AI Slop Code RIsk Monitor

CopilotKit/CopilotKit

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

4.9 Low pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for CopilotKit/CopilotKit, a TypeScript project with 37,913 GitHub stars. SynthScan examined 4,126,824 lines of code across 19457 source files, recording 10843 pattern matches distributed across 27 syntactic categories. The legacy adjusted pattern signal is 4.9 (Low pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

4.9
Adjusted Signal
4.9
Raw Pattern Score
100%
Time Factor
2026-10-10
Last Push
37.9K
Stars
TypeScript
Language
4.1M
Lines of Code
19.5K
Files
10.8K
Pattern Hits
2026-10-12
Scan Date
0.05
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 9.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 6715 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.5/100 · LOW

Are imports declared and package/API names verified? 774 finding(s).

Agent Over-Engineering Ratio 15.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 6173 finding(s).

PR Review Velocity Impact 22.2/100 · LOW

Which changes need focused human review? 10843 finding(s).

What These Metrics Mean

Adjusted Signal
Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score
Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor
A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits
Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate
High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files
Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 8HIGH 876MEDIUM 2695LOW 7264

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 10843 distinct pattern matches across 27 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Decorative Section Separators2114 hits · 6810 pts
SeverityFileLineSnippetContext
MEDIUMsdk-python/copilotkit/a2ui.py98# ---------------------------------------------------------------------------COMMENT
MEDIUMsdk-python/copilotkit/a2ui.py100# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡sdk-python/copilotkit/copilotkit_lg_middleware.py49# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡sdk-python/copilotkit/copilotkit_lg_middleware.py52# ---------------------------------------------------------------------------COMMENT
MEDIUMsdk-python/copilotkit/copilotkit_lg_middleware.py395 # ------------------------------------------------------------------COMMENT
MEDIUMsdk-python/copilotkit/copilotkit_lg_middleware.py397 # ------------------------------------------------------------------COMMENT
MEDIUMsdk-python/copilotkit/copilotkit_lg_middleware.py521 # ------------------------------------------------------------------COMMENT
MEDIUMsdk-python/copilotkit/copilotkit_lg_middleware.py523 # ------------------------------------------------------------------COMMENT
MEDIUMsdk-python/copilotkit/copilotkit_lg_middleware.py1102 # ------------------------------------------------------------------COMMENT
MEDIUMsdk-python/copilotkit/copilotkit_lg_middleware.py1104 # ------------------------------------------------------------------COMMENT
MEDIUM⚡sdk-python/tests/test_copilotkit_lg_middleware.py139# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡sdk-python/tests/test_copilotkit_lg_middleware.py141# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡sdk-python/tests/test_copilotkit_lg_middleware.py185# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡sdk-python/tests/test_copilotkit_lg_middleware.py187# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡sdk-python/tests/test_copilotkit_lg_middleware.py394# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡sdk-python/tests/test_copilotkit_lg_middleware.py396# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡sdk-python/tests/test_copilotkit_lg_middleware.py633# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡sdk-python/tests/test_copilotkit_lg_middleware.py635# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡sdk-python/tests/test_copilotkit_lg_middleware.py679# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡sdk-python/tests/test_copilotkit_lg_middleware.py681# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡sdk-python/tests/test_copilotkit_lg_middleware.py714# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡sdk-python/tests/test_copilotkit_lg_middleware.py716# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡sdk-python/tests/test_copilotkit_lg_middleware.py887# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡sdk-python/tests/test_copilotkit_lg_middleware.py889# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡sdk-python/tests/test_copilotkit_lg_middleware.py1116# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡sdk-python/tests/test_copilotkit_lg_middleware.py1118# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡sdk-python/tests/test_copilotkit_lg_middleware.py1165# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡sdk-python/tests/test_copilotkit_lg_middleware.py1167# ---------------------------------------------------------------------------COMMENT
MEDIUMsdk-python/tests/test_copilotkit_lg_middleware.py62# ---------------------------------------------------------------------------COMMENT
MEDIUMsdk-python/tests/test_copilotkit_lg_middleware.py64# ---------------------------------------------------------------------------COMMENT
MEDIUMsdk-python/tests/test_copilotkit_lg_middleware.py1432# ---------------------------------------------------------------------------COMMENT
MEDIUMsdk-python/tests/test_copilotkit_lg_middleware.py1434# ---------------------------------------------------------------------------COMMENT
MEDIUMsdk-python/tests/test_copilotkit_lg_middleware.py1584# ---------------------------------------------------------------------------COMMENT
MEDIUMsdk-python/tests/test_copilotkit_lg_middleware.py1586# ---------------------------------------------------------------------------COMMENT
MEDIUMsdk-python/tests/test_copilotkit_lg_middleware.py1950# ---------------------------------------------------------------------------COMMENT
MEDIUMsdk-python/tests/test_copilotkit_lg_middleware.py1953# ---------------------------------------------------------------------------COMMENT
MEDIUMsdk-python/tests/test_copilotkit_lg_middleware.py2278# ---------------------------------------------------------------------------COMMENT
MEDIUMsdk-python/tests/test_copilotkit_lg_middleware.py2281# ---------------------------------------------------------------------------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
MEDIUM⚡examples/showcases/a2a-travel/agents/requirements.txt1# ============================================================================COMMENT
