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AI Slop Code RIsk Monitor

anthropics/cwc-workshops

12.4 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for anthropics/cwc-workshops, a TypeScript project with 2,164 GitHub stars. SynthScan examined 44,271 lines of code across 341 source files, recording 239 pattern matches distributed across 14 syntactic categories. The legacy adjusted pattern signal is 12.4 (Moderate 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.

12.4
Adjusted Signal
12.4
Raw Pattern Score
100%
Time Factor
2026-08-27
Last Push
2.2K
Stars
TypeScript
Language
44.3K
Lines of Code
341
Files
239
Pattern Hits
2026-10-12
Scan Date
0.07
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 8.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 65 finding(s).

Hallucinated Dependency & Supply Chain Risk 11.6/100 · LOW

Are imports declared and package/API names verified? 45 finding(s).

Agent Over-Engineering Ratio 33.6/100 · MEDIUM

Are wrappers, guards, and repeated structures necessary? 133 finding(s).

PR Review Velocity Impact 45.7/100 · MEDIUM

Which changes need focused human review? 239 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 5HIGH 19MEDIUM 81LOW 134

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 239 distinct pattern matches across 14 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.

Decorative Section Separators70 hits · 232 pts
SeverityFileLineSnippetContext
MEDIUMagent-battle/setup.sh60# ── event config (.env.event, shell exports take precedence) ────────COMMENT
MEDIUMagent-battle/setup.sh141# ── 1. runtimes ──────────────────────────────────────────────────────COMMENT
MEDIUMagent-battle/setup.sh148# ── 2. deps (skip if already present) ───────────────────────────────COMMENT
MEDIUMagent-battle/setup.sh179# ── 3. env ───────────────────────────────────────────────────────────COMMENT
MEDIUMagent-battle/setup.sh228# ── 4. local event server (solo mode only) ──────────────────────────COMMENT
MEDIUMagent-battle/setup.sh266# ── 5. minecraft server ──────────────────────────────────────────────COMMENT
MEDIUMagent-battle/setup.sh312 # ── 6. bot ─────────────────────────────────────────────────────────COMMENT
MEDIUMagent-battle/setup.sh326# ── 7. public reachability for the cloud agent ──────────────────────COMMENT
MEDIUMagent-battle/setup.sh355# ── 8. write env for the agent ───────────────────────────────────────COMMENT
MEDIUMagent-battle/my_agent.py63# ── Facilitator-provided knowledge sources ──────────────────────────COMMENT
MEDIUMagent-battle/my_agent.py106# ====================================================================COMMENT
MEDIUM⚡agent-battle/host.sh90# ── deps ────────────────────────────────────────────────────────────COMMENT
MEDIUM⚡agent-battle/host.sh93# ── seed ────────────────────────────────────────────────────────────COMMENT
MEDIUM⚡agent-battle/host.sh100# ── event server ────────────────────────────────────────────────────COMMENT
MEDIUM⚡agent-battle/host.sh120# ── tunnel ──────────────────────────────────────────────────────────COMMENT
MEDIUM⚡agent-battle/host.sh128# ── watchdog ────────────────────────────────────────────────────────COMMENT
MEDIUM⚡agent-battle/host.sh136# ── persist + print ─────────────────────────────────────────────────COMMENT
MEDIUMagent-battle/harness/agent.py76# ─── Result types ──────────────────────────────────────────────────────────COMMENT
MEDIUMagent-battle/harness/agent.py93# ─── Helpers ────────────────────────────────────────────────────────────────COMMENT
MEDIUMagent-battle/harness/agent.py137# ─── Inner loop: one task ───────────────────────────────────────────────────COMMENT
