quality.	COMMENT
MEDIUM	src/services/wallet-service.ts	491	// PLAN-48 Phase 4 scaffold. Surfaces the spend-permission parameters the	COMMENT

AI Slop Vocabulary6 hits · 17 pts

Severity	File	Line	Snippet	Context
MEDIUM	benchmarks/arc-agi-3/runners/run-ablation.sh	5	# 1. baseline-partner-template — no Bitterbot MCP at all (FUTURE: requires a separate harness; this script currently	COMMENT
MEDIUM	.github/workflows/skills-ablation.yml	3	# PLAN-45 5.1 (D-6, I10): the skill ablation harness. The self-test runs	COMMENT
MEDIUM	.github/workflows/skills-ablation.yml	42	# the harness exits non-zero rather than publishing a baseline-only report.	COMMENT
MEDIUM	src/tasks/judge.ts	72	"## Executed checks (harness-run, deterministic — treat as ground truth)",	CODE
MEDIUM	src/cli/completion-cli.ts	511	// For a robust implementation, usually one maps out the tree.	COMMENT
MEDIUM	src/cli/completion-cli.ts	660	// Actually, a robust fish completion often requires defining a function to check current line.	COMMENT

Magic Placeholder Names3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	docs/observability.md	50	export OTEL_EXPORTER_OTLP_HEADERS=x-honeycomb-team=YOUR_API_KEY	CODE
HIGH	skills/moltbook/SKILL.md	63	Authorization: Bearer YOUR_API_KEY	CODE
HIGH	skills/trello/SKILL.md	22	export TRELLO_API_KEY="your-api-key"	CODE

Deep Nesting13 hits · 13 pts

Severity	File	Line	Context
LOW	…3/kaggle/bitterbot_memory_py/bitterbot_memory/frame.py	122	CODE
LOW	…le/bitterbot_memory_py/bitterbot_memory/vllm_client.py	118	CODE
LOW	benchmarks/longmemeval-v2/run.py	32	CODE
LOW	benchmarks/longmemeval-v2/run.py	169	CODE
LOW	benchmarks/longmemeval-v2/core.py	213	CODE
LOW	benchmarks/longmemeval-v2/capacity_pilot.py	48	CODE
LOW	benchmarks/longmemeval-v2/prepare.py	20	CODE
LOW	benchmarks/longmemeval-v2/diagnostics/score_pilot.py	16	CODE
LOW	benchmarks/longmemeval-v2/diagnostics/small_pilot.py	101	CODE
LOW	skills/model-usage/scripts/model_usage.py	122	CODE
LOW	skills/skill-creator/scripts/init_skill.py	227	CODE
LOW	skills/skill-creator/scripts/package_skill.py	20	CODE
LOW	skills/nano-banana-pro/scripts/generate_image.py	32	CODE

Empty Error Handlers2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	…le/bitterbot_memory_py/bitterbot_memory/vllm_client.py	138	except (urllib.error.URLError, TimeoutError):	CODE
HIGH	benchmarks/longmemeval-v2/capacity_pilot.py	34	except (OSError,ValueError,KeyError):pass	CODE

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	deploy/relay-fleet/.terraform.lock.hcl	1	# This file is maintained automatically by "terraform init".	COMMENT
MEDIUM	scripts/create-dmg.sh	4	# Create a styled DMG containing the app bundle + /Applications symlink.	COMMENT

Docstring Block Structure1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	skills/skill-creator/scripts/init_skill.py	256	Initialize a new skill directory with template SKILL.md. Args: skill_name: Name of the skill p	STRING

Example Usage Blocks3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	deploy/relay-fleet/scripts/update-dnsaddr.sh	21	# Usage:	COMMENT
LOW	deploy/relay-fleet/scripts/fleet-stats.sh	12	# Usage:	COMMENT
LOW	scripts/create-dmg.sh	6	# Usage:	COMMENT

Redundant / Tautological Comments3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	scripts/auth-monitor.sh	38	# Check if we notified recently	COMMENT
LOW	scripts/auth-monitor.sh	46	# Check if we can still use bitterbot	COMMENT
LOW	skills/skill-creator/scripts/init_skill.py	271	# Check if directory already exists	COMMENT

Modern Structural Boilerplate4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	…aggle/bitterbot_memory_py/bitterbot_memory/__init__.py	12	__all__ = ["BitterbotMemory", "MemoryStore", "open_store"]	CODE
LOW	…3/kaggle/bitterbot_memory_py/bitterbot_memory/agent.py	36	logger = logging.getLogger(__name__)	CODE
LOW	…le/bitterbot_memory_py/bitterbot_memory/vllm_client.py	22	logger = logging.getLogger(__name__)	CODE
LOW	…le/bitterbot_memory_py/bitterbot_memory/arc_adapter.py	41	logger = logging.getLogger(__name__)	CODE

Overly Generic Function Names3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	src/auto-reply/chunk.test.ts	354	const text = "```python\ndef my_function():\n x = 1\n\n y = 2\n return x + y\n```";	CODE
LOW	src/auto-reply/chunk.test.ts	359	const fence = "```python\ndef my_function():\n x = 1\n\n y = 2\n return x + y\n```";	CODE
LOW	src/gateway/server-http.ts	544	async function handleRequest(req: IncomingMessage, res: ServerResponse) {	CODE

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	…bitterbot_longmemeval_oracle_biological_evaluated.json	708	"hypothesis": "I don't have enough information to answer this question.\n\nThe conversation excerpts mention your	CODE

Bitterbot-AI/bitterbot-desktop

Open-Source Code Quality, Security and Technical Debt Review