MEDIUM⚡examples/showcases/a2a-travel/agents/requirements.txt3# ============================================================================COMMENT
MEDIUM⚡examples/showcases/a2a-travel/agents/requirements.txt7# ============================================================================COMMENT
MEDIUM⚡examples/showcases/a2a-travel/agents/requirements.txt9# ============================================================================COMMENT
MEDIUM⚡examples/showcases/a2a-travel/agents/requirements.txt14# ============================================================================COMMENT
MEDIUM⚡examples/showcases/a2a-travel/agents/requirements.txt16# ============================================================================COMMENT
MEDIUM⚡examples/showcases/a2a-travel/agents/requirements.txt23# ============================================================================COMMENT
MEDIUM⚡examples/showcases/a2a-travel/agents/requirements.txt25# ============================================================================COMMENT
MEDIUM⚡examples/showcases/a2a-travel/agents/requirements.txt32# ============================================================================COMMENT
MEDIUM⚡examples/showcases/a2a-travel/agents/requirements.txt34# ============================================================================COMMENT
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Cross-File Repetition718 hits · 3590 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/adk-dashboard/agent/modifiers.py0inspects/modifies the llm request or skips the call.STRING
HIGHexamples/integrations/adk/agent/main.py0inspects/modifies the llm request or skips the call.STRING
HIGHexamples/integrations/adk-angular/agent/main.py0inspects/modifies the llm request or skips the call.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/llamaindex/agent/src/model.py0split ``<provider>:<model>`` into (provider, model); the model id is kept unchanged.STRING
HIGHexamples/integrations/a2a-middleware/agents/_model.py0split ``<provider>:<model>`` into (provider, model); the model id is kept unchanged.STRING
HIGHexamples/integrations/crewai-flows/agent/src/model.py0split ``<provider>:<model>`` into (provider, model); the model id is kept unchanged.STRING
HIGHexamples/integrations/pydantic-ai/agent/src/model.py0split ``<provider>:<model>`` into (provider, model); the model id is kept unchanged.STRING
HIGHexamples/integrations/adk/agent/model.py0split ``<provider>:<model>`` into (provider, model); the model id is kept unchanged.STRING
HIGH…egrations/ms-agent-framework-python/agent/src/model.py0split ``<provider>:<model>`` into (provider, model); the model id is kept unchanged.STRING
HIGH…mples/integrations/langgraph-python/agent/src/model.py0split ``<provider>:<model>`` into (provider, model); the model id is kept unchanged.STRING
HIGHexamples/integrations/strands-python/agent/src/model.py0split ``<provider>:<model>`` into (provider, model); the model id is kept unchanged.STRING
HIGH…ples/integrations/langgraph-fastapi/agent/src/model.py0split ``<provider>:<model>`` into (provider, model); the model id is kept unchanged.STRING
HIGHexamples/integrations/agno/agent/src/model.py0split ``<provider>:<model>`` into (provider, model); the model id is kept unchanged.STRING
HIGHexamples/integrations/adk-angular/agent/model.py0split ``<provider>:<model>`` into (provider, model); the model id is kept unchanged.STRING
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
HIGHexamples/integrations/adk-angular/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
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/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
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Over-Commented Block2972 hits · 2883 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 # repo-wide build/typecheck/test sweep; `.github/workflows/test_community.yml`COMMENT
LOWpnpm-workspace.yaml41 # verified: `nx show project deep-agents` and the other standalone showcasesCOMMENT
LOWsdk-python/copilotkit/copilotkit_lg_middleware.py41except Exception: # noqa: BLE001 - any import failure means the feature is offCOMMENT
LOWsdk-python/copilotkit/crewai/copilotkit_integration.py101 # The actual_input for super().kickoff should be the state model instance SCOMMENT
LOWsdk-python/tests/test_copilotkit_lg_middleware.py1421 m for m in seen.messages if isinstance(m, AIMessage) and m.id == "ai-1"COMMENT
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
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 // "resolvePackageJsonImports": true, /* Use the package.json 'imports' field when resolving imports.COMMENT
LOW…les/v1/research-canvas/agents/typescript/tsconfig.json61 // "outDir": "./", /* Specify an output folder for all emitted files. */COMMENT
LOW…les/v1/research-canvas/agents/typescript/tsconfig.json81 "esModuleInterop": true /* Emit additional JavaScript to ease support for importing CommonJS modules. This enables 'COMMENT
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
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
LOWexamples/showcases/reskinnable-demo/stop-demo.sh1#!/usr/bin/env bashCOMMENT
LOWexamples/showcases/reskinnable-demo/stop-demo.sh21# - the docker compose stack (project `reskinnable-demo-memory`) — containers only byCOMMENT
LOWexamples/showcases/reskinnable-demo/docker-compose.yml1# ============================================================================COMMENT
LOWexamples/showcases/reskinnable-demo/docker-compose.yml21# SAME Intelligence stack with the SAME seeded ids (jordan-beamson / morgan-fluxxCOMMENT
LOWexamples/showcases/reskinnable-demo/docker-compose.yml41# at your local checkout; it defaults to the sibling layout used on theCOMMENT
LOWexamples/showcases/reskinnable-demo/docker-compose.yml141 # TEI falls back to the ONNX/ORT backend — which needs onnx/model.onnx filesCOMMENT
LOWexamples/showcases/reskinnable-demo/docker-compose.yml221 COPILOTKIT_LICENSE_TOKEN: "${COPILOTKIT_LICENSE_TOKEN:-}"COMMENT
LOW…amples/showcases/reskinnable-demo/playwright.config.ts1import { defineConfig } from "@playwright/test";COMMENT
LOW…amples/showcases/reskinnable-demo/playwright.config.ts41 // Three servers, all started in PARALLEL by Playwright (webServer entries carry noCOMMENT
LOW…amples/showcases/reskinnable-demo/playwright.config.ts81 "cpk_sPRVSEED_seed0privat0longtoken00",COMMENT
LOW…amples/showcases/reskinnable-demo/playwright.config.ts101 // server ready and the run dies at webServer startup with a timeout —COMMENT
LOW…amples/showcases/reskinnable-demo/playwright.config.ts121 reuseExistingServer: !process.env.CI,COMMENT
LOWexamples/showcases/reskinnable-demo/run-demo.sh1#!/usr/bin/env bashCOMMENT