MEDIUMagent-battle/harness/agent.py331# ─── Reflection: rewrite notes between tasks ────────────────────────────────COMMENT
MEDIUMagent-battle/harness/agent.py363# ─── Outer loop: walk the milestones ───────────────────────────────────────COMMENT
MEDIUMagent-battle/harness/agent.py420# ─── CLI ────────────────────────────────────────────────────────────────────COMMENT
MEDIUMagent-battle/bot/bot.js176// ─── State serialization ────────────────────────────────────────────────────COMMENT
MEDIUMagent-battle/bot/bot.js263// ─── Action helpers ─────────────────────────────────────────────────────────COMMENT
MEDIUMagent-battle/bot/bot.js379// ─── Action implementations ─────────────────────────────────────────────────COMMENT
MEDIUMagent-battle/bot/bot.js750// ─── Achievements (milestones + side quests) ────────────────────────────────COMMENT
MEDIUMagent-battle/bot/bot.js895// ─── MCP tool schemas ───────────────────────────────────────────────────────COMMENT
MEDIUMagent-battle/bot/bot.js1064// ─── HTTP server ────────────────────────────────────────────────────────────COMMENT
MEDIUMagent-battle/bot/bot.js1196// ─── MCP server (Streamable HTTP) ───────────────────────────────────────────COMMENT
MEDIUMagent-battle/bot/bot.js1273// ─── Relay client (event mode) ──────────────────────────────────────────────COMMENT
MEDIUMagent-battle/event/public/admin.html198 // ── status ──────────────────────────────────────────────────COMMENT
MEDIUMagent-battle/event/public/admin.html254 // ── actions ─────────────────────────────────────────────────COMMENT
MEDIUMagent-battle/event/public/js/cast.js26 // ── boot ───────────────────────────────────────────────────────────COMMENT
MEDIUMagent-battle/event/public/js/cast.js51 // ── helpers ────────────────────────────────────────────────────────COMMENT
MEDIUMagent-battle/event/public/js/cast.js71 // ── join panel ─────────────────────────────────────────────────────COMMENT
MEDIUMagent-battle/event/public/js/cast.js134 // ── leaderboard ────────────────────────────────────────────────────COMMENT
MEDIUMagent-battle/event/public/js/cast.js254 // ── chat ticker ────────────────────────────────────────────────────COMMENT
MEDIUMagent-battle/event/public/js/cast.js277 // ── session countdown ──────────────────────────────────────────────COMMENT
MEDIUMship-your-first-managed-agent/provided.py42# ── side-chat UI ──────────────────────────────────────────────────────────STRING
MEDIUM⚡ship-your-first-managed-agent/agent.py19# ── 1. Agent ──────────────────────────────────────────────────────────────COMMENT
MEDIUM⚡ship-your-first-managed-agent/agent.py29# ── 2. Environment ────────────────────────────────────────────────────────COMMENT
MEDIUM⚡ship-your-first-managed-agent/agent.py37# ── 3. Upload the log ─────────────────────────────────────────────────────COMMENT
MEDIUM⚡ship-your-first-managed-agent/agent.py45# ── 4. Session ────────────────────────────────────────────────────────────COMMENT
MEDIUM⚡ship-your-first-managed-agent/agent.py52# ── 5. Stream loop ────────────────────────────────────────────────────────COMMENT
MEDIUM⚡ship-your-first-managed-agent/agent.py60# ── 6. Local tool handlers ────────────────────────────────────────────────COMMENT
MEDIUM⚡ship-your-first-managed-agent/agent.py67# ── 7. Delete session ─────────────────────────────────────────────────────COMMENT
MEDIUMship-your-first-managed-agent/agent_complete.py17# ── 1. Agent ──────────────────────────────────────────────────────────────COMMENT
MEDIUM⚡ship-your-first-managed-agent/agent_complete.py37# ── 2. Environment ────────────────────────────────────────────────────────COMMENT
