Repository Analysis

CopilotKit/CopilotKit

The Frontend Stack for Agents & Generative UI. React, Angular, Mobile, Slack, and more. Makers of the AG-UI Protocol

5.3 Low AI signal View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of CopilotKit/CopilotKit, a TypeScript project with 36,010 GitHub stars. SynthScan v2.0 examined 3,249,451 lines of code across 15754 source files, recording 8693 pattern matches distributed across 25 syntactic categories. The overall adjusted score of 5.3 places this repository in the Low AI signal band.

The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).

5.3
Adjusted Score
5.3
Raw Score
100%
Time Factor
2026-07-14
Last Push
36.0K
Stars
TypeScript
Language
3.2M
Lines of Code
15.8K
Files
8.7K
Pattern Hits
2026-07-14
Scan Date
0.06
HC Hit Rate

What These Metrics Mean

Adjusted Score
Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score
The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor
The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits
Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate
High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files
Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 5HIGH 869MEDIUM 2158LOW 5661

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 8693 distinct pattern matches across 25 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Decorative Section Separators1670 hits · 5427 pts
SeverityFileLineSnippetContext
MEDIUMsdk-python/copilotkit/a2ui.py98# ---------------------------------------------------------------------------COMMENT
MEDIUMsdk-python/copilotkit/a2ui.py100# ---------------------------------------------------------------------------COMMENT
MEDIUMsdk-python/copilotkit/copilotkit_lg_middleware.py46# ---------------------------------------------------------------------------COMMENT
MEDIUMsdk-python/copilotkit/copilotkit_lg_middleware.py49# ---------------------------------------------------------------------------COMMENT
MEDIUMsdk-python/copilotkit/copilotkit_lg_middleware.py277 # ------------------------------------------------------------------COMMENT
MEDIUMsdk-python/copilotkit/copilotkit_lg_middleware.py279 # ------------------------------------------------------------------COMMENT
MEDIUMsdk-python/copilotkit/copilotkit_lg_middleware.py341 # ------------------------------------------------------------------COMMENT
MEDIUMsdk-python/copilotkit/copilotkit_lg_middleware.py343 # ------------------------------------------------------------------COMMENT
MEDIUMsdk-python/copilotkit/copilotkit_lg_middleware.py709 # ------------------------------------------------------------------COMMENT
MEDIUMsdk-python/copilotkit/copilotkit_lg_middleware.py711 # ------------------------------------------------------------------COMMENT
MEDIUMsdk-python/tests/test_copilotkit_lg_middleware.py90# ---------------------------------------------------------------------------COMMENT
MEDIUMsdk-python/tests/test_copilotkit_lg_middleware.py92# ---------------------------------------------------------------------------COMMENT
MEDIUMsdk-python/tests/test_copilotkit_lg_middleware.py136# ---------------------------------------------------------------------------COMMENT
MEDIUMsdk-python/tests/test_copilotkit_lg_middleware.py138# ---------------------------------------------------------------------------COMMENT
MEDIUMsdk-python/tests/test_copilotkit_lg_middleware.py375# ---------------------------------------------------------------------------COMMENT
MEDIUMsdk-python/tests/test_copilotkit_lg_middleware.py377# ---------------------------------------------------------------------------COMMENT
MEDIUMsdk-python/tests/test_copilotkit_lg_middleware.py555# ---------------------------------------------------------------------------COMMENT
MEDIUMsdk-python/tests/test_copilotkit_lg_middleware.py557# ---------------------------------------------------------------------------COMMENT
MEDIUMsdk-python/tests/test_copilotkit_lg_middleware.py607# ---------------------------------------------------------------------------COMMENT
MEDIUMsdk-python/tests/test_copilotkit_lg_middleware.py609# ---------------------------------------------------------------------------COMMENT
MEDIUMsdk-python/tests/test_copilotkit_lg_middleware.py649# ---------------------------------------------------------------------------COMMENT
MEDIUMsdk-python/tests/test_copilotkit_lg_middleware.py651# ---------------------------------------------------------------------------COMMENT
MEDIUMsdk-python/tests/test_copilotkit_lg_middleware.py48# ---------------------------------------------------------------------------COMMENT
MEDIUMsdk-python/tests/test_copilotkit_lg_middleware.py50# ---------------------------------------------------------------------------COMMENT
MEDIUMsdk-python/tests/test_copilotkit_lg_middleware.py410# ---------------------------------------------------------------------------COMMENT
MEDIUMsdk-python/tests/test_copilotkit_lg_middleware.py412# ---------------------------------------------------------------------------COMMENT
MEDIUMsdk-python/tests/test_copilotkit_lg_middleware.py711# ---------------------------------------------------------------------------COMMENT
MEDIUMsdk-python/tests/test_copilotkit_lg_middleware.py713# ---------------------------------------------------------------------------COMMENT
MEDIUMsdk-python/tests/test_copilotkit_lg_middleware.py1077# ---------------------------------------------------------------------------COMMENT
MEDIUMsdk-python/tests/test_copilotkit_lg_middleware.py1080# ---------------------------------------------------------------------------COMMENT
MEDIUM…howcases/oracle-agent-memory/agent/concierge/server.py35# ── Multi-turn fix (upstream adapter workaround) ──────────────────────────────COMMENT
MEDIUM…howcases/oracle-agent-memory/agent/concierge/server.py122# ── Oracle checkpointer injection (Plan §3, Option A) ─────────────────────────COMMENT
MEDIUM…showcases/oracle-agent-memory/agent/concierge/tools.py24# ── Mock flight inventory (keeps the tool runnable without a travel API) ──────COMMENT
MEDIUM…es/oracle-agent-memory/agent/concierge/checkpointer.py26# ---------------------------------------------------------------------------COMMENT
MEDIUM…es/oracle-agent-memory/agent/concierge/checkpointer.py28# ---------------------------------------------------------------------------COMMENT
MEDIUM…es/oracle-agent-memory/agent/concierge/checkpointer.py33# ---------------------------------------------------------------------------COMMENT
MEDIUM…es/oracle-agent-memory/agent/concierge/checkpointer.py35# ---------------------------------------------------------------------------COMMENT
MEDIUM…es/oracle-agent-memory/agent/concierge/checkpointer.py51# ---------------------------------------------------------------------------COMMENT
MEDIUM…es/oracle-agent-memory/agent/concierge/checkpointer.py53# ---------------------------------------------------------------------------COMMENT
MEDIUM…e-agent-memory/agent/tests/test_oracle_checkpointer.py57 # ── Trivial graph definition (reused for both compilations) ──────────────COMMENT
MEDIUM…e-agent-memory/agent/tests/test_oracle_checkpointer.py71 # ── Phase 1: write a checkpoint via saver1 ───────────────────────────COMMENT
MEDIUM…e-agent-memory/agent/tests/test_oracle_checkpointer.py89 # ── Phase 2: read it back via saver2 (fresh saver, same DB) ─────────COMMENT
MEDIUMexamples/showcases/a2a-travel/agents/requirements.txt1# ============================================================================COMMENT
MEDIUMexamples/showcases/a2a-travel/agents/requirements.txt3# ============================================================================COMMENT
MEDIUMexamples/showcases/a2a-travel/agents/requirements.txt7# ============================================================================COMMENT
MEDIUMexamples/showcases/a2a-travel/agents/requirements.txt9# ============================================================================COMMENT
MEDIUMexamples/showcases/a2a-travel/agents/requirements.txt14# ============================================================================COMMENT
MEDIUMexamples/showcases/a2a-travel/agents/requirements.txt16# ============================================================================COMMENT
MEDIUMexamples/showcases/a2a-travel/agents/requirements.txt23# ============================================================================COMMENT
MEDIUMexamples/showcases/a2a-travel/agents/requirements.txt25# ============================================================================COMMENT
MEDIUMexamples/showcases/a2a-travel/agents/requirements.txt32# ============================================================================COMMENT
MEDIUMexamples/showcases/a2a-travel/agents/requirements.txt34# ============================================================================COMMENT
MEDIUMexamples/showcases/a2a-travel/agents/requirements.txt43# ============================================================================COMMENT
MEDIUMexamples/showcases/a2a-travel/agents/requirements.txt45# ============================================================================COMMENT
MEDIUMexamples/showcases/a2a-travel/agents/requirements.txt52# ============================================================================COMMENT
MEDIUMexamples/showcases/a2a-travel/agents/requirements.txt54# ============================================================================COMMENT
MEDIUMexamples/showcases/a2a-travel/agents/requirements.txt59# ============================================================================COMMENT
MEDIUMexamples/showcases/a2a-travel/agents/requirements.txt61# ============================================================================COMMENT
MEDIUM…-client/apps/web/app/components/CopilotKitProvider.tsx14// ─── Shared context ───────────────────────────────────────────────────────────COMMENT
MEDIUM…-client/apps/web/app/components/CopilotKitProvider.tsx35// ─── Provider ─────────────────────────────────────────────────────────────────COMMENT
1610 more matches not shown…
Cross-File Repetition784 hits · 3920 pts
SeverityFileLineSnippetContext
HIGH…/showcases/multi-agent-canvas/agent/mcp-agent/agent.py0this is the main entry point for the agent. it defines the workflow graph, state, tools, nodes and edges.STRING
HIGH…howcases/chatkit-studio/apps/playground/agent/agent.py0this is the main entry point for the agent. it defines the workflow graph, state, tools, nodes and edges.STRING
HIGH…ayground/src/components/playground/AgentSetupModal.tsx0this is the main entry point for the agent. it defines the workflow graph, state, tools, nodes and edges.STRING
HIGHexamples/canvas/langgraph-python/agent/agent.py0this is the main entry point for the agent. it defines the workflow graph, state, tools, nodes and edges.STRING
HIGHexamples/integrations/crewai-flows/agent/src/agent.py0this is the main entry point for the agent. it defines the workflow graph, state, tools, nodes and edges.STRING
HIGHexamples/integrations/langgraph-python/agent/main.py0this is the main entry point for the agent. it defines the workflow graph, state, tools, nodes and edges.STRING
HIGHexamples/showcases/research-canvas/start/agent/graph.py0empty tool to route to the human to the process_feedback_node.STRING
HIGHexamples/showcases/research-canvas/agent/graph.py0empty tool to route to the human to the process_feedback_node.STRING
HIGHexamples/showcases/research-canvas/final/agent/graph.py0empty tool to route to the human to the process_feedback_node.STRING
HIGHexamples/showcases/research-canvas/start/agent/graph.py0initialize the available tools and create a name-to-tool mapping.STRING
HIGHexamples/showcases/research-canvas/agent/graph.py0initialize the available tools and create a name-to-tool mapping.STRING
HIGHexamples/showcases/research-canvas/final/agent/graph.py0initialize the available tools and create a name-to-tool mapping.STRING
HIGHexamples/showcases/research-canvas/start/agent/graph.py0node for calling the model and handling the system prompt, messages, state, and tool bindings.STRING
HIGHexamples/showcases/research-canvas/agent/graph.py0node for calling the model and handling the system prompt, messages, state, and tool bindings.STRING
HIGHexamples/showcases/research-canvas/final/agent/graph.py0node for calling the model and handling the system prompt, messages, state, and tool bindings.STRING
HIGHexamples/showcases/research-canvas/start/agent/graph.py0custom asynchronous tool node that can access and update agent state. this is necessary because tools cannot access or uSTRING
HIGHexamples/showcases/research-canvas/agent/graph.py0custom asynchronous tool node that can access and update agent state. this is necessary because tools cannot access or uSTRING
HIGHexamples/showcases/research-canvas/final/agent/graph.py0custom asynchronous tool node that can access and update agent state. this is necessary because tools cannot access or uSTRING
HIGHexamples/showcases/research-canvas/start/agent/graph.py0node for retrieving and processing feedback from the user via the frontend.STRING
HIGHexamples/showcases/research-canvas/agent/graph.py0node for retrieving and processing feedback from the user via the frontend.STRING
HIGHexamples/showcases/research-canvas/final/agent/graph.py0node for retrieving and processing feedback from the user via the frontend.STRING
HIGH…es/research-canvas/start/agent/tools/section_writer.py0write a section with content and footer containing referencesSTRING