LOWexamples/showcases/reskinnable-demo/run-demo.sh21# the exec'd dev server dies (`exit=-2`). `nohup` is not what saves them; itCOMMENT
LOWexamples/showcases/reskinnable-demo/run-demo.sh141# Python LangChain deep agent in `agent/`, registered by the app as a plainCOMMENT
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Hyper-Verbose Identifiers2810 hits · 2782 pts
SeverityFileLineSnippetContext
LOWsdk-python/copilotkit/langgraph_agui_agent.py105 def _read_configured_schema_keys(CODE
LOWsdk-python/copilotkit/langgraph_agui_agent.py351 def _materialize_tool_call_events(CODE
LOWsdk-python/copilotkit/langgraph_agui_agent.py475 def _serialize_copilotkit_runtime_payload(input: Any) -> dict[str, Any]:CODE
LOWsdk-python/copilotkit/langgraph_agui_agent.py532 def langgraph_default_merge_state(CODE
LOWsdk-python/copilotkit/langgraph_agui_agent.py620 def _build_command_from_agui_resume(CODE
LOWsdk-python/copilotkit/copilotkit_lg_middleware.py99def _extract_forwarded_headers_from_config() -> None:CODE
LOWsdk-python/copilotkit/copilotkit_lg_middleware.py728 def _fix_messages_for_bedrock(messages: list) -> list:CODE
LOWsdk-python/copilotkit/copilotkit_lg_middleware.py926 def _frontend_tool_result_message(tool_call: dict[str, Any]) -> ToolMessage | None:CODE
LOWsdk-python/copilotkit/copilotkit_lg_middleware.py939 def _copy_ai_message_with_tool_calls(CODE
LOWsdk-python/copilotkit/copilotkit_lg_middleware.py948 def _restore_intercepted_tool_call_history(CODE
LOWsdk-python/copilotkit/copilotkit_lg_middleware.py1136 def _await_frontend_tool_call(self, request: Any) -> ToolMessage | None:CODE
LOWsdk-python/copilotkit/copilotkit_lg_middleware.py1235 def _strip_frontend_tool_calls(CODE
LOWsdk-python/copilotkit/langgraph.py57def langchain_messages_to_copilotkit(messages: List[BaseMessage]) -> List[Message]:CODE
LOWsdk-python/copilotkit/langgraph.py168def copilotkit_customize_config(CODE
LOWsdk-python/copilotkit/langgraph.py378async 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
LOW⚡sdk-python/tests/test_emit_filtering.py54 def test_emit_messages_false_filters_text_event(self, agent):CODE
LOW⚡sdk-python/tests/test_emit_filtering.py60 def test_emit_tool_calls_false_filters_tool_event(self, agent):CODE
LOW⚡sdk-python/tests/test_emit_filtering.py66 def test_emit_messages_true_passes_through(self, agent):CODE
LOW⚡sdk-python/tests/test_emit_filtering.py73 def test_no_metadata_key_passes_through(self, agent):CODE
LOW⚡sdk-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
LOW⚡sdk-python/tests/test_emit_filtering.py176 def test_none_emit_messages_does_not_filter(self, agent):CODE
2750 more matches not shown…
AI Slop Vocabulary273 hits · 824 pts
SeverityFileLineSnippetContext
MEDIUMpnpm-workspace.yaml60 # 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…ples/showcases/claude-managed-agents/package-lock.json17005 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.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/mcp-apps/package-lock.json17318 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
MEDIUM…upport-agents/apps/web/src/app/api/copilotkit/route.ts13// 2. Create the CopilotRuntime instance and utilize the LangGraph AG-UICOMMENT
MEDIUMexamples/showcases/reskinnable-demo/pnpm-workspace.yaml22# harness console. Those events now ship in stable 0.0.59 (verified:COMMENT
MEDIUM…amples/showcases/reskinnable-demo/agent/pyproject.toml34# harness's work from the parent's, and a reopened thread collapses aCOMMENT
MEDIUMexamples/showcases/reskinnable-demo/agent/agent.py57# The offsite the agent reasons against. Mirrors `harness/types.ts`'s OFFSITE —COMMENT
MEDIUM…showcases/reskinnable-demo/e2e/memory-learning.spec.ts200 // a server assertion (robust) — the over-limit gate is now lifted for TXN_ID.COMMENT
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/manufact-mcp-apps/package-lock.json17527 "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
MEDIUMexamples/integrations/llamaindex/package-lock.json17346 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
MEDIUM…tegrations/ms-agent-framework-dotnet/package-lock.json17315 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
MEDIUMexamples/integrations/a2a-middleware/package-lock.json18813 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
MEDIUM…s/integrations/claude-sdk-typescript/package-lock.json17619 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
MEDIUMexamples/integrations/mastra/package-lock.json15975 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
MEDIUM…s/integrations/claude-managed-agents/package-lock.json16791 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
MEDIUM…ples/integrations/agentcore/frontend/package-lock.json17212 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
MEDIUM…ples/integrations/strands-typescript/package-lock.json17619 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
MEDIUMexamples/integrations/a2a-a2ui/package-lock.json17151 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
MEDIUMexamples/integrations/crewai-flows/package-lock.json17315 "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.json17619 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
MEDIUMexamples/integrations/pydantic-ai/package-lock.json17324 "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.json16509 "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.json17338 "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.json16566 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
MEDIUMexamples/integrations/mcp-apps/package-lock.json12025 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
MEDIUM…tegrations/ms-agent-framework-python/package-lock.json17315 "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.json17618 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
MEDIUMexamples/integrations/strands-python/package-lock.json17619 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
MEDIUM…mples/integrations/langgraph-fastapi/package-lock.json17290 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
MEDIUMexamples/integrations/agno/package-lock.json17316 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
MEDIUMexamples/integrations/langgraph-js/package-lock.json17752 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
MEDIUMexamples/integrations/antigravity/package-lock.json17338 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
MEDIUM…mples/integrations/antigravity/docker-compose.test.yml14 # The Go harness sends its native Gemini requests to whateverCOMMENT
MEDIUM…mples/integrations/antigravity/docker-compose.test.yml16 # because the harness will not start a conversation without one; aimockCOMMENT