MEDIUM⚡ship-your-first-managed-agent/agent_complete.py47# ── 3. Upload the log ─────────────────────────────────────────────────────COMMENT
MEDIUM⚡ship-your-first-managed-agent/agent_complete.py54# ── 4. Session ────────────────────────────────────────────────────────────COMMENT
MEDIUM⚡ship-your-first-managed-agent/agent_complete.py64# ── 5. Stream loop ────────────────────────────────────────────────────────COMMENT
MEDIUMship-your-first-managed-agent/agent_complete.py92# ── 6. Local tool handlers ────────────────────────────────────────────────COMMENT
MEDIUMship-your-first-managed-agent/agent_complete.py106# ── 7. Delete session ─────────────────────────────────────────────────────COMMENT
MEDIUMagent-decomposition/agents/cma.py54# ─── id persistence ────────────────────────────────────────────────────────COMMENT
MEDIUMagent-decomposition/agents/cma.py85# ─── uploads ───────────────────────────────────────────────────────────────COMMENT
MEDIUMagent-decomposition/agents/cma.py168# ─── deploy + run ──────────────────────────────────────────────────────────COMMENT
MEDIUMagent-decomposition/agents/cma.py527# ─── internals ─────────────────────────────────────────────────────────────COMMENT
MEDIUMagent-decomposition/agents/sandbox_tools.py76# ─── the 12 tools ──────────────────────────────────────────────────────────COMMENT
MEDIUMagent-decomposition/agents/common.py40# ─── per-run sink isolation ────────────────────────────────────────────────COMMENT
10 more matches not shown…
Empty Error Handlers16 hits · 80 pts
SeverityFileLineSnippetContext
HIGHagent-battle/my_agent.py587except (FileNotFoundError, ValueError, ProcessLookupError, PermissionError):CODE
HIGHagent-battle/my_agent.py823except Exception: # noqa: BLE001CODE
HIGHagent-battle/my_agent.py827except Exception: # noqa: BLE001CODE
HIGHagent-battle/my_agent.py647except Exception:CODE
HIGHagent-battle/harness/logging_.py213except Exception:CODE
HIGHagent-battle/harness/logging_.py102except OSError:CODE
HIGHagent-battle/harness/logging_.py255except Exception:CODE
HIGHagent-battle/harness/logging_.py127except Exception:CODE
HIGHagent-battle/harness/logging_.py204except Exception:CODE
HIGHagent-battle/harness/agent.py435except Exception:CODE
HIGHagent-battle/harness/probes.py459except Exception:CODE
HIGHagent-battle/harness/probes.py463except Exception:CODE
HIGHagent-decomposition/evals/graders.py24except ValueError:CODE
HIGHagent-decomposition/agents/cma.py110except Exception:CODE
HIGHagent-decomposition/agents/cma.py512except Exception:CODE
HIGHagent-decomposition/agents/common.py85except json.JSONDecodeError:CODE
Hallucination Indicators5 hits · 50 pts
SeverityFileLineSnippetContext
CRITICAL…olution/app/api/stream/[id]/thread/[threadId]/route.ts12 const stream = await client.beta.sessions.threads.events.stream(threadId, { session_id: id });CODE
CRITICAL…olution/app/api/stream/[id]/thread/[threadId]/route.ts13 for await (const e of client.beta.sessions.threads.events.list(threadId, { session_id: id }))CODE
CRITICAL…starter/app/api/stream/[id]/thread/[threadId]/route.ts12 const stream = await client.beta.sessions.threads.events.stream(threadId, { session_id: id });CODE
CRITICAL…starter/app/api/stream/[id]/thread/[threadId]/route.ts13 for await (const e of client.beta.sessions.threads.events.list(threadId, { session_id: id }))CODE
CRITICALship-your-first-managed-agent/provided.py70 for ev in agent.client.beta.sessions.events.list(session_id, order="asc", limit=500).data:CODE
Excessive Try-Catch Wrapping41 hits · 44 pts
SeverityFileLineSnippetContext