HIGH…howcases/research-canvas/agent/tools/section_writer.py0write a section with content and footer containing referencesSTRING
HIGH…es/research-canvas/final/agent/tools/section_writer.py0write a section with content and footer containing referencesSTRING
HIGH…es/research-canvas/start/agent/tools/section_writer.py0writes a specific section of a research report based on the query, section title, and provided sources.STRING
HIGH…howcases/research-canvas/agent/tools/section_writer.py0writes a specific section of a research report based on the query, section title, and provided sources.STRING
HIGH…es/research-canvas/final/agent/tools/section_writer.py0writes a specific section of a research report based on the query, section title, and provided sources.STRING
HIGH…ses/research-canvas/start/agent/tools/tavily_search.py0perform searches for each sub-query using the tavily search tool concurrently.STRING
HIGH…showcases/research-canvas/agent/tools/tavily_search.py0perform searches for each sub-query using the tavily search tool concurrently.STRING
HIGH…ses/research-canvas/final/agent/tools/tavily_search.py0perform searches for each sub-query using the tavily search tool concurrently.STRING
HIGH…es/research-canvas/start/agent/tools/outline_writer.py0writes a research outline proposal based on the research querySTRING
HIGH…howcases/research-canvas/agent/tools/outline_writer.py0writes a research outline proposal based on the research querySTRING
HIGH…es/research-canvas/final/agent/tools/outline_writer.py0writes a research outline proposal based on the research querySTRING
HIGHexamples/integrations/pydantic-ai/agent/src/agent.py0get the weather for a given location. ensure location is fully spelled out.STRING
HIGHexamples/integrations/adk/agent/main.py0get the weather for a given location. ensure location is fully spelled out.STRING
HIGHshowcase/integrations/google-adk/src/agents/main.py0get the weather for a given location. ensure location is fully spelled out.STRING
HIGHexamples/integrations/langgraph-python/agent/main.py0you are a polished, professional demo assistant. keep responses to 1-2 sentences. tool guidance: - flights: call search_STRING
HIGH…ples/integrations/langgraph-fastapi/agent/src/agent.py0you are a polished, professional demo assistant. keep responses to 1-2 sentences. tool guidance: - flights: call search_STRING
HIGH…grations/langgraph-python/src/agents/beautiful_chat.py0you are a polished, professional demo assistant. keep responses to 1-2 sentences. tool guidance: - flights: call search_STRING
HIGH…ons/langgraph-fastapi/src/agents/src/beautiful_chat.py0you are a polished, professional demo assistant. keep responses to 1-2 sentences. tool guidance: - flights: call search_STRING
HIGH…ions/langgraph-python/agent/src/a2ui_dynamic_schema.py0render a dynamic a2ui v0.9 surface. args: surfaceid: unique surface identifier. catalogid: the catalog id (use "copilotkSTRING
HIGHexamples/integrations/strands-python/agent/main.py0render a dynamic a2ui v0.9 surface. args: surfaceid: unique surface identifier. catalogid: the catalog id (use "copilotkSTRING
HIGH…ons/langgraph-fastapi/agent/src/a2ui_dynamic_schema.py0render a dynamic a2ui v0.9 surface. args: surfaceid: unique surface identifier. catalogid: the catalog id (use "copilotkSTRING
HIGH…ons/langgraph-fastapi/src/agents/src/beautiful_chat.py0render a dynamic a2ui v0.9 surface. args: surfaceid: unique surface identifier. catalogid: the catalog id (use "copilotkSTRING
HIGH…ions/langgraph-python/agent/src/a2ui_dynamic_schema.py0generate dynamic a2ui components based on the conversation. a secondary llm designs the ui schema and data. the result iSTRING
HIGH…ons/langgraph-fastapi/agent/src/a2ui_dynamic_schema.py0generate dynamic a2ui components based on the conversation. a secondary llm designs the ui schema and data. the result iSTRING
HIGHshowcase/integrations/llamaindex/src/agents/agent.py0generate dynamic a2ui components based on the conversation. a secondary llm designs the ui schema and data. the result iSTRING
HIGHshowcase/integrations/pydantic-ai/src/agents/agent.py0generate dynamic a2ui components based on the conversation. a secondary llm designs the ui schema and data. the result iSTRING
HIGHshowcase/integrations/ag2/src/agents/agent.py0generate dynamic a2ui components based on the conversation. a secondary llm designs the ui schema and data. the result iSTRING
HIGH…ons/langgraph-fastapi/src/agents/src/beautiful_chat.py0generate dynamic a2ui components based on the conversation. a secondary llm designs the ui schema and data. the result iSTRING
HIGH…mples/integrations/langgraph-python/agent/src/query.py0query the database, takes natural language. always call before showing a chart or graph.STRING
HIGH…ples/integrations/langgraph-fastapi/agent/src/query.py0query the database, takes natural language. always call before showing a chart or graph.STRING
HIGH…grations/langgraph-python/src/agents/beautiful_chat.py0query the database, takes natural language. always call before showing a chart or graph.STRING
HIGH…ons/langgraph-fastapi/src/agents/src/beautiful_chat.py0query the database, takes natural language. always call before showing a chart or graph.STRING
HIGH…ations/langgraph-python/agent/src/a2ui_fixed_schema.py0fixed-schema a2ui tool: flight search results. schema is loaded from a json file. only the data changes per invocation.STRING
HIGH…grations/strands-python/agent/src/a2ui_fixed_schema.py0fixed-schema a2ui tool: flight search results. schema is loaded from a json file. only the data changes per invocation.STRING
HIGH…tions/langgraph-fastapi/agent/src/a2ui_fixed_schema.py0fixed-schema a2ui tool: flight search results. schema is loaded from a json file. only the data changes per invocation.STRING
HIGH…ations/langgraph-python/agent/src/a2ui_fixed_schema.py0search for flights and display the results as rich cards. return exactly 2 flights. each flight must have: airline (e.g.STRING
HIGH…tions/langgraph-fastapi/agent/src/a2ui_fixed_schema.py0search for flights and display the results as rich cards. return exactly 2 flights. each flight must have: airline (e.g.STRING
HIGH…ons/langgraph-fastapi/src/agents/src/beautiful_chat.py0search for flights and display the results as rich cards. return exactly 2 flights. each flight must have: airline (e.g.STRING
724 more matches not shown…
Over-Commented Block2365 hits · 2295 pts
SeverityFileLineSnippetContext
LOWlefthook.yml41 # still invokes this hook with an empty expansion, and oxlint/oxfmtCOMMENT
LOWlefthook.yml61 # multi-file expansion. The old `[ -n "{staged_files}" ]` form failedCOMMENT
LOWpnpm-workspace.yaml21 # own package-lock.json and is built with `npm ci` (see its Dockerfile).COMMENT
LOWsdk-python/copilotkit/copilotkit_lg_middleware.py41COMMENT
LOWsdk-python/copilotkit/crewai/copilotkit_integration.py101 # The actual_input for super().kickoff should be the state model instance SCOMMENT
LOW…_legacy/saas-dynamic-dashboards/frontend/next-env.d.ts1/// <reference types="next" />COMMENT
LOW…ples/v1/_legacy/saas-dynamic-dashboards/agent/agent.py341 goto=END,COMMENT
LOW…ples/v1/_legacy/saas-dynamic-dashboards/agent/agent.py361# user_response = interrupt({"steps": state["steps"]})COMMENT
LOW…ples/v1/_legacy/saas-dynamic-dashboards/agent/agent.py381COMMENT
LOW…ples/v1/_legacy/saas-dynamic-dashboards/agent/agent.py401workflow.add_node("start_flow", start_flow)COMMENT
LOWexamples/v1/research-canvas/readme.md81// Uncomment this if you want to use LangGraph JS, make sure toCOMMENT
LOW…les/v1/research-canvas/agents/typescript/tsconfig.json1{COMMENT
LOW…les/v1/research-canvas/agents/typescript/tsconfig.json21 // "jsxImportSource": "", /* Specify module specifier used to import the JSX factory funcCOMMENT
LOW…les/v1/research-canvas/agents/typescript/tsconfig.json41 // "customConditions": [], /* Conditions to set in addition to the resolver-specific defauCOMMENT
LOW…les/v1/research-canvas/agents/typescript/tsconfig.json61 // "removeComments": true, /* Disable emitting comments. */COMMENT
LOW…les/v1/research-canvas/agents/typescript/tsconfig.json81 // "preserveSymlinks": true, /* Disable resolving symlinks to their realpath. This correlateCOMMENT
LOWexamples/v1/next-openai/next-env.d.ts1/// <reference types="next" />COMMENT
LOWexamples/v1/next-openai/src/app/textarea/page.tsx141// The purpose is: \"${textareaPurpose}\"COMMENT
LOW…/src/app/presentation/components/main/Presentation.tsx21 // const { messages, setMessages } = useCopilotMessagesContext();COMMENT
LOW…/src/app/presentation/components/main/Presentation.tsx41 // });COMMENT
LOW…ples/v1/next-openai/src/lib/dynamic-service-adapter.ts21 throw new Error(`Service adapter "${name}" not found`);COMMENT
LOW…ples/v1/next-openai/src/lib/dynamic-service-adapter.ts61// chainFn: async ({ messages, tools, threadId }) => {COMMENT
LOW…ples/v1/next-openai/src/lib/dynamic-service-adapter.ts81// async function getBedrockAdapter() {COMMENT
LOWexamples/shadcn/next-env.d.ts1/// <reference types="next" />COMMENT
LOW…mples/showcases/oracle-agent-memory/docker-compose.yml1# Local Oracle AI Database for development.COMMENT
LOW…s/showcases/oracle-agent-memory/frontend/next-env.d.ts1/// <reference types="next" />COMMENT
LOW…/oracle-agent-memory/frontend/e2e/thread-title.spec.ts1import { test, expect } from "@playwright/test";COMMENT
LOW…ses/oracle-agent-memory/frontend/e2e/concierge.spec.ts81 // SFO → AMS, nonstop, $740) — these come from the assistant's reply, notCOMMENT
LOW…les/showcases/oracle-agent-memory/db/build-and-push.sh1#!/usr/bin/env bashCOMMENT
LOW…es/oracle-agent-memory/db/init/00-register-listener.sh1#!/usr/bin/env bashCOMMENT
LOW…les/showcases/microsoft-kanban/src/lib/kanban/state.ts1import type { AgentState, KanbanTask } from "./types";COMMENT
LOWexamples/showcases/spreadsheet/src/app/page.tsx41 );COMMENT
LOWexamples/showcases/a2a-travel/next-env.d.ts1/// <reference types="next" />COMMENT
LOWexamples/showcases/a2a-travel/agents/requirements.txt1# ============================================================================COMMENT
LOWexamples/showcases/a2a-travel/agents/requirements.txt21a2a-sdk[http-server]COMMENT
LOWexamples/showcases/a2a-travel/agents/requirements.txt41langchain-openai>=0.2.0COMMENT
LOWexamples/showcases/a2a-travel/agents/requirements.txt61# ============================================================================COMMENT
LOWexamples/showcases/mcp-demo/src/lib/available-agents.ts1// export enum AvailableAgents {COMMENT
LOW…open-mcp-client/apps/web/app/api/mastra-agent/route.ts261 });COMMENT
LOWexamples/showcases/banking/next-env.d.ts1/// <reference types="next" />COMMENT
LOWexamples/showcases/banking/stop-demo.sh1#!/usr/bin/env bashCOMMENT
LOWexamples/showcases/banking/docker-compose.yml1# ============================================================================COMMENT
LOWexamples/showcases/banking/docker-compose.yml21#COMMENT
LOWexamples/showcases/banking/docker-compose.yml121 # linux/amd64 manifest ONLY (no arm64 build), so on Apple Silicon Docker runsCOMMENT
LOWexamples/showcases/banking/docker-compose.yml181 DATABASE_URL: postgresql://intelligence:intelligence@postgres:5432/intelligence_appCOMMENT
LOWexamples/showcases/banking/run-demo.sh1#!/usr/bin/env bashCOMMENT
LOW…cases/banking/docs/teach-mode/verify-teachable-gate.sh1#!/usr/bin/env bashCOMMENT
LOW…cases/banking/docs/teach-mode/verify-teachable-gate.sh21#COMMENT
LOW…cases/banking/docs/teach-mode/verify-teachable-gate.sh41# → approve needs 1000+10000=11000 > 10000 ⇒ OVER LIMIT (scenario C)COMMENT
LOWexamples/showcases/banking/e2e/ogui-routing.spec.ts101 //COMMENT
LOWexamples/showcases/banking/src/app/wrapper.tsx81// and packages/react-core/src/v2/components/chat/CopilotChat.tsx (line 41–46).COMMENT
LOWexamples/showcases/banking/src/app/wrapper.tsx241 // whose ops the A2UI middleware turns into an `a2ui-surface` activity; theCOMMENT
LOW…s/showcases/banking/src/components/chat/chat-panel.tsx41 const configuration = useCopilotChatConfiguration();COMMENT
LOW…s/langgraph-js-support-agents/apps/agent/tsconfig.json1{COMMENT
LOW…s/langgraph-js-support-agents/apps/agent/tsconfig.json21 // "jsxImportSource": "", /* Specify module specifier used to import the JSX factory funcCOMMENT
LOW…s/langgraph-js-support-agents/apps/agent/tsconfig.json41 // "customConditions": [], /* Conditions to set in addition to the resolver-specific defauCOMMENT
LOW…s/langgraph-js-support-agents/apps/agent/tsconfig.json61 // "removeComments": true, /* Disable emitting comments. */COMMENT
LOW…s/langgraph-js-support-agents/apps/agent/tsconfig.json81 // "preserveSymlinks": true, /* Disable resolving symlinks to their realpath. This correlateCOMMENT
LOW…earch-canvas/frontend/src/lib/hooks/useLocalStorage.ts1import { Dispatch, SetStateAction, useEffect, useState } from "react";COMMENT
LOW…earch-canvas/frontend/src/lib/hooks/useLocalStorage.ts21 // return item ? JSON.parse(item) as T : initialValue;COMMENT
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Hyper-Verbose Identifiers1741 hits · 1712 pts
SeverityFileLineSnippetContext
LOWsdk-python/copilotkit/langgraph_agui_agent.py270 def langgraph_default_merge_state(CODE
LOWsdk-python/copilotkit/copilotkit_lg_middleware.py80def _extract_forwarded_headers_from_config() -> None:CODE
LOWsdk-python/copilotkit/copilotkit_lg_middleware.py507 def _fix_messages_for_bedrock(messages: list) -> list:CODE
LOWsdk-python/copilotkit/langgraph.py56def langchain_messages_to_copilotkit(messages: List[BaseMessage]) -> List[Message]:CODE