MEDIUMexamples/integrations/antigravity/entrypoint.sh15# harness will not create a conversation without GEMINI_API_KEY — even whenCOMMENT
MEDIUMexamples/integrations/antigravity/entrypoint.sh23# The harness sandbox and trajectory store. Created in the Dockerfile; keep theCOMMENT
MEDIUMexamples/integrations/antigravity/agent/main.py79 # failing on, rather than silently relocating the harness sandbox.COMMENT
MEDIUMexamples/integrations/antigravity/agent/main.py86# The sandbox the Go harness is allowed to read and write, and where it storesCOMMENT
213 more matches not shown…
Modern AI Meta-Vocabulary219 hits · 650 pts
SeverityFileLineSnippetContext
MEDIUMREADME.md193- [Static (AG-UI Protocol)](https://docs.copilotkit.ai/agentic-protocols/ag-ui?ref=github_readme)CODE
MEDIUMsdk-python/copilotkit/copilotkit_lg_middleware.py216# 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.md129│ ├── travel-chat.tsx # Chat orchestrationCODE
MEDIUM⚡examples/showcases/a2a-travel/agents/requirements.txt4# This file contains all packages needed to run the multi-agent demo.COMMENT
MEDIUMexamples/showcases/reskinnable-demo/stop-demo.sh38# embedding model. Without this, data + model cache persist.COMMENT
MEDIUM…s/showcases/reskinnable-demo/docs/teach-mode/README.md261| **#4 AGENT FRAMING** | `src/skins/banking/agent.ts` — the `BuiltInAgent` prompt withholds the recipe, ships the thCODE
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
MEDIUM⚡examples/showcases/generative-ui/README.md261- [Agent Factory: The new era of agentic AI: common use cases and design patterns](https://azure.microsoft.com/en-us/bloSTRING
MEDIUM⚡examples/showcases/generative-ui/README.md262- [Agentic AI vs AI Agents: A Deep Dive](https://uibakery.io/blog/agentic-ai-vs-ai-agents) - UI BakerySTRING
MEDIUM⚡examples/showcases/generative-ui/README.md263- [Introducing Agentic UI Interfaces: A Tactical Executive Guide](https://akfpartners.com/growth-blog/introducing-agentiSTRING
MEDIUM⚡examples/showcases/generative-ui/README.md265- [From products to systems: The agentic AI shift](https://uxdesign.cc/from-products-to-systems-the-agentic-ai-shift-eafSTRING
MEDIUM⚡examples/showcases/generative-ui/README.md267- [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
MEDIUM⚡packages/runtime/src/v1-deprecated-compatibility.ts378 * Related v2 docs (Model Context Protocol): https://docs.copilotkit.ai/agentic-protocols/mcpCOMMENT
MEDIUM⚡packages/runtime/src/v1-deprecated-compatibility.ts388 * Related v2 docs (Model Context Protocol): https://docs.copilotkit.ai/agentic-protocols/mcpCOMMENT
MEDIUM⚡packages/runtime/src/v1-deprecated-compatibility.ts398 * Related v2 docs (Model Context Protocol): https://docs.copilotkit.ai/agentic-protocols/mcpCOMMENT
MEDIUMpackages/runtime/src/v1-deprecated-compatibility.ts420 * Related v2 docs (Model Context Protocol): https://docs.copilotkit.ai/agentic-protocols/mcpCOMMENT
MEDIUMpackages/runtime/src/v1-deprecated-compatibility.ts430 * Related v2 docs (Model Context Protocol): https://docs.copilotkit.ai/agentic-protocols/mcpCOMMENT
MEDIUMpackages/runtime/src/agent/index.ts1394 // tool-role result so the model can continue the agentic loop.COMMENT
MEDIUM…runtime/__tests__/request-created-cloud-fields.test.ts112 // on the assumption that guardrails only ever arrive from a CopilotCloudCOMMENT
MEDIUM…runtime/__tests__/request-created-cloud-fields.test.ts114 // 112 guardrails-enabled requests over 90 days, 2 carried no key. ThoseCOMMENT
MEDIUM…ages/runtime/src/v2/runtime/handlers/handle-connect.ts20 // Connect carries no run input, so there are no forwarded guardrailsCOMMENT
MEDIUM…time/src/v2/runtime/handlers/shared/cloud-telemetry.ts1// The CopilotCloud guardrails flag on `oss.runtime.copilot_request_created`.COMMENT
MEDIUM…time/src/v2/runtime/handlers/shared/cloud-telemetry.ts9// requestType, cloud.guardrails.enabled and cloud.api_key_providedCOMMENT
MEDIUM⚡…ntime/src/v1-deprecated/lib/runtime/mcp-tools-utils.ts10 * Related v2 docs (Model Context Protocol): https://docs.copilotkit.ai/agentic-protocols/mcpCOMMENT
MEDIUM⚡…ntime/src/v1-deprecated/lib/runtime/mcp-tools-utils.ts17 * Related v2 docs (Model Context Protocol): https://docs.copilotkit.ai/agentic-protocols/mcpCOMMENT
MEDIUM⚡…ntime/src/v1-deprecated/lib/runtime/mcp-tools-utils.ts24 * Related v2 docs (Model Context Protocol): https://docs.copilotkit.ai/agentic-protocols/mcpCOMMENT
MEDIUM…ntime/src/v1-deprecated/lib/runtime/mcp-tools-utils.ts38 * Related v2 docs (Model Context Protocol): https://docs.copilotkit.ai/agentic-protocols/mcpCOMMENT
MEDIUM…ntime/src/v1-deprecated/lib/runtime/mcp-tools-utils.ts45 * Related v2 docs (Model Context Protocol): https://docs.copilotkit.ai/agentic-protocols/mcpCOMMENT
MEDIUMpackages/shared/README.md79// agentic generative UICOMMENT
MEDIUMpackages/web-inspector/src/index.ts890 "https://cdn.copilotkit.ai/corp-site/videos/copilotkit-generative-ui-agentic-frontend-demo.webm";CODE
MEDIUM…-inspector/src/__tests__/threads-example-video.spec.ts17 "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.yml164 # this same orchestration — owns a UNIQUE canary ref. This prevents twoCOMMENT
MEDIUMshowcase/GOTCHAS.md2108. **aimock D6 can be GREEN while the demo is BROKEN against a real LLM — the fixture masks wrong-graph/wrong-tool wirinCODE
MEDIUMshowcase/docker-compose.local.yml275 # langgraph-python demo's agentic-chat cell for a fast N=1 ramp; addCOMMENT
MEDIUMshowcase/docker-compose.local.yml278 LOCAL_SERVICES_JSON=[{"name":"showcase-langgraph-python","publicUrl":"http://langgraph-python:10000","demos":["aCODE
MEDIUM…owcase/shell-dashboard/src/components/feature-grid.tsx896 // `agentic-chat-reasoning`). "Show unique" toggle — default OFF so theCOMMENT
MEDIUM…dashboard/src/components/__tests__/depth-utils.test.ts245 // "agentic-chat" has D5 mapping → maxPossible=6, achieved=4 → regressionCOMMENT
MEDIUM…dashboard/src/components/__tests__/depth-utils.test.ts276 // "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…src/components/__tests__/compute-tally-detail.test.tsx245 // Use feature IDs with a D5 mapping (agentic-chat, tool-rendering) so theCOMMENT
MEDIUM…src/components/__tests__/compute-tally-detail.test.tsx336 // Integration only has a demo for agentic-chat, not tool-rendering.COMMENT
MEDIUM…src/components/__tests__/compute-tally-detail.test.tsx343 // agentic-chat: green D3 + green D4 (chat) + green D5 + green D6 → greenCOMMENT
MEDIUM…src/components/__tests__/compute-tally-detail.test.tsx370 // agentic-chat: wired + intact green ladder → green; tool-rendering:COMMENT
MEDIUM…src/components/__tests__/compute-tally-detail.test.tsx509 // agentic-chat: green D3 + green D4 (chat) + green D5 + green D6 → greenCOMMENT