MEDIUMagent-battle/my_agent.py643def _on_deadline():CODE
MEDIUMagent-battle/my_agent.py708def bot_up():CODE
LOW⚡agent-battle/my_agent.py793 except Exception as e: # noqa: BLE001CODE
LOWagent-battle/my_agent.py238 except Exception as e: # noqa: BLE001 — never block a run on vault plumbingCODE
LOWagent-battle/my_agent.py251 except Exception: # noqa: BLE001CODE
LOWagent-battle/my_agent.py483 except Exception:CODE
LOWagent-battle/my_agent.py647 except Exception:CODE
LOWagent-battle/my_agent.py712 except Exception:CODE
LOWagent-battle/my_agent.py751 except Exception as e: # noqa: BLE001CODE
LOWagent-battle/my_agent.py823 except Exception: # noqa: BLE001CODE
LOWagent-battle/my_agent.py827 except Exception: # noqa: BLE001CODE
LOWagent-battle/my_agent.py842 except Exception: # noqa: BLE001 — best-effort feedbackCODE
LOWagent-battle/harness/logging_.py123 except Exception as e:CODE
LOWagent-battle/harness/logging_.py127 except Exception:CODE
LOW⚡agent-battle/harness/logging_.py201 except Exception as e:CODE
LOW⚡agent-battle/harness/logging_.py204 except Exception:CODE
LOW⚡agent-battle/harness/logging_.py213 except Exception:CODE
LOWagent-battle/harness/logging_.py255 except Exception:CODE
LOWagent-battle/harness/leaderboard.py78 except Exception: # noqa: BLE001CODE
LOWagent-battle/harness/leaderboard.py94 except Exception as e: # noqa: BLE001CODE
LOWagent-battle/harness/leaderboard.py117 except Exception as e: # noqa: BLE001CODE
LOWagent-battle/harness/agent.py247 except Exception as e:CODE
LOWagent-battle/harness/agent.py254 except Exception as e:CODE
LOWagent-battle/harness/agent.py358 except Exception as e:CODE
LOWagent-battle/harness/agent.py435 except Exception:CODE
LOWagent-battle/harness/probes.py379 except Exception as e: # noqa: BLE001CODE
LOWagent-battle/harness/probes.py459 except Exception:CODE
LOWagent-battle/harness/probes.py463 except Exception:CODE
LOWship-your-first-managed-agent/app.py25 except Exception as exc: # disk full, permissions, etc.CODE
LOWship-your-first-managed-agent/pages/2_Logs.py35 except Exception:CODE
LOWagent-decomposition/evals/run.py55 except Exception as e: # noqa: BLE001CODE
LOWagent-decomposition/agents/cma.py110 except Exception:CODE
LOWagent-decomposition/agents/cma.py336 except Exception as e: # noqa: BLE001CODE
LOWagent-decomposition/agents/cma.py362 except Exception as e: # noqa: BLE001CODE
LOWagent-decomposition/agents/cma.py436 except Exception as e: # noqa: BLE001CODE
LOWagent-decomposition/agents/cma.py480 except Exception as e: # noqa: BLE001CODE
LOWagent-decomposition/agents/cma.py498 except Exception as e: # noqa: BLE001CODE
LOWagent-decomposition/agents/cma.py512 except Exception:CODE
LOWagent-decomposition/agents/cma.py560 except Exception:CODE
LOWagent-decomposition/agents/before/tools.py219 except Exception as e: # noqa: BLE001CODE
LOWagent-decomposition/agents/before/stockpilot.py43 except Exception as e:CODE
Unused Imports37 hits · 37 pts
SeverityFileLineSnippetContext
LOWagent-battle/harness/logging_.py20CODE
LOWagent-battle/harness/logging_.py26CODE
LOWagent-battle/harness/leaderboard.py24CODE
LOWagent-battle/harness/client.py12CODE
LOWagent-battle/harness/__init__.py4CODE
LOWagent-battle/harness/__init__.py4CODE
LOWagent-battle/harness/__init__.py4CODE
LOWagent-battle/harness/__init__.py4CODE
LOWagent-battle/harness/__init__.py4CODE
LOWagent-battle/harness/prompts.py14CODE
LOWagent-battle/harness/prompts.py16CODE
LOWagent-battle/harness/replay.py22CODE
LOWagent-battle/harness/replay.py27CODE
LOWagent-battle/harness/agent.py33CODE
LOWagent-battle/harness/probes.py13CODE
LOWagent-battle/harness/verify.py16CODE