LOWsdk-python/copilotkit/langgraph.py167def copilotkit_customize_config(CODE
LOWsdk-python/copilotkit/langgraph.py377async def copilotkit_emit_tool_call(CODE
LOWsdk-python/copilotkit/crewai/crewai_sdk.py83 async def crewai_flow_event_subscriber(flow: Any, event: CrewAIFlowEvent):CODE
LOWsdk-python/copilotkit/crewai/crewai_sdk.py230async def copilotkit_emit_tool_call(CODE
LOWsdk-python/copilotkit/crewai/crewai_sdk.py328async def _copilotkit_stream_custom_stream_wrapper(response: CustomStreamWrapper):CODE
LOWsdk-python/copilotkit/crewai/crewai_sdk.py437def _copilotkit_stream_response(response: ModelResponse):CODE
LOWsdk-python/copilotkit/crewai/crewai_sdk.py504def copilotkit_messages_to_crewai_flow(messages: List[Message]) -> List[Any]:CODE
LOWsdk-python/copilotkit/crewai/crewai_sdk.py576def crewai_flow_messages_to_copilotkit(messages: List[Dict]) -> List[Message]: # pylint: disable=too-many-branchesCODE
LOWsdk-python/copilotkit/crewai/copilotkit_integration.py341def register_tool_call_listener():CODE
LOWsdk-python/copilotkit/crewai/copilotkit_integration.py354def emit_copilotkit_state_update_event(tool_name: str, args: dict[str, Any]):CODE
LOWsdk-python/copilotkit/crewai/crewai_agent.py343def crewai_flow_default_merge_state( # pylint: disable=unused-argument, too-many-argumentsCODE
LOW…-python/tests/test_langchain_messages_to_copilotkit.py28 def test_ai_message_with_content_and_tool_calls(self):CODE
LOW…-python/tests/test_langchain_messages_to_copilotkit.py48 def test_ai_message_with_empty_content_and_tool_calls(self):CODE
LOW…-python/tests/test_langchain_messages_to_copilotkit.py70 def test_ai_message_with_none_content_and_tool_calls(self):CODE
LOW…-python/tests/test_langchain_messages_to_copilotkit.py87 def test_no_orphaned_parent_message_ids(self):CODE
LOW…-python/tests/test_langchain_messages_to_copilotkit.py111 def test_ai_message_with_list_content_and_tool_calls(self):CODE
LOW…-python/tests/test_langchain_messages_to_copilotkit.py131 def test_ai_message_without_tool_calls(self):CODE
LOWsdk-python/tests/test_header_propagation.py21 def test_filters_to_x_prefixed_headers(self):CODE
LOWsdk-python/tests/test_header_propagation.py40 def test_case_insensitive_prefix_match(self):CODE
LOWsdk-python/tests/test_header_propagation.py53 def test_empty_when_no_x_headers(self):CODE
LOWsdk-python/tests/test_header_propagation.py72 def test_default_is_empty_dict(self):CODE
LOWsdk-python/tests/test_header_propagation.py96 def test_appends_to_raw_httpx_client(self):CODE
LOWsdk-python/tests/test_header_propagation.py107 def test_appends_to_sdk_wrapped_client(self):CODE
LOWsdk-python/tests/test_header_propagation.py122 def test_hook_injects_headers(self):CODE
LOWsdk-python/tests/test_header_propagation.py150 def test_hook_noop_when_no_headers(self):CODE
LOWsdk-python/tests/test_header_propagation.py170 def test_no_event_hooks_warns(self):CODE
LOWsdk-python/tests/test_header_propagation.py182 def test_walks_chain_to_find_event_hooks(self):CODE
LOWsdk-python/tests/test_header_propagation.py223 def test_idempotent_double_install(self):CODE
LOWsdk-python/tests/test_header_propagation.py237 def test_header_agnostic_injection(self):CODE
LOWsdk-python/tests/test_header_propagation.py271 def test_async_client_gets_async_hook(self):CODE
LOWsdk-python/tests/test_header_propagation.py290 def test_async_hook_is_awaitable_and_injects_headers(self):CODE
LOWsdk-python/tests/test_header_propagation.py316 def test_sync_client_gets_sync_hook(self):CODE
LOWsdk-python/tests/test_header_propagation.py336 def test_chain_depth_exhausted_warns(self):CODE
LOWsdk-python/tests/test_header_propagation.py362 def test_sync_client_with_async_named_mro_base_is_sync(self):CODE
LOWsdk-python/tests/test_header_propagation.py391 def test_preexisting_foreign_hook_is_preserved(self):CODE
LOWsdk-python/tests/test_header_propagation.py448 def test_child_context_does_not_pollute_parent(self):CODE
LOWsdk-python/tests/test_emit_filtering.py54 def test_emit_messages_false_filters_text_event(self, agent):CODE
LOWsdk-python/tests/test_emit_filtering.py60 def test_emit_tool_calls_false_filters_tool_event(self, agent):CODE
LOWsdk-python/tests/test_emit_filtering.py66 def test_emit_messages_true_passes_through(self, agent):CODE
LOWsdk-python/tests/test_emit_filtering.py73 def test_no_metadata_key_passes_through(self, agent):CODE
LOWsdk-python/tests/test_emit_filtering.py79 def test_empty_metadata_passes_through(self, agent):CODE
LOWsdk-python/tests/test_emit_filtering.py92 def test_filtered_message_returns_none_not_empty_string(self, agent):CODE
LOWsdk-python/tests/test_emit_filtering.py98 def test_filtered_tool_call_returns_none_not_empty_string(self, agent):CODE
LOWsdk-python/tests/test_emit_filtering.py111 def test_run_filters_none_events(self, agent):CODE
LOWsdk-python/tests/test_emit_filtering.py147 def test_none_raw_event_passes_through(self, agent):CODE
LOWsdk-python/tests/test_emit_filtering.py158 def test_event_without_raw_event_attr_passes_through(self, agent):CODE
LOWsdk-python/tests/test_emit_filtering.py176 def test_none_emit_messages_does_not_filter(self, agent):CODE
LOWsdk-python/tests/test_emit_filtering.py184 def test_none_emit_tool_calls_does_not_filter(self, agent):CODE
LOWsdk-python/tests/test_emit_filtering.py190 def test_zero_emit_messages_does_not_filter(self, agent):CODE
LOWsdk-python/tests/test_agui_agent.py82 def test_emits_text_message_sequence(self, agent):CODE
LOWsdk-python/tests/test_agui_agent.py119 def test_content_delta_matches(self, agent):CODE
LOWsdk-python/tests/test_agui_agent.py146 def test_emits_tool_call_sequence(self, agent):CODE
LOWsdk-python/tests/test_agui_agent.py183 def test_args_serialized_as_json_when_dict(self, agent):CODE
LOWsdk-python/tests/test_agui_agent.py201 def test_args_passed_as_string_when_string(self, agent):CODE
LOWsdk-python/tests/test_agui_agent.py226 def test_emits_state_snapshot(self, agent):CODE
LOWsdk-python/tests/test_agui_agent.py274 def test_unknown_custom_event_passes_through(self, agent):CODE
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Unused Imports725 hits · 707 pts
SeverityFileLineSnippetContext
LOWsdk-python/copilotkit/__init__.py3CODE
LOWsdk-python/copilotkit/__init__.py3CODE
LOWsdk-python/copilotkit/__init__.py3CODE
LOWsdk-python/copilotkit/__init__.py3CODE
LOWsdk-python/copilotkit/__init__.py9CODE
LOWsdk-python/copilotkit/__init__.py10CODE
LOWsdk-python/copilotkit/__init__.py10CODE
LOWsdk-python/copilotkit/__init__.py10CODE
LOWsdk-python/copilotkit/__init__.py10CODE
LOWsdk-python/copilotkit/__init__.py10CODE
LOWsdk-python/copilotkit/__init__.py10CODE
LOWsdk-python/copilotkit/__init__.py18CODE
LOWsdk-python/copilotkit/__init__.py19CODE
LOWsdk-python/copilotkit/__init__.py20CODE
LOWsdk-python/copilotkit/__init__.py21CODE
LOWsdk-python/copilotkit/__init__.py22CODE
LOWsdk-python/copilotkit/__init__.py23CODE
LOWsdk-python/copilotkit/__init__.py23CODE
LOWsdk-python/copilotkit/__init__.py27CODE
LOWsdk-python/copilotkit/__init__.py27CODE
LOWsdk-python/copilotkit/__init__.py27CODE
LOWsdk-python/copilotkit/a2ui.py18CODE
LOWsdk-python/copilotkit/copilotkit_lg_middleware.py19CODE
LOWsdk-python/copilotkit/langchain.py6CODE
LOWsdk-python/copilotkit/langchain.py6CODE
LOWsdk-python/copilotkit/langchain.py6CODE
LOWsdk-python/copilotkit/langchain.py6CODE
LOWsdk-python/copilotkit/langchain.py6CODE
LOWsdk-python/copilotkit/langchain.py6CODE
LOWsdk-python/copilotkit/langchain.py6CODE
LOWsdk-python/copilotkit/crewai/__init__.py5CODE
LOWsdk-python/copilotkit/crewai/__init__.py6CODE
LOWsdk-python/copilotkit/crewai/__init__.py6CODE
LOWsdk-python/copilotkit/crewai/__init__.py6CODE
LOWsdk-python/copilotkit/crewai/__init__.py6CODE
LOWsdk-python/copilotkit/crewai/__init__.py6CODE
LOWsdk-python/copilotkit/crewai/__init__.py6CODE
LOWsdk-python/copilotkit/crewai/__init__.py6CODE
LOWsdk-python/copilotkit/crewai/__init__.py6CODE
LOWsdk-python/copilotkit/crewai/__init__.py16CODE
LOWsdk-python/copilotkit/crewai/__init__.py16CODE
LOWsdk-python/copilotkit/crewai/__init__.py16CODE
LOWsdk-python/copilotkit/crewai/__init__.py16CODE
LOWsdk-python/copilotkit/crewai/__init__.py16CODE
LOWsdk-python/copilotkit/crewai/__init__.py16CODE
LOWsdk-python/copilotkit/crewai/__init__.py16CODE
LOWsdk-python/copilotkit/crewai/__init__.py16CODE
LOWsdk-python/tests/test_header_propagation.py9CODE
LOWsdk-python/tests/test_emit_filtering.py10CODE
LOWsdk-python/tests/test_emit_filtering.py11CODE
LOWsdk-python/tests/test_agui_agent.py13CODE
LOWsdk-python/tests/test_agui_agent.py13CODE
LOWsdk-python/tests/test_agui_agent.py13CODE
LOWsdk-python/tests/test_agui_agent.py13CODE
LOWsdk-python/tests/test_agui_agent.py13CODE
LOWsdk-python/tests/test_copilotkit_lg_middleware.py25CODE
LOWsdk-python/tests/test_emit_tool_call_optional_id.py282CODE
LOWsdk-python/tests/test_langchain_message_content.py8CODE
LOWsdk-python/tests/test_interrupt_resume.py3CODE
LOW…ples/v1/_legacy/saas-dynamic-dashboards/agent/agent.py20CODE
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AI Slop Vocabulary215 hits · 649 pts
SeverityFileLineSnippetContext
MEDIUMpnpm-workspace.yaml25 # harness package imports from it and both use pnpm.COMMENT
LOWsdk-python/copilotkit/crewai/copilotkit_integration.py123 # Normal case: just pass inputs (which might be None)COMMENT
MEDIUM…s/showcases/generative-ui-playground/package-lock.json11923 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.2.tgz",CODE
MEDIUMexamples/showcases/pydantic-ai-todos/src/lib/types.ts4// This ensures seamless state synchronization between frontend and backendCOMMENT
MEDIUM…cases/microsoft-kanban/src/app/api/copilotkit/route.ts13// 2. Create the CopilotRuntime instance and utilize the Microsoft Agent FrameworkCOMMENT
MEDIUM…howcases/scene-creator/src/app/api/copilotkit/route.ts14// 2. Create the CopilotRuntime instance and utilize the LangGraph AG-UICOMMENT
MEDIUMexamples/showcases/deep-agents/package-lock.json14229 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.2.tgz",CODE
MEDIUM…les/showcases/deep-agents-job-search/package-lock.json14598 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.2.tgz",CODE
MEDIUM…cases/mcp-demo/src/components/VisualRepresentation.tsx106 // A more robust solution would need context on which task is "active"COMMENT
MEDIUM…/strands-file-analyzer/src/app/api/copilotkit/route.ts14// 2. Create the CopilotRuntime instance and utilize the Strands AG-UICOMMENT
MEDIUMexamples/showcases/banking/e2e/memory-learning.spec.ts148 // a server assertion (robust) — the over-limit gate is now lifted for TXN_ID.COMMENT
MEDIUM…upport-agents/apps/web/src/app/api/copilotkit/route.ts13// 2. Create the CopilotRuntime instance and utilize the LangGraph AG-UICOMMENT
MEDIUM…howcases/adk-dashboard/src/app/api/copilotkit/route.ts13// 2. Create the CopilotRuntime instance and utilize the ADK integrationCOMMENT
MEDIUM…mples/showcases/strands-crm/frontend/package-lock.json17030 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
MEDIUM…cases/strands-crm/frontend/app/reports/weekly/page.tsx19 // Newest first by generatedAt (robust regardless of snapshot order), so aCOMMENT
MEDIUMexamples/showcases/daytona-runcode/package-lock.json17796 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
MEDIUMexamples/showcases/arcade-tools/package-lock.json19902 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
MEDIUMexamples/canvas/mastra/src/app/api/copilotkit/route.ts15 // 3. Create the CopilotRuntime instance and utilize the Mastra AG-UICOMMENT
MEDIUM…les/canvas/pydantic-ai/src/app/api/copilotkit/route.ts13// 2. Create the CopilotRuntime instance and utilize the PydanticAI AG-UICOMMENT
MEDIUM…anvas/langgraph-python/src/app/api/copilotkit/route.ts14// 2. Create the CopilotRuntime instance and utilize the LangGraph AG-UICOMMENT
MEDIUM…mples/canvas/mastra-pm/src/app/api/copilotkit/route.ts15 // 3. Create the CopilotRuntime instance and utilize the Mastra AG-UICOMMENT
MEDIUMexamples/integrations/llamaindex/package-lock.json16441 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
MEDIUM…tegrations/ms-agent-framework-dotnet/package-lock.json16410 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
MEDIUMexamples/integrations/a2a-middleware/package-lock.json11079 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
MEDIUM…s/integrations/claude-sdk-typescript/package-lock.json16610 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
MEDIUMexamples/integrations/mastra/package-lock.json14477 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
MEDIUM…ples/integrations/agentcore/frontend/package-lock.json17200 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
MEDIUMexamples/integrations/a2a-a2ui/package-lock.json16387 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
MEDIUMexamples/integrations/crewai-flows/package-lock.json16454 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
MEDIUM…ewai-flows/src/app/api/copilotkit/[[...slug]]/route.ts10// 1. Create the CopilotRuntime instance and utilize the HttpAgent AG-UICOMMENT
MEDIUM…mples/integrations/claude-sdk-python/package-lock.json16610 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
MEDIUMexamples/integrations/pydantic-ai/package-lock.json16419 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
MEDIUM…ydantic-ai/src/app/api/copilotkit/[[...slug]]/route.ts10// 1. Create the CopilotRuntime instance and utilize the PydanticAI AG-UICOMMENT
MEDIUMexamples/integrations/crewai-crews/package-lock.json16429 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