MEDIUM…src/components/__tests__/compute-tally-detail.test.tsx539 // agentic-chat: intact green ladder → green; tool-rendering: unsupportedCOMMENT
MEDIUM…src/components/__tests__/compute-tally-detail.test.tsx608 // …but per-cell: voice passed parity, agentic-chat did not.COMMENT
MEDIUM…src/components/__tests__/compute-tally-detail.test.tsx625 // 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.tsx817 // agentic-chat full greenCOMMENT
MEDIUMshowcase/shell-dashboard/src/lib/live-status.test.ts344 // `agentic-chat` maps to a single d6 key, so the fold sees exactly one row.COMMENT
MEDIUMshowcase/shell-dashboard/src/lib/live-status.test.ts819 // via CATALOG_TO_D5_KEY. `agentic-chat` is a real single-key family;COMMENT
159 more matches not shown…
Unused Imports620 hits · 602 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/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_copilotkit_lg_middleware.py28CODE
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
LOW…ples/v1/_legacy/saas-dynamic-dashboards/agent/agent.py25CODE
LOW…ples/v1/_legacy/saas-dynamic-dashboards/agent/agent.py25CODE
LOWexamples/v1/travel/agent/src/state.py1CODE
LOWexamples/showcases/pydantic-ai-todos/agent/src/tools.py14CODE
LOW…cases/oracle-agent-memory/frontend/e2e/reset-memory.py17CODE
LOW…cle-agent-memory/frontend/e2e/wait-until-searchable.py19CODE
560 more matches not shown…
Excessive Try-Catch Wrapping330 hits · 365 pts
SeverityFileLineSnippetContext
LOWsdk-python/copilotkit/sdk.py306 except Exception as error:CODE
LOWsdk-python/copilotkit/sdk.py355 except Exception as error:CODE
LOWsdk-python/copilotkit/sdk.py383 except Exception as error:CODE
LOWsdk-python/copilotkit/langgraph_agui_agent.py453 except Exception:CODE
LOWsdk-python/copilotkit/langgraph_agui_agent.py465 except Exception:CODE
LOW⚡sdk-python/copilotkit/copilotkit_lg_middleware.py41except Exception: # noqa: BLE001 - any import failure means the feature is offCODE
LOWsdk-python/copilotkit/copilotkit_lg_middleware.py95 except Exception: # noqa: BLE001 - no active context / older langgraphCODE
LOWsdk-python/copilotkit/copilotkit_lg_middleware.py179 except Exception as e: # noqa: BLE001 - best-effort headers; logged and cleared belowCODE
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…showcases/reskinnable-demo/agent-myelin/smoke_tools.py37 except Exception as exc: # noqa: BLE001CODE
MEDIUM…showcases/reskinnable-demo/agent-myelin/smoke_tools.py34def run() -> None: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
270 more matches not shown…
Cross-Language Confusion59 hits · 358 pts
SeverityFileLineSnippetContext
HIGHexamples/showcases/reskinnable-demo/agent/agent.py95 curl -sS -o expenses.csv {_app_base_url()}/sample-expenses-offsite.csv && head -3 expenses.csvCODE
HIGH…reskinnable-demo/scripts/patch-runtime-memory-grant.py44 '\t\tif (grant === null || grant.user === "none" && grant.project === "none") 'STRING
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⚡…versational-flows/src/agents/byoc_json_render_agent.py52 props: { "label": string, "value": string, "trend": string | null }CODE
HIGH⚡…versational-flows/src/agents/byoc_json_render_agent.py58 "description": string | null,CODE
HIGH⚡…versational-flows/src/agents/byoc_json_render_agent.py65 "description": string | null,CODE
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…ase/integrations/google-antigravity/src/agents/hitl.py42 '`{"approved": boolean, "reason": string | null}`.\n'CODE
HIGH⚡…ions/google-antigravity/src/agents/byoc_json_render.py39 props: { "label": string, "value": string, "trend": string | null }CODE
HIGH⚡…ions/google-antigravity/src/agents/byoc_json_render.py45 "description": string | null,CODE
HIGH⚡…ions/google-antigravity/src/agents/byoc_json_render.py52 "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.py780 # 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
Empty Error Handlers66 hits · 330 pts
SeverityFileLineSnippetContext
HIGHsdk-python/copilotkit/langgraph_agui_agent.py579except ValueError:CODE
HIGHsdk-python/copilotkit/copilotkit_lg_middleware.py375except (ImportError, RuntimeError):CODE
HIGHsdk-python/copilotkit/copilotkit_lg_middleware.py531except ValueError:CODE
HIGHsdk-python/copilotkit/copilotkit_lg_middleware.py571except (TypeError, ValueError):CODE
HIGHsdk-python/copilotkit/header_propagation.py192except (CODE
HIGHsdk-python/tests/test_crewai_import_compat.py127except ImportError:CODE
HIGHexamples/showcases/scene-creator/agent/agent.py805except (json.JSONDecodeError, TypeError):CODE
HIGHexamples/showcases/strands-file-analyzer/agent/main.py55except Exception:CODE
HIGH…cases/deep-agents-finance-erp/agent/test_multi_turn.py131except (json.JSONDecodeError, KeyError):CODE
HIGH…cases/deep-agents-finance-erp/agent/test_multi_turn.py229except json.JSONDecodeError:CODE
HIGHexamples/canvas/gemini/agent/stack_agent.py423except Exception:CODE
HIGHexamples/canvas/gemini/agent/stack_agent.py165except Exception:CODE
HIGHexamples/canvas/langgraph-python/agent/agent.py243except Exception:CODE
HIGHexamples/canvas/langgraph-python/agent/agent.py411except Exception:CODE
HIGHexamples/canvas/langgraph-python/agent/agent.py446except Exception:CODE
HIGH…/llamaindex-composio/agent/agent/sheets_integration.py483except ValueError:CODE
HIGH…ations/agentcore/infra-terraform/scripts/test-agent.py282except json.JSONDecodeError:CODE
HIGH…les/integrations/agent-spec/agent/src/logging_utils.py21except Exception:CODE
HIGH…kages/runtime-python/src/copilotkit_runtime/gateway.py113except (ValueError, ConnectionError, OSError, WebSocketException):CODE
HIGH…kages/runtime-python/src/copilotkit_runtime/gateway.py246except TimeoutError:CODE
HIGH…ges/runtime-python/src/copilotkit_runtime/telemetry.py53except (ValueError, TypeError, RecursionError):CODE
HIGH…kages/runtime-python/src/copilotkit_runtime/runtime.py692except Exception:CODE
HIGH…kages/runtime-python/src/copilotkit_runtime/runtime.py700except Exception:CODE
HIGHpackages/runtime-python/src/copilotkit_runtime/a2ui.py250except (ValueError, IndexError):CODE
HIGHpackages/runtime-python/src/copilotkit_runtime/a2ui.py370except (ValueError, AttributeError, KeyError):CODE
HIGHshowcase/tests/repro/async-wedge/slow_anthropic.py193except json.JSONDecodeError:CODE
HIGHshowcase/shared/python/tools/search_flights.py47except IndexError:CODE
HIGHshowcase/shared/python/tools/generate_a2ui.py108except (ValueError, TypeError):CODE
HIGH…/integrations/llamaindex/src/agents/_cvdiag_backend.py795except Exception: # noqa: BLE001 - heartbeat body must never throw outCODE
HIGH…tegrations/llamaindex/src/agents/_header_forwarding.py211except ImportError: # pragma: no coverCODE