LOWship-your-first-managed-agent/agent.py7CODE
LOWship-your-first-managed-agent/agent.py8CODE
LOWship-your-first-managed-agent/agent.py12CODE
LOWship-your-first-managed-agent/agent.py14CODE
LOWship-your-first-managed-agent/agent.py14CODE
LOWship-your-first-managed-agent/agent.py14CODE
LOWship-your-first-managed-agent/agent.py14CODE
LOWship-your-first-managed-agent/agent.py14CODE
LOWship-your-first-managed-agent/agent.py14CODE
LOWagent-decomposition/evals/run.py4CODE
LOWagent-decomposition/evals/graders.py4CODE
LOWagent-decomposition/evals/report.py4CODE
LOWagent-decomposition/agents/cma.py9CODE
LOWagent-decomposition/agents/sandbox_tools.py28CODE
LOWagent-decomposition/agents/common.py4CODE
LOWagent-decomposition/agents/starter/agent.py18CODE
LOWagent-decomposition/agents/before/subagents.py9CODE
LOWagent-decomposition/agents/before/tools.py8CODE
LOWagent-decomposition/agents/before/stockpilot.py4CODE
LOWagent-decomposition/agents/before/stockpilot.py5CODE
LOWagent-decomposition/data/seed.py8CODE
Over-Commented Block35 hits · 34 pts
SeverityFileLineSnippetContext
LOWresearch-desk/src/app/api/desk/stream/route.ts21 //COMMENT
LOWresearch-desk/src/app/api/desk/stream/route.ts41 // },COMMENT
LOWresearch-desk/src/lib/orchestrator.ts181 // instead (JSON with a `failures` array), and keep dispatch.status /COMMENT
LOWresearch-desk/src/lib/provision.ts41// object of exactly this shape:COMMENT
LOWresearch-desk/src/lib/provision.ts201 // Replace the stub with `await client.beta.agents.create({ ... } as never)`,COMMENT
LOWresearch-desk/src/lib/analysis.ts81 // `await client.beta.sessions.create({ ... } as never)`, passing exactly:COMMENT
LOWresearch-desk/src/lib/sessions.ts61 sessionId: string,COMMENT
LOWproduction-ready-agent/solution/next-env.d.ts1/// <reference types="next" />COMMENT
LOWproduction-ready-agent/starter/next-env.d.ts1/// <reference types="next" />COMMENT
LOW…ction-ready-agent/starter/app/api/stream/[id]/route.ts1import { client } from "@/lib/anthropic";COMMENT
LOW…ction-ready-agent/starter/app/api/stream/[id]/route.ts21 // write(READY);COMMENT
LOW…oduction-ready-agent/starter/app/api/sessions/route.ts21 // A session pins the agent + environment and holds the event log. The modalCOMMENT
LOW…uction-ready-agent/starter/app/api/steer/[id]/route.ts1import { client, stub } from "@/lib/anthropic";COMMENT
LOWagents-that-remember/scripts/bootstrap.sh1#!/usr/bin/env bashCOMMENT
LOWagent-battle/setup.sh1#!/usr/bin/env bashCOMMENT
LOWagent-battle/setup.sh21# ./setup.sh --restart --stop then start fresh (new world)COMMENT
LOWagent-battle/doctor.sh1#!/usr/bin/env bashCOMMENT
LOWagent-battle/my_agent.py1#!/usr/bin/env python3COMMENT
LOWagent-battle/my_agent.py61from harness.logging_ import RunLogger # noqa: E402COMMENT
LOWagent-battle/my_agent.py401 else:COMMENT
LOWagent-battle/host.sh1#!/usr/bin/env bashCOMMENT
LOWagent-battle/bot/run.sh1#!/usr/bin/env bashCOMMENT
LOWagent-battle/bot/server.sh1#!/usr/bin/env bashCOMMENT
LOWagent-battle/bot/bot.js1// Copyright 2026 Anthropic PBCCOMMENT
LOWagent-battle/bot/bot.js101 // long to decide path to goal!" failures during exploration. EachCOMMENT
LOWagent-battle/bot/bot.js681 achieved.clear();COMMENT
LOWagent-battle/bot/tunnel.sh1#!/usr/bin/env bashCOMMENT
LOWagent-battle/bot/mint-seed.sh1#!/usr/bin/env bashCOMMENT
LOWagent-battle/event/fly.toml1# Copyright 2026 Anthropic PBCCOMMENT
LOWagent-decomposition/evals/__init__.py1# Copyright 2026 Anthropic PBCCOMMENT
LOWagent-decomposition/agents/__init__.py1# Copyright 2026 Anthropic PBCCOMMENT
LOWagent-decomposition/agents/starter/__init__.py1# Copyright 2026 Anthropic PBCCOMMENT