MEDIUM…ewai-crews/src/app/api/copilotkit/[[...slug]]/route.ts13// 1. Create the CopilotRuntime instance and utilize the CrewAI AG-UICOMMENT
MEDIUMexamples/integrations/adk/package-lock.json16433 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
MEDIUMexamples/integrations/adk/docker-compose.test.yml19 # dev runs where the local harness may provide its own stub.COMMENT
MEDIUMexamples/integrations/agent-spec/package-lock.json16532 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
MEDIUMexamples/integrations/mcp-apps/package-lock.json11126 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
MEDIUM…tegrations/ms-agent-framework-python/package-lock.json16419 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
MEDIUM…ork-python/src/app/api/copilotkit/[[...slug]]/route.ts10// 1. Create the CopilotRuntime instance and utilize the Microsoft Agent FrameworkCOMMENT
MEDIUM…amples/integrations/langgraph-python/package-lock.json10983 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
MEDIUMexamples/integrations/strands-python/package-lock.json16792 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
MEDIUM…mples/integrations/langgraph-fastapi/package-lock.json17336 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
MEDIUMexamples/integrations/agno/package-lock.json16411 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
MEDIUMexamples/integrations/langgraph-js/package-lock.json16902 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
MEDIUMscripts/release/verify-release-scope-dropdowns.sh66# Uses yq when available (the CI path on ubuntu-latest), otherwise a robust awkCOMMENT
MEDIUMscripts/hooks/check-binaries.sh67# The explicit form is robust regardless of what comes after.COMMENT
MEDIUMpackages/runtime/src/agent/__tests__/agent.test.ts907 // RUN_FINISHED — assert it's still captured (ordering-robust).COMMENT
MEDIUM.github/workflows/ghcr_unlinked_packages.yml10# succession (`showcase-harness` caught manually after a failed deploy, andCOMMENT
MEDIUM.github/workflows/showcase_keep-alive.yml1# INTERIM — superseded by showcase-harness smoke cadence (see Notion).COMMENT
MEDIUM.github/workflows/showcase_deploy.yml84 // This makes the lookup robust to the build run uploadingCOMMENT
MEDIUM.github/workflows/showcase_deploy.yml297 # Build the payload to match the harness ingest schema atCOMMENT
MEDIUM.github/workflows/showcase_deploy.yml298 # showcase/harness/src/http/webhooks/deploy.ts (`.strict()`):COMMENT
MEDIUM.github/workflows/showcase_deploy.yml320 # buildRunId/buildRunUrl are .url()-validated in the harnessCOMMENT
MEDIUM.github/workflows/test_smoke-starter.yml5# for starter health comes from the harness HTTP-probing the deployedCOMMENT
MEDIUM.github/workflows/test_smoke-starter.yml9# or an upstream CopilotKit release. We KEEP the 6h cron (and the harnessCOMMENT
MEDIUM.github/workflows/test_smoke-starter.yml13# harness signal. The fast pre-merge build-sanity gate is theCOMMENT
MEDIUM.github/workflows/test_smoke-starter.yml22 # detector. Stays until S5 harness probing of live Railway starterCOMMENT
MEDIUM.github/workflows/test_smoke-starter.yml23 # services is confirmed, then retire in favour of the harness signal.COMMENT
155 more matches not shown…
Modern AI Meta-Vocabulary185 hits · 548 pts
SeverityFileLineSnippetContext
MEDIUMsdk-python/copilotkit/copilotkit_lg_middleware.py197# CopilotKit/AG-UI plumbing, or graph-internal scaffolding.COMMENT
MEDIUMdev-docs/langgraph-python-column-wave1-bugs.md377### B16 — `agentic-chat` suite fails against Railway: `background-container` testid absentCOMMENT
MEDIUMexamples/showcases/a2a-travel/README.md127│ ├── travel-chat.tsx # Chat orchestrationCODE
MEDIUMexamples/showcases/a2a-travel/agents/requirements.txt4# This file contains all packages needed to run the multi-agent demo.COMMENT
MEDIUMexamples/showcases/banking/stop-demo.sh24# embedding model. Without this, data + model cache persist.COMMENT
MEDIUMexamples/showcases/research-canvas/README.md3This demo showcases ANA (Agent Native Application), a research canvas app that combines Human-in-the-Loop capabilities wCODE
MEDIUMexamples/showcases/research-canvas/start/README.md3This demo showcases ANA (Agent Native Application), a research canvas app that combines Human-in-the-Loop capabilities wCODE
MEDIUMexamples/showcases/research-canvas/final/README.md3This demo showcases ANA (Agent Native Application), a research canvas app that combines Human-in-the-Loop capabilities wCODE
MEDIUMexamples/showcases/generative-ui/README.md265- [Agent Factory: The new era of agentic AI: common use cases and design patterns](https://azure.microsoft.com/en-us/bloSTRING
MEDIUMexamples/showcases/generative-ui/README.md266- [Agentic AI vs AI Agents: A Deep Dive](https://uibakery.io/blog/agentic-ai-vs-ai-agents) - UI BakerySTRING
MEDIUMexamples/showcases/generative-ui/README.md267- [Introducing Agentic UI Interfaces: A Tactical Executive Guide](https://akfpartners.com/growth-blog/introducing-agentiSTRING
MEDIUMexamples/showcases/generative-ui/README.md269- [From products to systems: The agentic AI shift](https://uxdesign.cc/from-products-to-systems-the-agentic-ai-shift-eafSTRING
MEDIUMexamples/showcases/generative-ui/README.md271- [The State of Agentic UI: Comparing AG-UI, MCP-UI, and A2A Protocols](https://www.copilotkit.ai/blog/the-state-of-agenSTRING
MEDIUMexamples/slack/e2e/telegram-cases.ts136 // ── C. Triage / agentic prompts ────────────────────────────────────────────COMMENT
MEDIUMpackages/react-core/README.md79// agentic generative UICOMMENT
MEDIUMpackages/react-ui/README.md79// agentic generative UICOMMENT
MEDIUMpackages/runtime/src/agent/index.ts1040 // tool-role result so the model can continue the agentic loop.COMMENT
MEDIUMpackages/shared/README.md79// agentic generative UICOMMENT
MEDIUMpackages/web-inspector/src/index.ts129 "https://cdn.copilotkit.ai/corp-site/videos/copilotkit-generative-ui-agentic-frontend-demo.webm";CODE
MEDIUM…ages/web-inspector/src/__tests__/web-inspector.spec.ts1932 "https://cdn.copilotkit.ai/corp-site/videos/copilotkit-generative-ui-agentic-frontend-demo.webm",CODE
MEDIUMpackages/react-textarea/README.md79// agentic generative UICOMMENT
MEDIUM.github/workflows/canary.yml147 # this same orchestration — owns a UNIQUE canary ref. This prevents twoCOMMENT
MEDIUMshowcase/docker-compose.local.yml271 # langgraph-python demo's agentic-chat cell for a fast N=1 ramp; addCOMMENT
MEDIUMshowcase/docker-compose.local.yml274 LOCAL_SERVICES_JSON=[{"name":"showcase-langgraph-python","publicUrl":"http://langgraph-python:10000","demos":["aCODE
MEDIUM…owcase/shell-dashboard/src/components/feature-grid.tsx745 // `agentic-chat-reasoning`). Operators can flip it on to surfaceCOMMENT
MEDIUM…ashboard/src/components/__tests__/cell-matrix.test.tsx193 // 2 features (agentic-chat, auth) × 2 integrations (lgp, crewai)COMMENT
MEDIUM…ashboard/src/components/__tests__/cell-matrix.test.tsx296 // lgp/agentic-chat: e2e GREEN (D3), chat GREEN (D4), and an EMITTED REDCOMMENT
MEDIUM…ashboard/src/components/__tests__/cell-matrix.test.tsx297 // D5 row. "agentic-chat" maps to a CATALOG_TO_D5_KEY so ceiling=5;COMMENT
MEDIUM…ashboard/src/components/__tests__/cell-matrix.test.tsx337 // Emitted RED D5 keeps agentic-chat a genuine regression under theCOMMENT
MEDIUM…ashboard/src/components/__tests__/cell-matrix.test.tsx356 // agentic-chat: achieved=4 < ceiling=5, D5 emitted red → regression → visibleCOMMENT
MEDIUM…ashboard/src/components/__tests__/cell-matrix.test.tsx384 // lgp/agentic-chat is wired with health=red → functional gapCOMMENT
MEDIUM…ashboard/src/components/__tests__/cell-matrix.test.tsx429 // agentic-chat has red rollup → visible as functional gapCOMMENT
MEDIUM…ashboard/src/components/__tests__/cell-matrix.test.tsx454 // Click the lgp/agentic-chat cell buttonCOMMENT
MEDIUM…ashboard/src/components/__tests__/cell-matrix.test.tsx462 // crewai/agentic-chat is unshipped. The unsupported chip and unshippedCOMMENT
MEDIUM…ashboard/src/components/__tests__/cell-matrix.test.tsx605 // green rows are stale. The e2e:lgp/agentic-chat row's observed_at sitsCOMMENT
MEDIUM…dashboard/src/components/__tests__/depth-utils.test.ts231 // "agentic-chat" has D5 mapping → maxPossible=6, achieved=4 → regressionCOMMENT
MEDIUM…dashboard/src/components/__tests__/depth-utils.test.ts262 // "agentic-chat" has D5 mapping → maxPossible=6, health red → achieved=0COMMENT
MEDIUM…mponents/__tests__/cell-drilldown.lazy-signal.test.tsx320 // - e2e:lgp/agentic-chat (id-e2e:lgp/agentic-chat)COMMENT
MEDIUM…onents/__tests__/overlay-selector-integration.test.tsx254 // `agentic-chat` is a real CATALOG_TO_D5_KEY entry, so its d5 row resolvesCOMMENT
MEDIUM…onents/__tests__/overlay-selector-integration.test.tsx341 // `agentic-chat` is a real CATALOG_TO_D5_KEY entry so the 1P badge has aCOMMENT
MEDIUM…onents/__tests__/overlay-selector-integration.test.tsx343 // hidden by design. The docs-status mock also covers `agentic-chat`, soCOMMENT
MEDIUM…src/components/__tests__/compute-tally-detail.test.tsx243 // Use feature IDs with a D5 mapping (agentic-chat, tool-rendering) so theCOMMENT
MEDIUM…src/components/__tests__/compute-tally-detail.test.tsx330 // Integration only has a demo for agentic-chat, not tool-rendering.COMMENT
MEDIUM…src/components/__tests__/compute-tally-detail.test.tsx337 // agentic-chat: green D3 + green D5 + green D6 → green (intact ladder).COMMENT
MEDIUM…src/components/__tests__/compute-tally-detail.test.tsx361 // agentic-chat: wired + intact green ladder → green; tool-rendering:COMMENT
MEDIUM…src/components/__tests__/compute-tally-detail.test.tsx466 // agentic-chat: green D3 + green D5 + green D6 → green (intact ladder).COMMENT
MEDIUM…src/components/__tests__/compute-tally-detail.test.tsx494 // agentic-chat: intact green ladder → green; tool-rendering: unsupportedCOMMENT
MEDIUM…src/components/__tests__/compute-tally-detail.test.tsx557 // …but per-cell: voice passed parity, agentic-chat did not.COMMENT
MEDIUM…src/components/__tests__/compute-tally-detail.test.tsx574 // agentic-chat: D5 green + per-cell D6 red → amber (D6 above D5).COMMENT
MEDIUM…c/components/__tests__/dashboard-color-matrix.test.tsx207 // agentic-chat is 1:1 mapped (CATALOG_TO_D5_KEY["agentic-chat"] =COMMENT
MEDIUM…c/components/__tests__/dashboard-color-matrix.test.tsx208 // ["agentic-chat"]) so each depth is a single key, isolating one badge.COMMENT
MEDIUM…c/components/__tests__/dashboard-color-matrix.test.tsx251 // 1P (d5) — single enum key (agentic-chat→agentic-chat)COMMENT
MEDIUM…c/components/__tests__/dashboard-color-matrix.test.tsx798 // agentic-chat full greenCOMMENT
MEDIUMshowcase/shell-dashboard/src/lib/live-status.test.ts343 // `agentic-chat` maps to a single d6 key, so the fold sees exactly one row.COMMENT
MEDIUMshowcase/shell-dashboard/src/lib/live-status.test.ts818 // via CATALOG_TO_D5_KEY. `agentic-chat` is a real single-key family;COMMENT
MEDIUMshowcase/shell-dashboard/src/lib/live-status.test.ts832 // `agentic-chat` is a mapped single-key D5 family; a degraded sub-rowCOMMENT
MEDIUM…e/shell-dashboard/src/lib/__tests__/cell-model.test.ts220 // agentic-chat is D6-mapped, so D6 EXISTS (mapped, unemitted) → ceiling 6.COMMENT
MEDIUM…e/shell-dashboard/src/lib/__tests__/cell-model.test.ts237 // agentic-chat is D6-mapped, so D6 EXISTS (mapped, unemitted) → ceiling 6.COMMENT
MEDIUM…e/shell-dashboard/src/lib/__tests__/cell-model.test.ts636 // agentic-chat is D6-mapped, so D6 EXISTS (mapped, unemitted) → ceiling 6.COMMENT
MEDIUM…e/shell-dashboard/src/lib/__tests__/cell-model.test.ts167 // agentic-chat IS in CATALOG_TO_D5_KEY → D5 exists=true, status=nullCOMMENT
125 more matches not shown…
Excessive Try-Catch Wrapping302 hits · 333 pts
SeverityFileLineSnippetContext
LOWsdk-python/copilotkit/sdk.py294 except Exception as error:CODE
LOWsdk-python/copilotkit/sdk.py343 except Exception as error:CODE
LOWsdk-python/copilotkit/sdk.py371 except Exception as error:CODE
LOWsdk-python/copilotkit/langgraph_agui_agent.py174 except Exception:CODE
LOWsdk-python/copilotkit/langgraph_agui_agent.py184 except Exception:CODE
LOWsdk-python/copilotkit/copilotkit_lg_middleware.py38except Exception: # noqa: BLE001 - any import failure means the feature is offCODE
LOWsdk-python/copilotkit/copilotkit_lg_middleware.py76 except Exception: # noqa: BLE001 - no active context / older langgraphCODE
LOWsdk-python/copilotkit/copilotkit_lg_middleware.py160 except Exception as e:CODE
LOWsdk-python/copilotkit/utils.py4 except Exception:CODE
MEDIUMsdk-python/copilotkit/utils.py1def filter_by_schema_keys(obj, schema):CODE
LOWsdk-python/copilotkit/crewai/crewai_sdk.py131 except Exception as e: # pylint: disable=broad-exceptCODE
LOWsdk-python/copilotkit/crewai/crewai_sdk.py290 except Exception:CODE
LOWsdk-python/copilotkit/crewai/crewai_sdk.py295 except Exception:CODE
LOWsdk-python/copilotkit/crewai/crewai_agent.py317 except Exception as e: # pylint: disable=broad-exceptCODE
LOWsdk-python/copilotkit/crewai/crewai_agent.py328 except Exception as e: # pylint: disable=broad-exceptCODE
LOWsdk-python/copilotkit/integrations/fastapi.py269 except Exception as exc: # pylint: disable=broad-exceptCODE
LOWsdk-python/copilotkit/integrations/fastapi.py307 except Exception as exc: # pylint: disable=broad-exceptCODE
LOWsdk-python/copilotkit/integrations/fastapi.py330 except Exception as exc: # pylint: disable=broad-exceptCODE
LOW…ples/v1/_legacy/saas-dynamic-dashboards/agent/agent.py210 except Exception as e:STRING
LOW…s/v1/research-canvas/agents/python/src/lib/download.py41 except Exception as e: # pylint: disable=broad-exceptCODE