HIGH…ph-typescript/tests/python/test_entrypoint_watchdog.py953except OSError:CODE
HIGH…grations/ms-agent-python/src/agents/_cvdiag_backend.py795except Exception: # noqa: BLE001 - heartbeat body must never throw outCODE
HIGH…tions/ms-agent-python/src/agents/_header_forwarding.py211except ImportError: # pragma: no coverCODE
HIGH…tions/ms-agent-python/src/agents/_header_forwarding.py461except Exception: # pragma: no coverCODE
HIGH…wai-conversational-flows/src/agents/_cvdiag_backend.py795except Exception: # noqa: BLE001 - heartbeat body must never throw outCODE
HIGH…-conversational-flows/src/agents/_header_forwarding.py211except ImportError: # pragma: no coverCODE
HIGH…ations/claude-sdk-python/src/agents/_cvdiag_backend.py795except Exception: # noqa: BLE001 - heartbeat body must never throw outCODE
HIGH…ons/claude-sdk-python/src/agents/_header_forwarding.py211except ImportError: # pragma: no coverCODE
HIGH…integrations/pydantic-ai/src/agents/_cvdiag_backend.py795except Exception: # noqa: BLE001 - heartbeat body must never throw outCODE
HIGH…egrations/pydantic-ai/src/agents/_header_forwarding.py211except ImportError: # pragma: no coverCODE
HIGH…egrations/pydantic-ai/src/agents/_header_forwarding.py461except Exception: # pragma: no coverCODE
HIGH…ntegrations/crewai-crews/src/agents/_cvdiag_backend.py795except Exception: # noqa: BLE001 - heartbeat body must never throw outCODE
HIGH…grations/crewai-crews/src/agents/_header_forwarding.py211except ImportError: # pragma: no coverCODE
HIGHshowcase/integrations/ag2/src/agents/_cvdiag_backend.py795except Exception: # noqa: BLE001 - heartbeat body must never throw outCODE
HIGH…case/integrations/ag2/src/agents/_header_forwarding.py211except ImportError: # pragma: no coverCODE
HIGH…case/integrations/ag2/src/agents/_header_forwarding.py460except Exception: # pragma: no coverCODE
HIGH…ations/strands/tests/python/test_instrumentor_patch.py421except Exception:CODE
HIGH…ase/integrations/strands/src/agents/_cvdiag_backend.py795except Exception: # noqa: BLE001 - heartbeat body must never throw outCODE
HIGH…/integrations/strands/src/agents/_header_forwarding.py211except ImportError: # pragma: no coverCODE
HIGH…/integrations/strands/src/agents/_header_forwarding.py461except Exception: # pragma: no coverCODE
HIGH…ations/langgraph-python/tests/test_cvdiag_schema_v1.py345except asyncio.CancelledError:CODE
HIGH…aph-python/src/agents/_header_forwarding_middleware.py307except Exception: # noqa: BLE001 - instrumentation must not throwCODE
HIGH…astapi/src/agents/src/_header_forwarding_middleware.py280except Exception: # noqa: BLE001 - instrumentation must not throwCODE
HIGH…tegrations/agno/tests/python/test_cvdiag_boundaries.py442except asyncio.CancelledError:CODE
HIGH…owcase/integrations/agno/src/agents/_cvdiag_backend.py795except Exception: # noqa: BLE001 - heartbeat body must never throw outCODE
HIGH…ase/integrations/agno/src/agents/_header_forwarding.py211except ImportError: # pragma: no coverCODE
HIGH…ase/integrations/agno/src/agents/_header_forwarding.py461except Exception: # pragma: no coverCODE
HIGHshowcase/integrations/_shared/cvdiag_pb_writer.py131except queue.Empty:CODE
HIGHshowcase/integrations/_shared/cvdiag_pb_writer.py135except queue.Full:CODE
HIGH…tegrations/_shared/tests/test_cvdiag_writer_live_pb.py95except (urllib.error.URLError, OSError):CODE
6 more matches not shown…
Structural Annotation Overuse111 hits · 210 pts
SeverityFileLineSnippetContext
LOW⚡CONTRIBUTING.md49## Step 1: Make a forkCOMMENT
LOW⚡CONTRIBUTING.md55## Step 2: Clone the repository to your local machineCOMMENT
LOW⚡CONTRIBUTING.md64## Step 3: Prepare the development environmentCOMMENT
LOWCONTRIBUTING.md91## Step 4: Create a branchCOMMENT
LOWCONTRIBUTING.md106## Step 5: Make your changesCOMMENT
LOW⚡CONTRIBUTING.md118## Step 6: Add the changes that are ready to be committedCOMMENT
LOW⚡CONTRIBUTING.md126## Step 7: Commit the changes (Git)COMMENT
LOW⚡CONTRIBUTING.md134## Step 8: Push the changes to the remote repositoryCOMMENT
LOW⚡CONTRIBUTING.md142## 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.sh172# Step 1: Login to ECRCOMMENT
LOW⚡…ntcore/infra-terraform/scripts/build-and-push-image.sh182# Step 2: Build Docker image with ARM64 architecture (required by AgentCore Runtime)COMMENT
LOW…ntcore/infra-terraform/scripts/build-and-push-image.sh198# 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
LOW⚡scripts/migrate-demos.sh90 # Step 4: Copy to targetCOMMENT
LOW⚡scripts/migrate-demos.sh94 # Step 5: Clean up cloneCOMMENT
LOW⚡scripts/archive-demo-repos.sh40 # Step 1: Shallow cloneCOMMENT
LOW⚡scripts/archive-demo-repos.sh50 # Step 2: Replace README with deprecation noticeCOMMENT
LOW⚡scripts/archive-demo-repos.sh61 # Step 3: Commit and push the updated READMECOMMENT
LOW⚡scripts/archive-demo-repos.sh71 # Step 4: Archive the repoCOMMENT
LOWscripts/release/generate-ai-release-notes.ts126 // Step 1: AI-enhance the release notes if API key is availableCOMMENT
LOW⚡…-native/src/__tests__/attachments-integration.test.tsx228 // Step 1: Open pickerCOMMENT
LOW⚡…-native/src/__tests__/attachments-integration.test.tsx233 // Step 2: Verify attachment appearedCOMMENT
LOW⚡…-native/src/__tests__/attachments-integration.test.tsx247 // Step 3: Submit message with text + attachmentCOMMENT
LOW⚡…-native/src/__tests__/attachments-integration.test.tsx252 // Step 4: Verify addMessage was called with InputContent arrayCOMMENT
LOW…-native/src/__tests__/attachments-integration.test.tsx278 // Step 5: Verify attachments queue is now empty (consumed)COMMENT
LOW⚡…ecated/service-adapters/anthropic/anthropic-adapter.ts311 // Step 1: Extract valid tool_use IDsCOMMENT
LOW⚡…ecated/service-adapters/anthropic/anthropic-adapter.ts320 // Step 2: Map each message to an Anthropic message, eliminating invalid tool_resultsCOMMENT
LOW⚡…1-deprecated/service-adapters/openai/openai-adapter.ts200 // Step 1: Extract valid tool_call IDsCOMMENT
LOW⚡…1-deprecated/service-adapters/openai/openai-adapter.ts209 // Step 2: Filter messages, keeping only those with valid tool_call IDsCOMMENT
LOW⚡packages/channels-core/src/run-loop.test.ts33 // Step 1: agent emits an `echo` tool call, then finishes.COMMENT
LOW⚡packages/channels-core/src/run-loop.test.ts34 // Step 2: agent just finishes (no further tool calls) -> loop terminates.COMMENT
LOWskills/copilotkit-channels/SKILL.md185### Step 1: InstallCOMMENT
LOWskills/copilotkit-channels/SKILL.md193### Step 2: Declare the ChannelCOMMENT
LOWskills/copilotkit-channels/SKILL.md222### Step 3: Pass the Channel to the runtimeCOMMENT
LOWskills/copilotkit-channels/SKILL.md240### Step 4: Mount a long-running hostCOMMENT
LOW⚡showcase/shell/src/components/guided-flow.tsx151 // Step 1: featuresCOMMENT