LOWagent-decomposition/agents/starter/agent.py101 tools: list[dict] = [{"type": "agent_toolset_20260401"}]COMMENT
LOWagent-decomposition/agents/before/__init__.py1# Copyright 2026 Anthropic PBCCOMMENT
LOWagent-decomposition/data/__init__.py1# Copyright 2026 Anthropic PBCCOMMENT
Cross-Language Confusion3 hits · 22 pts
SeverityFileLineSnippetContext
HIGH⚡agent-battle/my_agent.py802 " Wait ~30s and retry, or: ./setup.sh --restart && rm -f .agent_cache.json"CODE
HIGH⚡agent-battle/my_agent.py809 " Fix: ./setup.sh --restart && rm -f .agent_cache.json\n"CODE
HIGH⚡agent-decomposition/agents/starter/agent.py69First, run: `mkdir -p /mnt/user/sinks && ln -sfn /mnt/session/uploads/data /mnt/user/data`CODE
AI Slop Vocabulary6 hits · 16 pts
SeverityFileLineSnippetContext
LOWagent-battle/my_agent.py402 # Cold path (no cache): just create. We used to scanCOMMENT
MEDIUMagent-battle/harness/leaderboard.py37# BOT_MCP_URL since the harness may run alongside the bot locally evenCOMMENT
MEDIUMagent-battle/harness/leaderboard.py151 # processes that import harness.agent without running it (tests,COMMENT
MEDIUMagent-battle/harness/tools.py13# narrate WHY it picked this action. The harness strips it beforeCOMMENT
MEDIUMagent-decomposition/agents/sandbox_tools.py53 # Canonical sink path across prompts, skills, and the eval harness's sync step.COMMENT
MEDIUMagent-decomposition/agents/before/subagents.py20# Module-level token accounting so the eval harness can attribute subagent cost.COMMENT
Deep Nesting14 hits · 12 pts
SeverityFileLineSnippetContext
LOWagent-battle/my_agent.py499CODE
LOWagent-battle/my_agent.py552CODE
LOWagent-battle/my_agent.py689CODE
LOWagent-battle/harness/logging_.py35CODE
LOWagent-battle/harness/agent.py138CODE
LOWagent-battle/harness/probes.py412CODE
LOWagent-battle/harness/verify.py28CODE
LOWship-your-first-managed-agent/provided.py66CODE
LOWship-your-first-managed-agent/provided.py95CODE
LOWagent-decomposition/evals/graders.py62CODE
LOWagent-decomposition/agents/cma.py302CODE
LOWagent-decomposition/agents/cma.py418CODE
LOWagent-decomposition/agents/cma.py529CODE
LOWagent-decomposition/agents/before/stockpilot.py13CODE
Modern AI Meta-Vocabulary2 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUMagent-decomposition/README.md6# StockPilot — Compose multi-agent systems with Skills and MCPCOMMENT
MEDIUMagent-decomposition/agents/cma.py221 # Forecaster computes over the CSV via Bash (its own context window holdsCOMMENT
Slop Phrases2 hits · 4 pts
SeverityFileLineSnippetContext
MEDIUMproduction-ready-agent/solution/components/DealDesk.tsx69 and used for demonstration purposes only.CODE
MEDIUMproduction-ready-agent/starter/components/DealDesk.tsx69 and used for demonstration purposes only.CODE
Hyper-Verbose Identifiers4 hits · 4 pts
SeverityFileLineSnippetContext
LOWship-your-first-managed-agent/data/generate_log.py68def post_deploy_checkout_request(buf: list, ts: datetime) -> None:CODE
LOWagent-decomposition/agents/sandbox_tools.py71def _simulate_subagent_latency() -> None:CODE
LOWagent-decomposition/agents/sandbox_tools.py209def search_web_for_disruptions(query: str) -> str:CODE
LOWagent-decomposition/agents/before/tools.py146def search_web_for_disruptions(query: str) -> str:CODE
Example Usage Blocks2 hits · 3 pts
SeverityFileLineSnippetContext
LOWagent-battle/bot/run.sh14# Usage:COMMENT
LOWagent-battle/bot/tunnel.sh15# Usage:COMMENT
Modern Structural Boilerplate2 hits · 2 pts
SeverityFileLineSnippetContext
LOWagent-battle/harness/leaderboard.py60def set_meta(**kw) -> None:CODE
LOWagent-battle/harness/__init__.py6__all__ = ["MinecraftClient", "GameState", "Item", "Block", "Entity"]CODE