LOW…les/v1/research-canvas/agents/python/src/lib/search.py53 except Exception as e:CODE
LOW…cases/oracle-agent-memory/frontend/e2e/reset-memory.py43except Exception as exc: # DB down / not provisioned — let the tests surface itCODE
LOW…cases/oracle-agent-memory/frontend/e2e/reset-memory.py53 except Exception as exc:CODE
LOW…cle-agent-memory/frontend/e2e/wait-until-searchable.py58 except Exception as exc: # transient (index building, pool warm-up) — retryCODE
LOW…howcases/oracle-agent-memory/agent/concierge/server.py285 except Exception as exc: # persistence is best-effort; a DB blip must not 500 the runCODE
LOW…howcases/oracle-agent-memory/agent/concierge/server.py312 except Exception as exc: # surface failures to the clientCODE
LOW…howcases/oracle-agent-memory/agent/concierge/server.py329 except Exception as exc:CODE
MEDIUM…howcases/oracle-agent-memory/agent/concierge/server.py309def run_and_close():CODE
LOW…showcases/oracle-agent-memory/agent/concierge/tools.py111 except Exception as exc: # memory is an enhancement, not a hard dependencyCODE
LOW…es/oracle-agent-memory/agent/concierge/checkpointer.py78 except Exception as exc:CODE
LOW…cases/oracle-agent-memory/agent/concierge/reconcile.py78 except Exception as exc: # never let reconciliation break persistenceCODE
LOW…cases/oracle-agent-memory/agent/concierge/reconcile.py86 except Exception as exc:CODE
LOW…ases/oracle-agent-memory/agent/scripts/reset_memory.py40 except Exception as exc: # ORA-00942 on a fresh DB (table not created) is fineCODE
LOWexamples/showcases/deep-agents/agent/tools.py60 except Exception as e:CODE
LOWexamples/showcases/deep-agents/agent/main.py76except Exception as e:CODE
LOW…amples/showcases/deep-agents-job-search/agent/agent.py75 except Exception as e:STRING
LOWexamples/showcases/deep-agents-job-search/agent/main.py31except Exception as e:CODE
LOWexamples/showcases/deep-agents-job-search/agent/main.py78 except Exception as e:CODE
LOWexamples/showcases/a2a-travel/agents/itinerary_agent.py164 except Exception as e:STRING
LOWexamples/showcases/a2a-travel/agents/budget_agent.py180 except Exception as e:STRING
LOWexamples/showcases/a2a-travel/agents/weather_agent.py186 except Exception as e:STRING
LOW…amples/showcases/a2a-travel/agents/restaurant_agent.py176 except Exception as e:STRING
LOW…les/showcases/strands-file-analyzer/agent/pdf_utils.py31 except Exception as e:CODE
LOW…les/showcases/strands-file-analyzer/agent/pdf_utils.py37 except Exception as e:CODE
LOWexamples/showcases/strands-file-analyzer/agent/main.py55 except Exception:CODE
LOWexamples/showcases/strands-file-analyzer/agent/main.py389 except Exception as e:CODE
LOWexamples/showcases/strands-file-analyzer/agent/main.py490 except Exception as e:CODE
LOWexamples/showcases/strands-file-analyzer/agent/main.py530 except Exception as e:CODE
LOWexamples/showcases/strands-file-analyzer/agent/main.py572 except Exception as e:CODE
LOWexamples/showcases/strands-file-analyzer/agent/main.py597 except Exception as e:CODE
MEDIUMexamples/showcases/strands-file-analyzer/agent/main.py37def filter(self, record):CODE
LOW…cases/deep-agents-finance-erp/agent/test_multi_turn.py216 except Exception as e:CODE
LOW…amples/showcases/deep-agents-finance-erp/agent/main.py43 except Exception:CODE
LOW…ases/deep-agents-finance-erp/agent/evals/test_agent.py72 except Exception:CODE
LOWexamples/showcases/adk-dashboard/agent/tools.py23 except Exception as e:CODE
LOWexamples/showcases/adk-dashboard/agent/tools.py40 except Exception as e:CODE
LOW…es/research-canvas/start/agent/tools/tavily_extract.py47 except Exception as e:CODE
MEDIUM…es/research-canvas/start/agent/tools/tavily_extract.py48 print(f"Error occurred during extract: {str(e)}")CODE
LOW…es/research-canvas/start/agent/tools/section_writer.py192 except Exception as e:CODE
LOW…ses/research-canvas/start/agent/tools/tavily_search.py61 except Exception as e:CODE
242 more matches not shown…
Cross-Language Confusion50 hits · 300 pts
SeverityFileLineSnippetContext
HIGH…ntegrations/llamaindex/src/agents/hitl_in_app_agent.py76 '`{"approved": boolean, "reason": string | null}`.\n'CODE
HIGH…ations/llamaindex/src/agents/byoc_json_render_agent.py42 props: { "label": string, "value": string, "trend": string | null }CODE
HIGH…ations/llamaindex/src/agents/byoc_json_render_agent.py48 "description": string | null,CODE
HIGH…ations/llamaindex/src/agents/byoc_json_render_agent.py55 "description": string | null,CODE
HIGH…ph-typescript/tests/python/test_entrypoint_watchdog.py998 f"du line lacks error guard (|| true or 2>/dev/null): {line!r}\n"CODE
HIGH…ph-typescript/tests/python/test_entrypoint_watchdog.py807 `trap 'kill "$SIZE_PID" 2>/dev/null || true' EXIT` INSIDE the watchdogSTRING
HIGH…ph-typescript/tests/python/test_entrypoint_watchdog.py294 The export line runs before the hardcoded `cd /app/src/agent && npm start`STRING
HIGH…ph-typescript/tests/python/test_entrypoint_watchdog.py973 b) explicit rc check with || trueSTRING
HIGH…ph-typescript/tests/python/test_entrypoint_watchdog.py986 """du call in size-check must have || true to prevent set -e kill."""STRING
HIGH…ations/ms-agent-python/src/agents/hitl_in_app_agent.py50 `{"approved": boolean, "reason": string | null}`.STRING
HIGH…s/ms-agent-python/src/agents/byoc_json_render_agent.py44 props: { "label": string, "value": string, "trend": string | null }STRING
HIGH…s/ms-agent-python/src/agents/byoc_json_render_agent.py50 "description": string | null,STRING
HIGH…s/ms-agent-python/src/agents/byoc_json_render_agent.py57 "description": string | null,STRING
HIGH…tegrations/claude-sdk-python/src/agents/hitl_in_app.py29 "{'approved': bool, 'reason': str | null}. If approved, confirm in one "CODE
HIGH…claude-sdk-python/src/agents/byoc_json_render_agent.py49 props: { "label": string, "value": string, "trend": string | null }STRING
HIGH…claude-sdk-python/src/agents/byoc_json_render_agent.py55 "description": string | null,STRING
HIGH…claude-sdk-python/src/agents/byoc_json_render_agent.py62 "description": string | null,STRING
HIGH…tions/pydantic-ai/src/agents/byoc_json_render_agent.py52 props: { "label": string, "value": string, "trend": string | null }STRING
HIGH…tions/pydantic-ai/src/agents/byoc_json_render_agent.py58 "description": string | null,STRING
HIGH…tions/pydantic-ai/src/agents/byoc_json_render_agent.py65 "description": string | null,STRING
HIGH…ions/crewai-crews/src/agents/byoc_json_render_agent.py52 props: { "label": string, "value": string, "trend": string | null }CODE
HIGH…ions/crewai-crews/src/agents/byoc_json_render_agent.py58 "description": string | null,CODE
HIGH…ions/crewai-crews/src/agents/byoc_json_render_agent.py65 "description": string | null,CODE
HIGH…/integrations/ag2/src/agents/byoc_json_render_agent.py37 props: { "label": string, "value": string, "trend": string | null }CODE
HIGH…/integrations/ag2/src/agents/byoc_json_render_agent.py43 "description": string | null,CODE
HIGH…/integrations/ag2/src/agents/byoc_json_render_agent.py50 "description": string | null,CODE
HIGH…se/integrations/strands/src/agents/byoc_json_render.py36 props: { "label": string, "value": string, "trend": string | null }CODE
HIGH…se/integrations/strands/src/agents/byoc_json_render.py41 "description": string | null,CODE
HIGH…se/integrations/strands/src/agents/byoc_json_render.py48 "description": string | null,CODE
HIGH…/integrations/langgraph-python/src/agents/subagents.py142 # `{"type": "text", "text": null}` payloads — a known providerCOMMENT
HIGH…ntegrations/langgraph-python/src/agents/hitl_in_app.py42 '`{"approved": boolean, "reason": string | null}`.\n'CODE
HIGH…/langgraph-python/src/agents/byoc_json_render_agent.py41 props: { "label": string, "value": string, "trend": string | null }CODE
HIGH…/langgraph-python/src/agents/byoc_json_render_agent.py47 "description": string | null,CODE
HIGH…/langgraph-python/src/agents/byoc_json_render_agent.py54 "description": string | null,CODE
HIGH…ations/langgraph-fastapi/src/agents/src/hitl_in_app.py42 '`{"approved": boolean, "reason": string | null}`.\n'CODE
HIGH…graph-fastapi/src/agents/src/byoc_json_render_agent.py41 props: { "label": string, "value": string, "trend": string | null }CODE
HIGH…graph-fastapi/src/agents/src/byoc_json_render_agent.py47 "description": string | null,CODE
HIGH…graph-fastapi/src/agents/src/byoc_json_render_agent.py54 "description": string | null,CODE
HIGH…integrations/agno/src/agents/byoc_json_render_agent.py34 props: { label: string, value: string, trend: string | null }CODE
HIGH…integrations/agno/src/agents/byoc_json_render_agent.py38 description: string | null,CODE
HIGH…integrations/agno/src/agents/byoc_json_render_agent.py44 description: string | null,CODE
HIGH…ntegrations/google-adk/src/agents/hitl_in_app_agent.py45 '`{"approved": boolean, "reason": string | null}`.\n'CODE
HIGH…case/integrations/google-adk/src/agents/byoc_agents.py126 props: { "label": string, "value": string, "trend": string | null }CODE
HIGH…case/integrations/google-adk/src/agents/byoc_agents.py132 "description": string | null,CODE
HIGH…case/integrations/google-adk/src/agents/byoc_agents.py140 "description": string | null,CODE
HIGH…ntegrations/langroid/tests/python/test_agui_adapter.py889 assert assistant_msg["content"] is None # null, not missingCODE
HIGH…wcase/integrations/langroid/src/agents/agui_adapter.py746 # values — emitting ``{"foo": null}`` forces the frontend toCOMMENT
HIGH…grations/langroid/src/agents/byoc_json_render_agent.py47 props: { "label": string, "value": string, "trend": string | null }CODE
HIGH…grations/langroid/src/agents/byoc_json_render_agent.py53 "description": string | null,CODE
HIGH…grations/langroid/src/agents/byoc_json_render_agent.py60 "description": string | null,CODE
Structural Annotation Overuse154 hits · 283 pts
SeverityFileLineSnippetContext
LOWCONTRIBUTING.md46## Step 1: Make a forkCOMMENT
LOWCONTRIBUTING.md52## Step 2: Clone the repository to your local machineCOMMENT
LOWCONTRIBUTING.md61## Step 3: Prepare the development environmentCOMMENT
LOWCONTRIBUTING.md88## Step 4: Create a branchCOMMENT
LOWCONTRIBUTING.md103## Step 5: Make your changesCOMMENT
LOWCONTRIBUTING.md115## Step 6: Add the changes that are ready to be committedCOMMENT
LOWCONTRIBUTING.md123## Step 7: Commit the changes (Git)COMMENT
LOWCONTRIBUTING.md131## Step 8: Push the changes to the remote repositoryCOMMENT
LOWCONTRIBUTING.md139## Step 9: Create Pull RequestCOMMENT
LOW…mcp-use-server/.agent/skills/mcp-apps-builder/SKILL.md276// Step 1: Define schema separatelyCOMMENT
LOW…mcp-use-server/.agent/skills/mcp-apps-builder/SKILL.md282// Step 2: Reference schema variable in metadataCOMMENT
LOW…mcp-use-server/.agent/skills/mcp-apps-builder/SKILL.md289// Step 3: Infer Props type from schema variableCOMMENT
LOW…mcp-use-server/.agent/skills/mcp-apps-builder/SKILL.md292// Step 4: Use typed Props with useWidgetCOMMENT
LOW…/skills/chatgpt-app-builder/references/architecture.md15## Step 1: Identify UX FlowsCOMMENT
LOW…/skills/chatgpt-app-builder/references/architecture.md32## Step 2: Does the Flow Need UI?COMMENT
LOW…/skills/chatgpt-app-builder/references/architecture.md46## Step 3: Design the APICOMMENT
LOW…server/.agent/skills/mcp-builder/references/widgets.md35### Step 1: Create the Widget FileCOMMENT
LOW…server/.agent/skills/mcp-builder/references/widgets.md80### Step 2: Register the ToolCOMMENT
LOW…ills/mcp-builder/references/design-and-architecture.md12## Step 1: Identify What to BuildCOMMENT
LOW…ills/mcp-builder/references/design-and-architecture.md27## Step 2: Does It Need a Widget?COMMENT
LOW…ills/mcp-builder/references/design-and-architecture.md45## Step 3: Design the APICOMMENT
LOW…wcases/enterprise-brex/src/app/api/copilotkit/route.ts148 // Step 2: Create embeddings for the chunksCOMMENT
LOW…wcases/enterprise-brex/src/app/api/copilotkit/route.ts151 // Step 3: Create a retrieverCOMMENT
LOW…wcases/enterprise-brex/src/app/api/copilotkit/route.ts153 // Step 4: Set up the language modelCOMMENT
LOW…wcases/enterprise-brex/src/app/api/copilotkit/route.ts156 // Step 5: Create a prompt templateCOMMENT
LOW…wcases/enterprise-brex/src/app/api/copilotkit/route.ts173 // Step 6: Create the RAG chainCOMMENT
LOW…/llamaindex-composio/agent/agent/sheets_integration.py549 # Step 1: Delete extra rows if the new data has fewer rows than currentCOMMENT
LOW…/llamaindex-composio/agent/agent/sheets_integration.py599 # Step 2: Update the sheet with new dataCOMMENT
LOW…ntcore/infra-terraform/scripts/build-and-push-image.sh169# Step 1: Login to ECRCOMMENT
LOW…ntcore/infra-terraform/scripts/build-and-push-image.sh179# Step 2: Build Docker image with ARM64 architecture (required by AgentCore Runtime)COMMENT
LOW…ntcore/infra-terraform/scripts/build-and-push-image.sh195# Step 3: Push to ECRCOMMENT
LOW…ntegrations/agentcore/infra-cdk/lib/fast-main-stack.ts24 // Step 1: Create the Amplify stack to get the predictable domainCOMMENT
LOW…ntegrations/agentcore/infra-cdk/lib/fast-main-stack.ts37 // Step 2: Create backend stack with the predictable Amplify URL and Cognito detailsCOMMENT
LOWscripts/migrate-demos.sh43 # Step 1: Shallow cloneCOMMENT
LOWscripts/migrate-demos.sh58 # Step 2: CleanupCOMMENT
LOWscripts/migrate-demos.sh72 # Step 3: Scan for large files not covered by LFSCOMMENT
LOWscripts/migrate-demos.sh90 # Step 4: Copy to targetCOMMENT
LOWscripts/migrate-demos.sh94 # Step 5: Clean up cloneCOMMENT
LOWscripts/archive-demo-repos.sh40 # Step 1: Shallow cloneCOMMENT
LOWscripts/archive-demo-repos.sh50 # Step 2: Replace README with deprecation noticeCOMMENT