LOW⚡showcase/shell/src/components/guided-flow.tsx158 // Step 2: languageCOMMENT
51 more matches not shown…
Verbosity Indicators86 hits · 164 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.sh172# Step 1: Login to ECRCOMMENT
LOW⚡…ntcore/infra-terraform/scripts/build-and-push-image.sh182# Step 2: Build Docker image with ARM64 architecture (required by AgentCore Runtime)COMMENT
LOW…ntcore/infra-terraform/scripts/build-and-push-image.sh198# 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
LOW⚡scripts/migrate-demos.sh90 # Step 4: Copy to targetCOMMENT
LOW⚡scripts/migrate-demos.sh94 # Step 5: Clean up cloneCOMMENT
LOW⚡scripts/archive-demo-repos.sh40 # Step 1: Shallow cloneCOMMENT
LOW⚡scripts/archive-demo-repos.sh50 # Step 2: Replace README with deprecation noticeCOMMENT
LOW⚡scripts/archive-demo-repos.sh61 # Step 3: Commit and push the updated READMECOMMENT
LOW⚡scripts/archive-demo-repos.sh71 # Step 4: Archive the repoCOMMENT
LOWscripts/release/generate-ai-release-notes.ts126 // Step 1: AI-enhance the release notes if API key is availableCOMMENT
LOW⚡…-native/src/__tests__/attachments-integration.test.tsx228 // Step 1: Open pickerCOMMENT
LOW⚡…-native/src/__tests__/attachments-integration.test.tsx233 // Step 2: Verify attachment appearedCOMMENT
LOW⚡…-native/src/__tests__/attachments-integration.test.tsx247 // Step 3: Submit message with text + attachmentCOMMENT
LOW⚡…-native/src/__tests__/attachments-integration.test.tsx252 // Step 4: Verify addMessage was called with InputContent arrayCOMMENT
LOW…-native/src/__tests__/attachments-integration.test.tsx278 // Step 5: Verify attachments queue is now empty (consumed)COMMENT
LOW⚡…ecated/service-adapters/anthropic/anthropic-adapter.ts311 // Step 1: Extract valid tool_use IDsCOMMENT
LOW⚡…ecated/service-adapters/anthropic/anthropic-adapter.ts320 // Step 2: Map each message to an Anthropic message, eliminating invalid tool_resultsCOMMENT
LOW⚡…1-deprecated/service-adapters/openai/openai-adapter.ts200 // Step 1: Extract valid tool_call IDsCOMMENT
LOW⚡…1-deprecated/service-adapters/openai/openai-adapter.ts209 // Step 2: Filter messages, keeping only those with valid tool_call IDsCOMMENT
LOW⚡packages/channels-core/src/run-loop.test.ts33 // Step 1: agent emits an `echo` tool call, then finishes.COMMENT
LOW⚡packages/channels-core/src/run-loop.test.ts34 // Step 2: agent just finishes (no further tool calls) -> loop terminates.COMMENT
LOW⚡showcase/shell/src/components/guided-flow.tsx151 // Step 1: featuresCOMMENT
LOW⚡showcase/shell/src/components/guided-flow.tsx158 // Step 2: languageCOMMENT
LOW⚡showcase/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
LOW⚡showcase/integrations/mastra/src/cvdiag/emit.ts728 // Step 3: still over cap (numeric/boolean/key-count-heavy bag) — drop theCOMMENT
LOW⚡showcase/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
LOW⚡showcase/integrations/built-in-agent/src/cvdiag/emit.ts728 // Step 3: still over cap (numeric/boolean/key-count-heavy bag) — drop theCOMMENT
LOW⚡showcase/integrations/built-in-agent/src/cvdiag/emit.ts738 // Step 4: still over cap — the only remaining clampable field is theCOMMENT
26 more matches not shown…
Self-Referential Comments51 hits · 148 pts
SeverityFileLineSnippetContext
MEDIUMsdk-python/copilotkit/langgraph.py142 # 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
MEDIUM⚡examples/canvas/langgraph-python/agent/agent.py12 # Create a mock module for the incorrect import path that CopilotKit expectsCOMMENT
MEDIUM⚡examples/canvas/langgraph-python/agent/agent.py16 # Import the necessary modules firstCOMMENT
MEDIUM⚡examples/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
MEDIUM…ents/__tests__/docs-page-view-angular-backend.test.tsx52 expect(source).toContain("### Create the Copilot Runtime");CODE
MEDIUM…ents/__tests__/docs-page-view-angular-backend.test.tsx66 expect(source).not.toContain("### Create the Copilot Runtime");CODE
MEDIUMshowcase/integrations/strands/src/agent_server.py212# Create the FastAPI app from the AG-UI Strands integrationCOMMENT
Modern Structural Boilerplate124 hits · 127 pts
SeverityFileLineSnippetContext
LOWsdk-python/copilotkit/__init__.py34__all__ = [CODE
LOWsdk-python/copilotkit/langgraph_agui_agent.py26logger = 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
LOW…ples/integrations/claude-sdk-python/agent/src/model.py13logger = logging.getLogger(__name__)CODE
LOW…thon/src/copilotkit_intelligence_langgraph/__init__.py8__all__ = [CODE
LOW…ages/runtime-python/src/copilotkit_runtime/__init__.py10__all__ = [CODE
LOW…s/runtime-python/src/copilotkit_intelligence/client.py48logger = logging.getLogger(__name__)CODE
LOW…runtime-python/src/copilotkit_intelligence/__init__.py35__all__ = [CODE
LOW…adk-python/src/copilotkit_intelligence_adk/__init__.py8__all__ = [CODE
LOW…ligence-delivery-python-core/src/_delivery/registry.py26logger = logging.getLogger(__name__)CODE
LOWshowcase/shared/python/middleware/__init__.py15__all__ = [CODE
LOWshowcase/shared/python/tools/__init__.py25__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.py92logger = 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
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…tions/crewai-conversational-flows/src/aimock_toggle.py50logger = logging.getLogger(__name__)CODE
LOW…wai-conversational-flows/src/agents/_cvdiag_backend.py68logger = logging.getLogger(__name__)CODE
LOW…-conversational-flows/src/agents/_header_forwarding.py54logger = logging.getLogger(__name__)CODE
LOW…-conversational-flows/src/agents/_header_forwarding.py122def set_forwarded_headers(headers: Dict[str, str]) -> None: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
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
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Deep Nesting126 hits · 120 pts
SeverityFileLineSnippetContext
LOWsdk-python/copilotkit/langgraph_agui_agent.py351CODE
LOWsdk-python/copilotkit/copilotkit_lg_middleware.py99CODE
LOWsdk-python/copilotkit/copilotkit_lg_middleware.py352CODE
LOWsdk-python/copilotkit/copilotkit_lg_middleware.py728CODE
LOWsdk-python/copilotkit/copilotkit_lg_middleware.py948CODE
LOWsdk-python/copilotkit/runloop.py280CODE
LOWsdk-python/copilotkit/langgraph.py57CODE
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
LOWexamples/v1/travel/agent/src/trips.py19CODE
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.py96CODE
LOWexamples/canvas/pydantic-ai/agent/agent.py134CODE
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
LOWexamples/integrations/llamaindex/agent/src/agent.py11CODE
LOW…ations/agentcore/infra-terraform/scripts/test-agent.py190CODE
LOW…s/agentcore/infra-cdk/lambdas/oauth2-provider/index.py25CODE