LOWscripts/archive-demo-repos.sh61 # Step 3: Commit and push the updated READMECOMMENT
LOWscripts/archive-demo-repos.sh71 # Step 4: Archive the repoCOMMENT
LOWscripts/release/generate-ai-release-notes.ts92 // Step 1: AI-enhance the release notes if API key is availableCOMMENT
LOWscripts/release/generate-ai-release-notes.ts134 // Step 2: Create a Notion draft page for human editingCOMMENT
LOW…-native/src/__tests__/attachments-integration.test.tsx227 // Step 1: Open pickerCOMMENT
LOW…-native/src/__tests__/attachments-integration.test.tsx232 // Step 2: Verify attachment appearedCOMMENT
LOW…-native/src/__tests__/attachments-integration.test.tsx246 // Step 3: Submit message with text + attachmentCOMMENT
LOW…-native/src/__tests__/attachments-integration.test.tsx251 // Step 4: Verify addMessage was called with InputContent arrayCOMMENT
LOW…-native/src/__tests__/attachments-integration.test.tsx277 // Step 5: Verify attachments queue is now empty (consumed)COMMENT
LOW…me/src/service-adapters/anthropic/anthropic-adapter.ts270 // Step 1: Extract valid tool_use IDsCOMMENT
LOW…me/src/service-adapters/anthropic/anthropic-adapter.ts279 // Step 2: Map each message to an Anthropic message, eliminating invalid tool_resultsCOMMENT
LOW…/runtime/src/service-adapters/openai/openai-adapter.ts174 // Step 1: Extract valid tool_call IDsCOMMENT
LOW…/runtime/src/service-adapters/openai/openai-adapter.ts183 // Step 2: Filter messages, keeping only those with valid tool_call IDsCOMMENT
LOWpackages/channels/src/run-loop.test.ts29 // Step 1: agent emits an `echo` tool call, then finishes.COMMENT
LOWpackages/channels/src/run-loop.test.ts30 // Step 2: agent just finishes (no further tool calls) -> loop terminates.COMMENT
LOW…ls/copilotkit-upgrade/references/v1-to-v2-migration.md5### Step 1: Replace DependenciesCOMMENT
LOW…ls/copilotkit-upgrade/references/v1-to-v2-migration.md33### Step 2: Update All ImportsCOMMENT
LOWskills/copilotkit-setup/SKILL.md45### Step 1: Install packagesCOMMENT
LOWskills/copilotkit-setup/SKILL.md77### Step 2: Configure the runtimeCOMMENT
LOWskills/copilotkit-setup/SKILL.md230### Step 3: Set up the frontend providerCOMMENT
94 more matches not shown…
Verbosity Indicators87 hits · 166 pts
SeverityFileLineSnippetContext
LOW…wcases/enterprise-brex/src/app/api/copilotkit/route.ts148 // Step 2: Create embeddings for the chunksCOMMENT
LOW…wcases/enterprise-brex/src/app/api/copilotkit/route.ts151 // Step 3: Create a retrieverCOMMENT
LOW…wcases/enterprise-brex/src/app/api/copilotkit/route.ts153 // Step 4: Set up the language modelCOMMENT
LOW…wcases/enterprise-brex/src/app/api/copilotkit/route.ts156 // Step 5: Create a prompt templateCOMMENT
LOW…wcases/enterprise-brex/src/app/api/copilotkit/route.ts173 // Step 6: Create the RAG chainCOMMENT
LOW…/llamaindex-composio/agent/agent/sheets_integration.py549 # Step 1: Delete extra rows if the new data has fewer rows than currentCOMMENT
LOW…/llamaindex-composio/agent/agent/sheets_integration.py599 # Step 2: Update the sheet with new dataCOMMENT
LOW…ntcore/infra-terraform/scripts/build-and-push-image.sh169# Step 1: Login to ECRCOMMENT
LOW…ntcore/infra-terraform/scripts/build-and-push-image.sh179# Step 2: Build Docker image with ARM64 architecture (required by AgentCore Runtime)COMMENT
LOW…ntcore/infra-terraform/scripts/build-and-push-image.sh195# Step 3: Push to ECRCOMMENT
LOW…ntegrations/agentcore/infra-cdk/lib/fast-main-stack.ts24 // Step 1: Create the Amplify stack to get the predictable domainCOMMENT
LOW…ntegrations/agentcore/infra-cdk/lib/fast-main-stack.ts37 // Step 2: Create backend stack with the predictable Amplify URL and Cognito detailsCOMMENT
LOWscripts/migrate-demos.sh43 # Step 1: Shallow cloneCOMMENT
LOWscripts/migrate-demos.sh58 # Step 2: CleanupCOMMENT
LOWscripts/migrate-demos.sh72 # Step 3: Scan for large files not covered by LFSCOMMENT
LOWscripts/migrate-demos.sh90 # Step 4: Copy to targetCOMMENT
LOWscripts/migrate-demos.sh94 # Step 5: Clean up cloneCOMMENT
LOWscripts/archive-demo-repos.sh40 # Step 1: Shallow cloneCOMMENT
LOWscripts/archive-demo-repos.sh50 # Step 2: Replace README with deprecation noticeCOMMENT
LOWscripts/archive-demo-repos.sh61 # Step 3: Commit and push the updated READMECOMMENT
LOWscripts/archive-demo-repos.sh71 # Step 4: Archive the repoCOMMENT
LOWscripts/release/generate-ai-release-notes.ts92 // Step 1: AI-enhance the release notes if API key is availableCOMMENT
LOWscripts/release/generate-ai-release-notes.ts134 // Step 2: Create a Notion draft page for human editingCOMMENT
LOW…-native/src/__tests__/attachments-integration.test.tsx227 // Step 1: Open pickerCOMMENT
LOW…-native/src/__tests__/attachments-integration.test.tsx232 // Step 2: Verify attachment appearedCOMMENT
LOW…-native/src/__tests__/attachments-integration.test.tsx246 // Step 3: Submit message with text + attachmentCOMMENT
LOW…-native/src/__tests__/attachments-integration.test.tsx251 // Step 4: Verify addMessage was called with InputContent arrayCOMMENT
LOW…-native/src/__tests__/attachments-integration.test.tsx277 // Step 5: Verify attachments queue is now empty (consumed)COMMENT
LOW…me/src/service-adapters/anthropic/anthropic-adapter.ts270 // Step 1: Extract valid tool_use IDsCOMMENT
LOW…me/src/service-adapters/anthropic/anthropic-adapter.ts279 // Step 2: Map each message to an Anthropic message, eliminating invalid tool_resultsCOMMENT
LOW…/runtime/src/service-adapters/openai/openai-adapter.ts174 // Step 1: Extract valid tool_call IDsCOMMENT
LOW…/runtime/src/service-adapters/openai/openai-adapter.ts183 // Step 2: Filter messages, keeping only those with valid tool_call IDsCOMMENT
LOWpackages/channels/src/run-loop.test.ts29 // Step 1: agent emits an `echo` tool call, then finishes.COMMENT
LOWpackages/channels/src/run-loop.test.ts30 // Step 2: agent just finishes (no further tool calls) -> loop terminates.COMMENT
LOWshowcase/shell/src/components/guided-flow.tsx151 // Step 1: featuresCOMMENT
LOWshowcase/shell/src/components/guided-flow.tsx158 // Step 2: languageCOMMENT
LOWshowcase/shell/src/components/guided-flow.tsx165 // Step 3: constraintsCOMMENT
LOW…/integrations/claude-sdk-typescript/src/cvdiag/emit.ts699 // Step 1: the legacy pass — clamp >64-char strings, replace nested objects.COMMENT
LOW…/integrations/claude-sdk-typescript/src/cvdiag/emit.ts715 // Step 2: still over cap (scalar/short-string-heavy bag) — clamp ALL stringCOMMENT
LOW…/integrations/claude-sdk-typescript/src/cvdiag/emit.ts729 // Step 3: still over cap (numeric/boolean/key-count-heavy bag) — drop theCOMMENT
LOW…/integrations/claude-sdk-typescript/src/cvdiag/emit.ts739 // Step 4: still over cap — the only remaining clampable field is theCOMMENT
LOW…/integrations/claude-sdk-typescript/src/cvdiag/emit.ts754 // Step 5: still over cap — byte-clamp the `edge_headers` VALUES. TheCOMMENT
LOWshowcase/integrations/mastra/src/cvdiag/emit.ts698 // Step 1: the legacy pass — clamp >64-char strings, replace nested objects.COMMENT
LOWshowcase/integrations/mastra/src/cvdiag/emit.ts714 // Step 2: still over cap (scalar/short-string-heavy bag) — clamp ALL stringCOMMENT
LOWshowcase/integrations/mastra/src/cvdiag/emit.ts728 // Step 3: still over cap (numeric/boolean/key-count-heavy bag) — drop theCOMMENT
LOWshowcase/integrations/mastra/src/cvdiag/emit.ts738 // Step 4: still over cap — the only remaining clampable field is theCOMMENT
LOWshowcase/integrations/mastra/src/cvdiag/emit.ts753 // Step 5: still over cap — byte-clamp the `edge_headers` VALUES. TheCOMMENT
LOW…e/integrations/langgraph-typescript/src/cvdiag/emit.ts698 // Step 1: the legacy pass — clamp >64-char strings, replace nested objects.COMMENT
LOW…e/integrations/langgraph-typescript/src/cvdiag/emit.ts714 // Step 2: still over cap (scalar/short-string-heavy bag) — clamp ALL stringCOMMENT
LOW…e/integrations/langgraph-typescript/src/cvdiag/emit.ts728 // Step 3: still over cap (numeric/boolean/key-count-heavy bag) — drop theCOMMENT
LOW…e/integrations/langgraph-typescript/src/cvdiag/emit.ts738 // Step 4: still over cap — the only remaining clampable field is theCOMMENT
LOW…e/integrations/langgraph-typescript/src/cvdiag/emit.ts753 // Step 5: still over cap — byte-clamp the `edge_headers` VALUES. TheCOMMENT
LOW…ase/integrations/strands-typescript/src/cvdiag/emit.ts698 // Step 1: the legacy pass — clamp >64-char strings, replace nested objects.COMMENT
LOW…ase/integrations/strands-typescript/src/cvdiag/emit.ts714 // Step 2: still over cap (scalar/short-string-heavy bag) — clamp ALL stringCOMMENT
LOW…ase/integrations/strands-typescript/src/cvdiag/emit.ts728 // Step 3: still over cap (numeric/boolean/key-count-heavy bag) — drop theCOMMENT
LOW…ase/integrations/strands-typescript/src/cvdiag/emit.ts738 // Step 4: still over cap — the only remaining clampable field is theCOMMENT
LOW…ase/integrations/strands-typescript/src/cvdiag/emit.ts753 // Step 5: still over cap — byte-clamp the `edge_headers` VALUES. TheCOMMENT
LOWshowcase/integrations/built-in-agent/src/cvdiag/emit.ts698 // Step 1: the legacy pass — clamp >64-char strings, replace nested objects.COMMENT
LOWshowcase/integrations/built-in-agent/src/cvdiag/emit.ts714 // Step 2: still over cap (scalar/short-string-heavy bag) — clamp ALL stringCOMMENT
LOWshowcase/integrations/built-in-agent/src/cvdiag/emit.ts728 // Step 3: still over cap (numeric/boolean/key-count-heavy bag) — drop theCOMMENT
27 more matches not shown…
Self-Referential Comments51 hits · 150 pts
SeverityFileLineSnippetContext
MEDIUMsdk-python/copilotkit/copilotkit_lg_middleware.py782 # Create the context contentCOMMENT
MEDIUMsdk-python/copilotkit/copilotkit_lg_middleware.py832 # Create the context message.COMMENT
MEDIUMsdk-python/copilotkit/langgraph.py141 # Create a dictionary to map message ids to their corresponding messagesCOMMENT
MEDIUMsdk-python/copilotkit/crewai/crewai_sdk.py655 # Create a dictionary to map message ids to their corresponding messagesCOMMENT
MEDIUMsdk-python/copilotkit/crewai/copilotkit_integration.py13# Define a generic type variable for the stateCOMMENT
MEDIUM…s-dynamic-dashboards/frontend/components/data-code.tsx179 # Define the modelSTRING
MEDIUM…s-dynamic-dashboards/frontend/components/data-code.tsx257# Define the graphSTRING
MEDIUM…ples/v1/_legacy/saas-dynamic-dashboards/agent/agent.py206 # Define the modelSTRING
MEDIUM…ples/v1/_legacy/saas-dynamic-dashboards/agent/agent.py397# Define the graphCOMMENT
MEDIUMexamples/v1/research-canvas/agents/python/src/agent.py16# Define a new graphCOMMENT
MEDIUMexamples/showcases/pydantic-ai-todos/agent/src/agent.py18# Create the agentCOMMENT
MEDIUMexamples/showcases/scene-creator/agent/server.py12# Create the generated images directoryCOMMENT
MEDIUMexamples/showcases/deep-agents/agent/agent.py82 # Create the Deep Agent with CopilotKit middlewareCOMMENT
MEDIUM…/showcases/multi-agent-canvas/agent/mcp-agent/agent.py19# Define the connection type structuresCOMMENT
MEDIUM…/showcases/multi-agent-canvas/agent/mcp-agent/agent.py59# Define a custom ReAct prompt that encourages the use of multiple toolsCOMMENT
MEDIUM…/showcases/multi-agent-canvas/agent/mcp-agent/agent.py114 # Create a model instanceCOMMENT
MEDIUM…/showcases/multi-agent-canvas/agent/mcp-agent/agent.py117 # Create the enhanced multi-tool react agent with our custom promptCOMMENT
MEDIUM…/showcases/multi-agent-canvas/agent/mcp-agent/agent.py140# Define the workflow graph with only a chat nodeCOMMENT
MEDIUM…howcases/chatkit-studio/apps/playground/agent/agent.py23# Define the workflow graphCOMMENT
MEDIUM…ayground/src/components/playground/AgentSetupModal.tsx115# Define the workflow graphSTRING
MEDIUM…es/research-canvas/start/agent/tools/section_writer.py75 # Define the system and user promptsCOMMENT
MEDIUM…ses/research-canvas/start/agent/tools/tavily_search.py29# Define the args_schema for the tavily_search tool using a multi-query approach, enabling more precise queries for TaviCOMMENT
MEDIUM…ses/research-canvas/start/agent/tools/tavily_search.py43 # Define a coroutine function to perform a single search with error handlingCOMMENT
MEDIUM…howcases/research-canvas/agent/tools/section_writer.py79 # Define the system and user promptsCOMMENT
MEDIUM…showcases/research-canvas/agent/tools/tavily_search.py29# Define the args_schema for the tavily_search tool using a multi-query approach, enabling more precise queries for TaviCOMMENT
MEDIUM…showcases/research-canvas/agent/tools/tavily_search.py43 # Define a coroutine function to perform a single search with error handlingCOMMENT
MEDIUM…es/research-canvas/final/agent/tools/section_writer.py79 # Define the system and user promptsCOMMENT
MEDIUM…ses/research-canvas/final/agent/tools/tavily_search.py29# Define the args_schema for the tavily_search tool using a multi-query approach, enabling more precise queries for TaviCOMMENT
MEDIUM…ses/research-canvas/final/agent/tools/tavily_search.py43 # Define a coroutine function to perform a single search with error handlingCOMMENT
MEDIUMexamples/canvas/gemini/agent/posts_generator_agent.py21# Define the agent's runtime state schema for CopilotKit/LangGraphCOMMENT
MEDIUMexamples/canvas/gemini/agent/posts_generator_agent.py148# Define a new graphCOMMENT
MEDIUMexamples/canvas/gemini/agent/stack_agent.py29# Define the agent's runtime state schema for CopilotKit/LangGraphCOMMENT
MEDIUMexamples/canvas/langgraph-python/agent/agent.py12 # Create a mock module for the incorrect import path that CopilotKit expectsCOMMENT
MEDIUMexamples/canvas/langgraph-python/agent/agent.py16 # Import the necessary modules firstCOMMENT
MEDIUMexamples/canvas/langgraph-python/agent/agent.py24 # Create the fake module path that CopilotKit incorrectly expectsCOMMENT
MEDIUMexamples/canvas/langgraph-python/agent/agent.py764# Define the workflow graphCOMMENT
MEDIUMscripts/qa/css.sh4# Create the next app in /tmpCOMMENT
MEDIUMscripts/qa/next-pages.sh5# Create the next app in /tmpCOMMENT
MEDIUMscripts/qa/firebase.sh4# Create the next app in /tmpCOMMENT
MEDIUMscripts/qa/upgrade-next-app.sh4# Create the next app in /tmpCOMMENT
MEDIUMscripts/qa/upgrade-next-pages.sh4# Create the next app in /tmpCOMMENT
MEDIUMscripts/qa/langchain.sh4# Create the next app in /tmpCOMMENT
MEDIUMscripts/qa/node.sh4# Create the next app in /tmpCOMMENT
MEDIUMscripts/qa/next.sh16# Create the next app in /tmpCOMMENT
MEDIUMscripts/qa/langserve.sh4# Create the next app in /tmpCOMMENT
MEDIUMscripts/qa/remix.sh4# Create the next app in /tmpCOMMENT
MEDIUMscripts/qa/upgrade-node.sh4# Create the next app in /tmpCOMMENT
MEDIUMscripts/qa/upgrade-express.sh4# Create the next app in /tmpCOMMENT
MEDIUMscripts/qa/actions.sh4# Create the next app in /tmpCOMMENT
MEDIUMscripts/qa/lib/bash/qa.sh6# Define the file path with the current dateCOMMENT
MEDIUMshowcase/integrations/strands/src/agent_server.py188# Create the FastAPI app from the AG-UI Strands integrationCOMMENT
Modern Structural Boilerplate120 hits · 124 pts
SeverityFileLineSnippetContext
LOWsdk-python/copilotkit/__init__.py34__all__ = [CODE
LOWsdk-python/copilotkit/langgraph_agui_agent.py7logger = logging.getLogger(__name__)CODE
LOWsdk-python/copilotkit/langchain.py22__all__ = [CODE
LOWsdk-python/copilotkit/header_propagation.py68def set_forwarded_headers(headers: Dict[str, str]) -> None:CODE
LOWsdk-python/copilotkit/crewai/copilotkit_integration.py16logger = logging.getLogger(__name__)CODE
LOWsdk-python/copilotkit/crewai/__init__.py27__all__ = [CODE
LOWsdk-python/copilotkit/integrations/fastapi.py26logger = logging.getLogger(__name__)CODE
LOW…rative-ui-playground/a2a-agent/agent/a2ui_extension.py14logger = logging.getLogger(__name__)CODE
LOW…rative-ui-playground/a2a-agent/agent/agent_executor.py32logger = logging.getLogger(__name__)CODE
LOW…ases/generative-ui-playground/a2a-agent/agent/agent.py30logger = logging.getLogger(__name__)CODE
LOW…s/generative-ui-playground/a2a-agent/agent/__main__.py32logger = logging.getLogger(__name__)CODE
LOW…es/a2ui-pdf-analyst/agent/src/multimodal_middleware.py112__all__ = ["install"]CODE
LOWexamples/canvas/llamaindex/agent/agent/__init__.py12__all__ = ["app"]CODE
LOW…les/canvas/llamaindex-composio/agent/agent/__init__.py12__all__ = ["app"]CODE
LOWexamples/integrations/agentcore/agents/utils/auth.py15logger = logging.getLogger(__name__)CODE
LOWexamples/integrations/agentcore/agents/utils/ssm.py14logger = logging.getLogger(__name__)CODE
LOW…agentcore/agents/strands-single-agent/strands_agent.py35logger = logging.getLogger(__name__)CODE
LOW…gentcore/agents/strands-single-agent/tools/__init__.py4__all__ = ["query_data", "manage_todos", "Todo"]CODE
LOW…ntcore/agents/langgraph-single-agent/tools/__init__.py8__all__ = ["query_data", "AgentState", "todo_tools"]CODE
LOWexamples/integrations/a2a-a2ui/agent/tools.py21logger = logging.getLogger(__name__)CODE
LOWexamples/integrations/a2a-a2ui/agent/agent_executor.py38logger = logging.getLogger(__name__)CODE
LOWexamples/integrations/a2a-a2ui/agent/agent.py37logger = logging.getLogger(__name__)CODE
LOWexamples/integrations/a2a-a2ui/agent/__main__.py33logger = logging.getLogger(__name__)CODE
LOW…ons/a2a-a2ui/a2ui_extension/src/a2ui/a2ui_extension.py21logger = logging.getLogger(__name__)CODE
LOWshowcase/shared/python/middleware/__init__.py15__all__ = [CODE
LOWshowcase/shared/python/tools/__init__.py25__all__ = [CODE
LOWshowcase/integrations/llamaindex/tools/__init__.py24__all__ = [CODE
LOW…/integrations/llamaindex/src/agents/_cvdiag_backend.py68logger = logging.getLogger(__name__)CODE
LOW…ntegrations/llamaindex/src/agents/_reasoning_router.py119logger = logging.getLogger(__name__)CODE
LOW…ase/integrations/llamaindex/src/agents/a2ui_dynamic.py91logger = logging.getLogger(__name__)CODE
LOW…tegrations/llamaindex/src/agents/_header_forwarding.py54logger = logging.getLogger(__name__)CODE
LOW…tegrations/llamaindex/src/agents/_header_forwarding.py122def set_forwarded_headers(headers: Dict[str, str]) -> None:CODE
LOW…/integrations/llamaindex/src/agents/subagents_agent.py39logger = logging.getLogger(__name__)CODE
LOWshowcase/integrations/ms-agent-python/tools/__init__.py24__all__ = [CODE
LOW…grations/ms-agent-python/src/agents/_cvdiag_backend.py68logger = logging.getLogger(__name__)CODE
LOW…tions/ms-agent-python/src/agents/_header_forwarding.py54logger = logging.getLogger(__name__)CODE
LOW…tions/ms-agent-python/src/agents/_header_forwarding.py122def set_forwarded_headers(headers: Dict[str, str]) -> None:CODE
LOW…grations/ms-agent-python/src/agents/subagents_agent.py52logger = logging.getLogger(__name__)CODE
LOW…wcase/integrations/claude-sdk-python/tools/__init__.py24__all__ = [CODE
LOW…ations/claude-sdk-python/src/agents/_cvdiag_backend.py68logger = logging.getLogger(__name__)CODE
LOW…s/claude-sdk-python/src/agents/byoc_hashbrown_agent.py85__all__ = ["BYOC_HASHBROWN_SYSTEM_PROMPT"]STRING
LOW…tions/claude-sdk-python/src/agents/multimodal_agent.py196__all__ = ["SYSTEM_PROMPT", "convert_part_for_claude"]CODE
LOW…sdk-python/src/agents/shared_state_read_write_agent.py50logger = logging.getLogger(__name__)CODE
LOW…claude-sdk-python/src/agents/byoc_json_render_agent.py155__all__ = ["BYOC_JSON_RENDER_SYSTEM_PROMPT"]CODE
LOW…ons/claude-sdk-python/src/agents/_header_forwarding.py54logger = logging.getLogger(__name__)CODE
LOW…ons/claude-sdk-python/src/agents/_header_forwarding.py122def set_forwarded_headers(headers: Dict[str, str]) -> None:CODE
LOW…ons/claude-sdk-python/src/agents/agent_config_agent.py112__all__ = [CODE
LOW…ations/claude-sdk-python/src/agents/subagents_agent.py51logger = logging.getLogger(__name__)CODE
LOWshowcase/integrations/pydantic-ai/tools/__init__.py24__all__ = [CODE
LOW…egrations/pydantic-ai/src/agents/hitl_in_chat_agent.py44__all__ = ["agent"]CODE
LOW…integrations/pydantic-ai/src/agents/_cvdiag_backend.py68logger = logging.getLogger(__name__)CODE
LOW…wcase/integrations/pydantic-ai/src/agents/subagents.py42logger = logging.getLogger(__name__)CODE
LOW…integrations/pydantic-ai/src/agents/interrupt_agent.py56__all__ = ["agent"]CODE
LOW…ntegrations/pydantic-ai/src/agents/multimodal_agent.py818__all__ = ["agent"]CODE
LOW…egrations/pydantic-ai/src/agents/_header_forwarding.py54logger = logging.getLogger(__name__)CODE
LOW…egrations/pydantic-ai/src/agents/_header_forwarding.py122def set_forwarded_headers(headers: Dict[str, str]) -> None:CODE
LOW…egrations/pydantic-ai/src/agents/agent_config_agent.py152__all__ = ["AgentConfigState", "agent"]CODE
LOWshowcase/integrations/crewai-crews/tools/__init__.py24__all__ = [CODE
LOWshowcase/integrations/crewai-crews/src/aimock_toggle.py50logger = logging.getLogger(__name__)CODE
LOW…ntegrations/crewai-crews/src/agents/_cvdiag_backend.py68logger = logging.getLogger(__name__)CODE
60 more matches not shown…
Deep Nesting97 hits · 91 pts
SeverityFileLineSnippetContext
LOWsdk-python/copilotkit/langgraph_agui_agent.py72CODE
LOWsdk-python/copilotkit/copilotkit_lg_middleware.py80CODE
LOWsdk-python/copilotkit/copilotkit_lg_middleware.py507CODE
LOWsdk-python/copilotkit/runloop.py280CODE
LOWsdk-python/copilotkit/langgraph.py56CODE
LOWsdk-python/copilotkit/crewai/crewai_sdk.py77CODE
LOWsdk-python/copilotkit/crewai/crewai_sdk.py328CODE
LOWsdk-python/copilotkit/crewai/crewai_sdk.py504CODE
LOWsdk-python/copilotkit/crewai/crewai_sdk.py576CODE
LOWsdk-python/copilotkit/crewai/crewai_sdk.py83CODE
LOWsdk-python/copilotkit/crewai/copilotkit_integration.py128CODE
LOWsdk-python/copilotkit/crewai/crewai_agent.py303CODE
LOWsdk-python/copilotkit/crewai/crewai_agent.py426CODE
LOWsdk-python/tests/test_emit_tool_call_optional_id.py248CODE
LOW…ples/v1/_legacy/saas-dynamic-dashboards/agent/agent.py164CODE
LOW…rative-ui-playground/a2a-agent/agent/agent_executor.py49CODE
LOW…ases/generative-ui-playground/a2a-agent/agent/agent.py128CODE
LOWexamples/showcases/scene-creator/agent/agent.py728CODE
LOW…les/showcases/strands-file-analyzer/agent/pdf_utils.py12CODE
LOWexamples/showcases/strands-file-analyzer/agent/main.py346CODE
LOWexamples/showcases/strands-file-analyzer/agent/main.py37CODE
LOW…cases/deep-agents-finance-erp/agent/test_multi_turn.py61CODE
LOWexamples/canvas/gemini/agent/stack_agent.py157CODE
LOWexamples/canvas/gemini/agent/stack_agent.py219CODE
LOWexamples/canvas/gemini/agent/stack_agent.py356CODE
LOWexamples/canvas/pydantic-ai/agent/agent.py91CODE
LOWexamples/canvas/pydantic-ai/agent/agent.py129CODE
LOWexamples/canvas/langgraph-python/agent/agent.py73CODE
LOWexamples/canvas/langgraph-python/agent/agent.py196CODE
LOW…/llamaindex-composio/agent/agent/sheets_integration.py266CODE
LOW…/llamaindex-composio/agent/agent/sheets_integration.py328CODE
LOW…/llamaindex-composio/agent/agent/sheets_integration.py411CODE
LOW…/llamaindex-composio/agent/agent/sheets_integration.py488CODE
LOW…ations/agentcore/infra-terraform/scripts/test-agent.py187CODE
LOW…s/agentcore/infra-cdk/lambdas/oauth2-provider/index.py25CODE
LOWexamples/integrations/agentcore/scripts/utils.py189CODE
LOWexamples/integrations/agentcore/scripts/test-agent.py225CODE
LOWexamples/integrations/a2a-a2ui/agent/tools.py24CODE
LOWexamples/integrations/a2a-a2ui/agent/agent_executor.py50CODE
LOWexamples/integrations/a2a-a2ui/agent/agent.py114CODE
LOWshowcase/shared/python/middleware/render_mode.py59CODE
LOWshowcase/shared/python/middleware/render_mode.py98CODE
LOWshowcase/shared/python/middleware/render_mode.py125CODE
LOW…tegrations/llamaindex/src/agents/hitl_in_chat_agent.py190CODE
LOW…e/integrations/llamaindex/src/agents/_request_tools.py224CODE
LOW…ntegrations/ms-agent-python/src/agents/a2ui_dynamic.py37CODE
LOW…grations/ms-agent-python/src/agents/subagents_agent.py184CODE
LOW…red-state-streaming/state_streaming_backend.snippet.py36CODE
LOW…ons/claude-sdk-python/src/agents/hitl_in_chat_agent.py47CODE
LOW…ude-sdk-python/src/agents/_anthropic_message_safety.py6CODE
LOW…hon/src/agents/tool_rendering_reasoning_chain_agent.py194CODE
LOW…ations/claude-sdk-python/src/agents/interrupt_agent.py66CODE
LOW…egrations/claude-sdk-python/src/agents/a2ui_dynamic.py123CODE
LOW…ntegrations/claude-sdk-python/src/agents/a2ui_fixed.py140CODE
LOW…sdk-python/src/agents/shared_state_read_write_agent.py135CODE
LOW…sdk-python/src/agents/shared_state_read_write_agent.py159CODE
LOW…aude-sdk-python/src/agents/claude_agent_sdk_adapter.py195CODE
LOW…rations/claude-sdk-python/src/agents/mcp_apps_agent.py138CODE
LOW…rations/claude-sdk-python/src/agents/mcp_apps_agent.py230CODE
LOW…rations/claude-sdk-python/src/agents/mcp_apps_agent.py245CODE
37 more matches not shown…
Magic Placeholder Names10 hits · 65 pts
SeverityFileLineSnippetContext
HIGHexamples/showcases/mcp-demo/README.md61 OPENAI_API_KEY = YOUR_API_KEYCODE
HIGHexamples/showcases/todo/README.md32OPENAI_API_KEY=your-api-keyCODE
HIGH…mples/integrations/ms-agent-framework-dotnet/README.md248dotnet user-secrets set GitHubToken "YOUR_TOKEN_HERE"CODE
HIGHexamples/integrations/agent-spec/README.md52OPENAI_API_KEY=sk-...your-api-key...CODE
HIGH…me/src/service-adapters/langchain/langchain-adapter.ts14 * apiKey: "<your-api-key>",COMMENT
HIGH…me/src/service-adapters/anthropic/anthropic-adapter.ts13 * apiKey: "<your-api-key>",COMMENT
HIGH…/runtime/src/service-adapters/openai/openai-adapter.ts14 * apiKey: "<your-api-key>",COMMENT
HIGH…rc/service-adapters/openai/openai-assistant-adapter.ts14 * apiKey: "<your-api-key>",COMMENT
HIGH…lls/copilotkit-setup/assets/nextjs-app-router-route.ts8// OPENAI_API_KEY=<your-api-key> (or ANTHROPIC_API_KEY / GOOGLE_API_KEY)COMMENT
HIGHskills/copilotkit-setup/assets/express-runtime.ts16// OPENAI_API_KEY=<your-api-key> (or ANTHROPIC_API_KEY / GOOGLE_API_KEY)COMMENT
Hallucination Indicators5 hits · 65 pts
SeverityFileLineSnippetContext
CRITICAL…m/copilotkit/showcase/springai/StreamingToolAgent.java543 result.add(new org.springframework.ai.chat.messages.UserMessage(content));CODE
CRITICAL…m/copilotkit/showcase/springai/StreamingToolAgent.java553 new org.springframework.ai.chat.messages.AssistantMessage.ToolCall(CODE
CRITICAL…m/copilotkit/showcase/springai/StreamingToolAgent.java561 result.add(new org.springframework.ai.chat.messages.AssistantMessage(CODE
CRITICAL…t-dotnet/agent/tests/SharedStateAgentStreamingTests.cs26 TypeInfoResolver = new System.Text.Json.Serialization.Metadata.DefaultJsonTypeInfoResolver(),CODE
CRITICAL…case/harness/src/probes/drivers/cross-env-pin-drift.ts269 const svc = parsed.data.project.services.edges.find(CODE
Fake / Example Data57 hits · 59 pts
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LOWexamples/v1/state-machine/src/lib/types/orders.ts22 name: "John Doe",CODE
LOWexamples/v1/state-machine/src/lib/types/payment-info.ts17 name: "John Doe",CODE
LOWexamples/v1/state-machine/src/lib/types/payment-info.ts30 name: "Jane Doe",CODE
LOW…ples/v1/form-filling/components/IncidentReportForm.tsx197 <Input placeholder="John Doe" {...field} />CODE
LOWexamples/v1/form-filling/lib/user-info.ts4 name: "John Doe",CODE
LOWexamples/v1/chat-with-your-data/lib/user-info.ts23 getUser("John Doe"),CODE
LOWexamples/v1/next-pages-router/pages/api/hello.ts12 res.status(200).json({ name: "John Doe" });CODE
LOW…rative-ui-playground/a2a-agent/agent/prompt_builder.py420 {{ "key": "name", "valueString": "John Doe" }},CODE