LOWexamples/integrations/agentcore/scripts/utils.py189CODE
LOWexamples/integrations/agentcore/scripts/test-agent.py282CODE
LOWexamples/integrations/a2a-a2ui/agent/tools.py24CODE
LOWexamples/integrations/a2a-a2ui/agent/agent_executor.py50CODE
LOWexamples/integrations/a2a-a2ui/agent/agent.py114CODE
LOW…-agent-framework-python/agent/tests/test_stable_api.py183CODE
LOW…kages/runtime-python/src/copilotkit_runtime/gateway.py93CODE
LOW…kages/runtime-python/src/copilotkit_runtime/gateway.py180CODE
LOW…ages/runtime-python/src/copilotkit_runtime/mcp_apps.py154CODE
LOW…ages/runtime-python/src/copilotkit_runtime/mcp_apps.py190CODE
LOW…ages/runtime-python/src/copilotkit_runtime/mcp_apps.py223CODE
LOW…ges/runtime-python/src/copilotkit_runtime/finalizer.py16CODE
LOW…ges/runtime-python/src/copilotkit_runtime/telemetry.py148CODE
LOW…ges/runtime-python/src/copilotkit_runtime/telemetry.py209CODE
LOW…kages/runtime-python/src/copilotkit_runtime/runtime.py168CODE
LOW…kages/runtime-python/src/copilotkit_runtime/runtime.py586CODE
LOW…kages/runtime-python/src/copilotkit_runtime/runtime.py811CODE
LOWpackages/runtime-python/src/copilotkit_runtime/a2ui.py62CODE
LOWpackages/runtime-python/src/copilotkit_runtime/a2ui.py88CODE
LOWpackages/runtime-python/src/copilotkit_runtime/a2ui.py353CODE
LOW…e-python/src/copilotkit_intelligence/learned_skills.py150CODE
66 more matches not shown…
Hallucination Indicators8 hits · 100 pts
SeverityFileLineSnippetContext
CRITICALpackages/runtime-ruby/README.md378Rails.application.config.x.copilotkit_runtime.close(timeout: 10)CODE
CRITICALpackages/runtime-ruby/README.md385mount ->(env) { Rails.application.config.x.copilotkit_runtime.call(env) } => '/copilotkit'CODE
CRITICALpackages/runtime-ruby/examples/rails.rb21# Rails.application.config.x.copilotkit_runtime.close(timeout: 10)COMMENT
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 Data67 hits · 69 pts
SeverityFileLineSnippetContext
LOW…ne/src/components/generative-ui/confirm-order.test.tsx34 phone: "555-0100",CODE
LOWexamples/v1/state-machine/src/lib/types/orders.ts16 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…/v1/state-machine/src/lib/stages/agent-context.test.ts29 phone: "555-0100",CODE
LOW…achine/src/lib/stages/use-stage-confirm-order.test.tsx118 phone: "555-0100",CODE
LOW…achine/src/lib/stages/use-stage-confirm-order.test.tsx195 name: "John Doe",CODE
LOW…achine/src/lib/stages/use-stage-confirm-order.test.tsx207 name: "Jane Doe",CODE
LOW…achine/src/lib/stages/use-stage-confirm-order.test.tsx271 phone: "555-0100",CODE
LOW…achine/src/lib/stages/use-stage-confirm-order.test.tsx276 phone: "555-0101",CODE
LOW…ples/v1/form-filling/components/IncidentReportForm.tsx144 <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…rc/__tests__/state-manager-tool-result-history.test.ts367 "placeholder",CODE
LOW…rc/__tests__/state-manager-tool-result-history.test.ts404 "placeholder",CODE
LOW…rc/__tests__/state-manager-tool-result-history.test.ts615 id: "placeholder",CODE
LOW…rc/__tests__/state-manager-tool-result-history.test.ts645 id: "placeholder",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.ts91 expect(wrapper.find("textarea").attributes("placeholder")).toBe(CODE
LOW…ckages/runtime/src/agent/__tests__/basic-agent.test.ts430 { description: "User Name", value: "John Doe" },CODE
LOW…ckages/runtime/src/agent/__tests__/basic-agent.test.ts443 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
7 more matches not shown…
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
Magic Placeholder Names8 hits · 50 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…ntegrations/ms-agent-framework-dotnet/agent/Program.cs76 $"Set it with: dotnet user-secrets set {apiKeyName} \"<your-api-key>\"");CODE
HIGHexamples/integrations/agent-spec/README.md52OPENAI_API_KEY=sk-...your-api-key...CODE
HIGH…ecated/service-adapters/langchain/langchain-adapter.ts33 * apiKey: "<your-api-key>",COMMENT
HIGH…ecated/service-adapters/anthropic/anthropic-adapter.ts52 * apiKey: "<your-api-key>",COMMENT
HIGH…1-deprecated/service-adapters/openai/openai-adapter.ts40 * apiKey: "<your-api-key>",COMMENT
HIGH…ed/service-adapters/openai/openai-assistant-adapter.ts40 * apiKey: "<your-api-key>",COMMENT
Synthetic Comment Markers8 hits · 42 pts
SeverityFileLineSnippetContext
HIGHdev-docs/architecture/plugin-points.md237// AI-generated suggestionsCOMMENT
HIGH…ses/reskinnable-demo/src/skins/banking/pages/cards.tsx126 "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
Redundant / Tautological Comments26 hits · 40 pts
SeverityFileLineSnippetContext
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.sh166# Check if Docker is runningCOMMENT
LOW…ations/agentcore/infra-terraform/scripts/test-agent.py255 # Check if parsed is a dict (not a string)COMMENT
LOWexamples/integrations/agentcore/scripts/utils.py142 # Check if user existsCOMMENT
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/langgraph-python/entrypoint.sh86# 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.py768 # 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
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.py277Replace the notes array in shared state with the full updated list. Use this whenever the user asks you to rememberSTRING
Example Usage Blocks16 hits · 24 pts
SeverityFileLineSnippetContext
LOW…rative-ui-playground/a2a-agent/agent/prompt_builder.py545 # Example usageSTRING
LOW…mples/integrations/docker-compose.production-image.yml27# Usage:COMMENT
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/tests/repro/async-wedge/run.sh18# 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
AI Structural Patterns9 hits · 8 pts
SeverityFileLineSnippetContext
LOW…amples/showcases/deep-agents-finance-erp/agent/main.py46CODE
LOW…/llamaindex-composio/agent/agent/sheets_integration.py263CODE
LOW…on/src/copilotkit_intelligence_langgraph/middleware.py205CODE
LOW…ges/runtime-python/src/copilotkit_runtime/telemetry.py77CODE
LOW…kages/runtime-python/src/copilotkit_runtime/runtime.py68CODE
LOW…e-adk-python/src/copilotkit_intelligence_adk/skills.py47CODE
LOW…elligence-delivery-python-core/src/_delivery/config.py22CODE
LOW…ligence-delivery-python-core/src/_delivery/registry.py247CODE
LOW…s/google-adk/tests/python/test_after_model_modifier.py89CODE
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
Dead Code2 hits · 4 pts
SeverityFileLineSnippetContext
MEDIUM…ckages/runtime-python/tests/test_sdk_learned_skills.py146CODE
MEDIUMpackages/runtime-python/tests/test_runtime.py351CODE
Overly Generic Function Names1 hit · 0 pts
SeverityFileLineSnippetContext
LOWsdk-python/copilotkit/crewai/crewai_sdk.py452 def my_function():STRING