LOW…playground/src/components/playground/SettingsPanel.tsx166 htmlFor="placeholder"CODE
LOW…playground/src/components/playground/SettingsPanel.tsx172 id="placeholder"CODE
LOW…playground/src/components/playground/SettingsPanel.tsx176 onUpdateLabel("placeholder", e.target.value)CODE
LOW…mples/showcases/deep-agents-finance-erp/agent/seed.sql64 ('inv-001', 'INV-2026-001', 'Acme Corp', 45000, 'USD', 'paid', '2026-03-01', '2026-03-31'),CODE
LOW…mples/showcases/deep-agents-finance-erp/agent/tools.py20 "client": "Acme Corp",CODE
LOW…ples/showcases/deep-agents-finance-erp/src/lib/data.ts81 client: "Acme Corp",CODE
LOWexamples/showcases/strands-crm/agent/src/crm/seed.ts33 name: "Acme Corp",CODE
LOW…mples/showcases/enterprise-brex/src/app/api/v1/data.ts129 name: "John Doe",CODE
LOW…s/v2/vue/storybook/stories/CopilotChatInput.stories.ts389 :placeholder="placeholder"CODE
LOWexamples/v2/react/storybook/stories/Page.tsx17 onLogin={() => setUser({ name: "Jane Doe" })}CODE
LOWexamples/v2/react/storybook/stories/Page.tsx19 onCreateAccount={() => setUser({ name: "Jane Doe" })}CODE
LOWexamples/v2/react/storybook/stories/Header.stories.ts29 name: "Jane Doe",CODE
LOWexamples/integrations/a2a-a2ui/agent/prompt_builder.py825 {{ "key": "address", "valueString": "123 Main St" }}CODE
LOWexamples/integrations/a2a-a2ui/agent/prompt_builder.py883 {{ "key": "address", "valueString": "123 Main St" }}CODE
LOW…src/v2/types/__tests__/defineToolCallRenderer.test.tsx277 user: { id: 1, name: "John Doe", email: "john@example.com" },CODE
LOW…rs/__tests__/CopilotChatConfigurationProvider.test.tsx21 <div data-testid="placeholder">CODE
LOW…rs/__tests__/CopilotChatConfigurationProvider.test.tsx42 expect(screen.getByTestId("placeholder").textContent).toBe(CODE
LOW…rs/__tests__/CopilotChatConfigurationProvider.test.tsx74 expect(screen.getByTestId("placeholder").textContent).toBe(CODE
LOW…rs/__tests__/CopilotChatConfigurationProvider.test.tsx90 expect(screen.getByTestId("placeholder").textContent).toBe("no-config");CODE
LOW…rs/__tests__/CopilotChatConfigurationProvider.test.tsx110 expect(input?.getAttribute("placeholder")).toBe(CODE
LOW…rs/__tests__/CopilotChatConfigurationProvider.test.tsx134 expect(input?.getAttribute("placeholder")).toBe("Outer placeholder");CODE
LOW…rs/__tests__/CopilotChatConfigurationProvider.test.tsx160 expect(input?.getAttribute("placeholder")).toBe("Inner placeholder");CODE
LOW…rs/__tests__/CopilotChatConfigurationProvider.test.tsx188 expect(input?.getAttribute("placeholder")).toBe("Inner placeholder");CODE
LOW…rs/__tests__/CopilotChatConfigurationProvider.test.tsx217 expect(input?.getAttribute("placeholder")).toBe("Inner placeholder");CODE
LOW…rs/__tests__/CopilotChatConfigurationProvider.test.tsx247 expect(screen.getByTestId("placeholder").textContent).toBe(CODE
LOW…rs/__tests__/CopilotChatConfigurationProvider.test.tsx934 expect(screen.getByTestId("placeholder").textContent).toBe("Inner");CODE
LOW…ents/chat/__tests__/CopilotChatView.slots.e2e.test.tsx623 expect(textarea.getAttribute("placeholder")).toBe("Type here...");CODE
LOW…nts/chat/__tests__/CopilotChatInput.slots.e2e.test.tsx588 expect(textarea.getAttribute("placeholder")).toBe(CODE
LOW…-native/src/components/__tests__/CopilotModal.test.tsx245 expect(chat.getAttribute("placeholder")).toBe("Ask me anything...");CODE
LOW…ers/__tests__/CopilotChatConfigurationProvider.test.ts27 { "data-testid": "placeholder" },CODE
LOW…ents/chat/__tests__/CopilotChatInput.slots.e2e.test.ts722 expect(textarea.getAttribute("placeholder")).toBe(CODE
LOW…e/src/v2/components/chat/__tests__/CopilotChat.test.ts92 expect(wrapper.find("textarea").attributes("placeholder")).toBe(CODE
LOW…ckages/runtime/src/agent/__tests__/basic-agent.test.ts351 { description: "User Name", value: "John Doe" },CODE
LOW…ckages/runtime/src/agent/__tests__/basic-agent.test.ts364 expect(systemMessage.content).toContain("John Doe");CODE
LOW…src/threads-drawer/__tests__/copilotkit-drawer.test.ts609 expect(name.classList.contains("placeholder")).toBe(true);CODE
LOW…es/channels-discord/src/chunked-message-stream.test.ts26 "lorem ipsum ".repeat(Math.ceil(n / 12)).slice(0, n);CODE
LOW…es/channels-discord/src/chunked-message-stream.test.ts149 const prose = "lorem ipsum dolor sit amet ".repeat(4); // 108 charsCODE
LOW…es/channels-discord/src/chunked-message-stream.test.ts149 const prose = "lorem ipsum dolor sit amet ".repeat(4); // 108 charsCODE
LOW…es/channels-discord/src/chunked-message-stream.test.ts387 const prose = "lorem ipsum dolor sit amet. ".repeat(68); // ~1904 charsCODE
LOW…es/channels-discord/src/chunked-message-stream.test.ts387 const prose = "lorem ipsum dolor sit amet. ".repeat(68); // ~1904 charsCODE
LOW…els-slack/src/__tests__/chunked-message-stream.test.ts26 "lorem ipsum ".repeat(Math.ceil(n / 12)).slice(0, n);CODE
LOW…els-slack/src/__tests__/chunked-message-stream.test.ts149 const prose = "lorem ipsum dolor sit amet ".repeat(4); // 108 charsCODE
LOW…els-slack/src/__tests__/chunked-message-stream.test.ts149 const prose = "lorem ipsum dolor sit amet ".repeat(4); // 108 charsCODE
LOWpackages/channels/src/create-bot.test.ts481 identity: () => "user@example.com",CODE
LOWpackages/channels/src/create-bot.test.ts501 expect(capturedKey).toBe("user@example.com");CODE
LOW…case/shell-dashboard/src/components/pb-auth-prompt.tsx93 placeholder="admin@example.com"CODE
LOWshowcase/harness/src/cli/control-plane-run.test.ts144 email: "admin@example.com",CODE
LOWshowcase/harness/src/cli/control-plane-run.ts107 "admin@example.com",CODE
LOWshowcase/harness/src/cli/config.ts50 email: "admin@example.com",CODE
Cross-Language Confusion (JS/TS)12 hits · 54 pts
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HIGH…s-dynamic-dashboards/frontend/components/data-code.tsx231 print(tool_call_args, "tool_call_args")STRING
HIGH…ayground/src/components/playground/AgentSetupModal.tsx108 return FalseSTRING
HIGH…ayground/src/components/playground/AgentSetupModal.tsx112 return TrueSTRING
HIGH…ayground/src/components/playground/AgentSetupModal.tsx113 return FalseSTRING
HIGH…e/storybook/stories/CopilotAssistantMessage.stories.ts48 print(fibonacci(i))CODE
HIGH…orybook/stories/CopilotChatAssistantMessage.stories.ts50 print(fibonacci(i))CODE
HIGH…/storybook/stories/CopilotAssistantMessage.stories.tsx48 print(fibonacci(i))CODE
HIGH…/storybook/stories/CopilotAssistantMessage.stories.tsx493 print(f"Hello, {name}!")CODE
HIGHscripts/doc-tests/__tests__/extract.test.ts43print("hello")CODE
HIGHscripts/doc-tests/__tests__/extract.test.ts61print("a")CODE
HIGHscripts/doc-tests/__tests__/extract.test.ts81print("no doctest")CODE
HIGHscripts/doc-tests/__tests__/extract.test.ts89print("has doctest")CODE
Redundant / Tautological Comments30 hits · 46 pts
SeverityFileLineSnippetContext
LOWsdk-python/copilotkit/copilotkit_lg_middleware.py774 # Check if app_context is missing or emptyCOMMENT
LOWsdk-python/copilotkit/copilotkit_lg_middleware.py822 # Check if our context message already existsCOMMENT
LOWsdk-python/copilotkit/crewai/copilotkit_integration.py176 # Check if we already have a system messageCOMMENT
LOWsdk-python/copilotkit/crewai/copilotkit_integration.py285 # Check if a follow-up is needed (tools were called but no substantive natural language content)COMMENT
LOW…ples/v1/_legacy/saas-dynamic-dashboards/agent/agent.py354# # Check if we already have a user_response in the stateCOMMENT
LOWexamples/v1/research-canvas/agents/python/src/agent.py36# Check if we're running in LangGraph API modeCOMMENT
LOW…les/showcases/microsoft-kanban/scripts/deploy-azure.sh12# Check if Azure CLI is installedCOMMENT
LOW…les/showcases/microsoft-kanban/scripts/deploy-azure.sh19# Check if user is logged inCOMMENT
LOW…ples/showcases/microsoft-kanban/scripts/setup-agent.sh6# Check if .NET is installedCOMMENT
LOWexamples/showcases/scene-creator/agent/agent.py714 # Check if we need to route to tool nodeCOMMENT
LOWexamples/showcases/scene-creator/agent/agent.py717 # Check if any tool call is a backend toolCOMMENT
LOW…es/research-canvas/start/agent/tools/outline_writer.py46 # Check if a current proposal existsCOMMENT
LOW…howcases/research-canvas/agent/tools/outline_writer.py46 # Check if a current proposal existsCOMMENT
LOW…es/research-canvas/final/agent/tools/outline_writer.py46 # Check if a current proposal existsCOMMENT
LOW…tions/ms-agent-framework-dotnet/scripts/setup-agent.sh6# Check if .NET is installedCOMMENT
LOW…ntcore/infra-terraform/scripts/build-and-push-image.sh163# Check if Docker is runningCOMMENT
LOW…ations/agentcore/infra-terraform/scripts/test-agent.py252 # Check if parsed is a dict (not a string)COMMENT
LOWexamples/integrations/agentcore/scripts/utils.py142 # Check if user existsCOMMENT
LOWexamples/integrations/agentcore/scripts/test-agent.py480 # Check if agent is already runningCOMMENT
LOWscripts/develop/example.sh28# Check if GNU parallel is installedCOMMENT
LOWscripts/develop/example.sh48# Check if the example directory existsCOMMENT
LOWscripts/develop/example.sh56# Check if the backend is validCOMMENT
LOWscripts/qa/lib/bash/packages.sh13 # Check if the latest version was foundCOMMENT
LOWscripts/qa/lib/bash/packages.sh48 # Check if a version was foundCOMMENT
LOWshowcase/integrations/strands/src/agents/agent.py1116 # Check if messages end with [..., assistant(tool_calls), tool].COMMENT
LOWshowcase/integrations/langgraph-python/entrypoint.sh82# Check if langgraph is still runningCOMMENT
LOW…/integrations/langgraph-fastapi/src/agents/src/util.py21 # Check if any tool call is a frontend toolCOMMENT
LOW…wcase/integrations/langroid/src/agents/agui_adapter.py734 # Check if the response contains a tool call parsed from contentCOMMENT
LOWshowcase/scripts/cli/cmd-doctor.sh217 # Check if container exists and is runningCOMMENT
LOWshowcase/scripts/cli/cmd-doctor.sh310 # Check if port is in use by a non-Docker processCOMMENT
Synthetic Comment Markers8 hits · 42 pts
SeverityFileLineSnippetContext
HIGHdev-docs/architecture/plugin-points.md237// AI-generated suggestionsCOMMENT
HIGHexamples/showcases/banking/src/app/page.tsx117 "The color of the card (generated by copilot, bg-blue-500 for visa, bg-red-500 for mastercard)",CODE
HIGH…mples/showcases/enterprise-brex/src/app/cards/page.tsx108 "The color of the card (generated by copilot, bg-blue-500 for visa, bg-red-500 for mastercard)",CODE
HIGHexamples/canvas/llamaindex/src/app/layout.tsx17 description: "Generated by CopilotKit with LlamaIndex",CODE
HIGHexamples/canvas/mastra/src/app/layout.tsx17 description: "Generated by CopilotKit with Mastra",CODE
HIGHexamples/canvas/pydantic-ai/src/app/layout.tsx17 description: "Generated by CopilotKit with Pydantic AI",CODE
HIGHexamples/canvas/langgraph-python/src/app/layout.tsx17 description: "Generated by CopilotKit with LangGraph Python",CODE
HIGHexamples/canvas/llamaindex-composio/src/app/layout.tsx17 description: "Generated by CopilotKit with LlamaIndex",CODE
Docstring Block Structure5 hits · 25 pts
SeverityFileLineSnippetContext
HIGH…rative-ui-playground/a2a-agent/agent/prompt_builder.py461 Constructs the full prompt with UI instructions, rules, examples, and schema. Args: base_url: The baseSTRING
HIGHexamples/integrations/agentcore/agents/utils/auth.py19 Securely extract the user ID from the JWT token in the request context. AgentCore Runtime validates the JWT toSTRING
HIGHexamples/integrations/agentcore/agents/utils/ssm.py18 Fetch a parameter value from AWS SSM Parameter Store. SSM Parameter Store is AWS's service for storing configuSTRING
HIGHexamples/integrations/a2a-a2ui/agent/prompt_builder.py966 Constructs the full prompt with UI instructions, rules, examples, and schema. Args: base_url: The baseSTRING
HIGHshowcase/integrations/strands/src/agents/agent.py634Replace the notes array in shared state with the full updated list. Use this whenever the user asks you to rememberSTRING
Example Usage Blocks14 hits · 22 pts
SeverityFileLineSnippetContext
LOW…rative-ui-playground/a2a-agent/agent/prompt_builder.py545 # Example usageSTRING
LOW…s/agentcore/infra-terraform/scripts/deploy-frontend.sh11# Usage:COMMENT
LOW…ntcore/infra-terraform/scripts/build-and-push-image.sh14# Usage:COMMENT
LOW.github/workflows/showcase_promote_notify.dry-run.sh7# Usage:COMMENT
LOWshowcase/docker-compose.dev.yml20# Usage:COMMENT
LOWshowcase/docker-compose.record.yml6# Usage:COMMENT
LOWshowcase/docker-compose.replay.yml6# Usage:COMMENT
LOWshowcase/tests/docker-compose.integrations.yml6# Usage:COMMENT
LOWshowcase/test-fixtures/promote-notify/validate.sh6# Usage:COMMENT
LOWshowcase/scripts/promote-fleet.sh20# Usage:COMMENT
LOWshowcase/scripts/reconcile-prod-gate.sh28# Usage:COMMENT
LOWshowcase/scripts/lint-prod-gate.sh27# Usage:COMMENT
LOWshowcase/scripts/smoke-local.sh6# Usage:COMMENT
LOWshowcase/scripts/verify-prod-display.sh17# Usage:COMMENT
Slop Phrases2 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUM…s/crewai-crews/agent/src/latest_ai_development/crew.py6# you can use the @before_kickoff and @after_kickoff decoratorsCOMMENT
MEDIUM…otkit/showcase/springai/cvdiag/CvdiagEmissionTest.java34 * without a live LLM or a real Tomcat stream, which CI cannot provide.COMMENT
AI Structural Patterns3 hits · 2 pts
SeverityFileLineSnippetContext
LOW…amples/showcases/deep-agents-finance-erp/agent/main.py46CODE
LOW…/llamaindex-composio/agent/agent/sheets_integration.py263CODE
LOW…s/google-adk/tests/python/test_after_model_modifier.py89CODE
Overly Generic Function Names1 hit · 0 pts
SeverityFileLineSnippetContext
LOWsdk-python/copilotkit/crewai/crewai_sdk.py452 def my_function():STRING