Install payload
Install payload is broadly covered in current results.
100% (12/12)
2 trusted · 28 review · 2 limited in this set — compare to see which signals differ.
32 results in this view
3 trust signals differ in this sample: Package trust, Source provenance, Submitter
Signals differ on Package trust, Source provenance, Submitter — add entries to compare before you install.
Rollout signal scan
Biggest gaps: metadata review, package integrity. 0 entries have 2+ required gaps.
Install payload
Install payload is broadly covered in current results.
100% (12/12)
Most at-risk entries in this view
Adoption queue
8/32 visible results are in hold tier and need mitigation before adoption.
1 blockers: Metadata review
70/100
Request metadata review from maintainers or internal owners.
mcp/jam-mcp-server · trust trusted · confidence 83%
1 blockers: Metadata review
70/100
Request metadata review from maintainers or internal owners.
mcp/sentry-mcp-server · trust trusted · confidence 83%
1 blockers: Metadata review
50/100
Request metadata review from maintainers or internal owners.
Collect package checksum or signed artifact information.
commands/ci-failure-triage · trust review · confidence 67%
1 blockers: Metadata review
50/100
Request metadata review from maintainers or internal owners.
Collect package checksum or signed artifact information.
commands/debug · trust review · confidence 67%
1 blockers: Metadata review
50/100
Request metadata review from maintainers or internal owners.
Collect package checksum or signed artifact information.
mcp/agent-device-mcp-server · trust review · confidence 67%
1 blockers: Metadata review
50/100
Request metadata review from maintainers or internal owners.
Collect package checksum or signed artifact information.
mcp/alpic-mcp-server · trust review · confidence 67%
1 blockers: Metadata review
50/100
Request metadata review from maintainers or internal owners.
Collect package checksum or signed artifact information.
tools/browser-harness · trust review · confidence 67%
1 blockers: Metadata review
50/100
Request metadata review from maintainers or internal owners.
Collect package checksum or signed artifact information.
mcp/chrome-devtools-mcp-server · trust review · confidence 67%
Decision confidence
6/32 results are low-confidence and need review before adoption.
Confident candidate for staged adoption.
74/100
mcp/jam-mcp-server · trust trusted
Confident candidate for staged adoption.
74/100
mcp/sentry-mcp-server · trust trusted
Address Metadata review, Package integrity before broader rollout.
54/100
commands/ci-failure-triage · trust review
Address Metadata review, Package integrity before broader rollout.
54/100
commands/debug · trust review
Address Metadata review, Package integrity before broader rollout.
54/100
mcp/agent-device-mcp-server · trust review
Address Metadata review, Package integrity before broader rollout.
54/100
mcp/alpic-mcp-server · trust review
Address Metadata review, Package integrity before broader rollout.
54/100
tools/browser-harness · trust review
Address Metadata review, Package integrity before broader rollout.
54/100
mcp/chrome-devtools-mcp-server · trust review
Freshness distribution
Median age 56 days; 7 fresh of 12 scanned. Re-verify the oldest entries.
Theme distribution
88% of this view shares the top theme. Leading themes: debugging, claude-code, testing.
77 distinct themes across 24 scanned
Advanced debugging agent that helps identify, analyze, and resolve software bugs with systematic troubleshooting methodologies
Complete debugging toolkit for identifying, analyzing, and resolving complex software issues. Combines AI-assisted debugging with powerful diagnostic commands.
MIT-licensed skill and plugin framework by Jesse Vincent for Claude Code, Codex, Cursor, Gemini CLI, OpenCode, and other AI coding agents, covering brainstorming, planning, TDD, systematic debugging, subagent-driven development, code review, git worktrees, and finish-the-branch workflows.
Community reusable agent prompt for debugging Claude Code behind corporate HTTP proxies and mTLS using official network-config docs: HTTP_PROXY variables, certificate trust, downloads reachability, and remote MCP URL failures.
Official Chrome DevTools MCP server that lets Claude inspect and debug a live Chrome browser, capturing performance traces, network activity, console messages, and DOM state through the Chrome DevTools Protocol.
Official visual testing and debugging tool for Model Context Protocol servers.
Connect Claude in Chrome for web app debugging: extension setup, browser selection, batched tool loading, and safe staging workflows with Claude Code.
Source-backed agent for live production incident debugging with impact framing, timeline reconstruction, alert/log/trace evidence, rollback options, escalation boundaries, and privacy-safe incident notes.
Source-backed guide for using Playwright traces, screenshots, snapshots, network events, console logs, and action timelines as evidence for AI-assisted frontend debugging.
Tracks all Claude Code activities in real-time and logs them for monitoring and debugging.
Advanced debugging assistant with root cause analysis, step-by-step troubleshooting, and automated fix suggestions
Debug faster with AI agents that access video recordings, console logs, and network requests
Monitor errors, debug production issues, and track application health
Official MCP server for agent-device, Callstack's device automation CLI for inspecting, controlling, debugging, recording, and collecting evidence from iOS, Android, TV, macOS, Linux, React Native, Expo, Flutter, and native apps.
Official remote MCP server for connecting Claude and other AI coding tools to Cypress Cloud runs, failures, flake data, accessibility reports, and UI Coverage results.
MCP server that connects Claude to Windows CDB/WinDbg for crash dump discovery, dump triage, remote debugging targets, custom debugger commands, debugger cleanup, and CTRL+BREAK interrupts.
MCP server for controlling the Godot game engine, launching the editor, running projects, capturing debug output, and editing scenes and resources.
JADX plugin and companion Python MCP server that lets Claude inspect, search, refactor, and debug decompiled Android APKs from JADX-GUI.
Slash command that triages a failing GitHub Actions run: it pulls the failed job logs with the GitHub CLI, isolates the first real error, classifies the failure (test, lint, type, build, dependency, or flaky), and proposes a targeted, minimal fix with the exact command to reproduce it locally.
Set Claude Code environment variables correctly and debug auth, model, and config issues using only documented variables and the /doctor diagnostics.
Fix Claude Code high CPU and memory usage, hangs, slow responses, and auto-compact thrashing using /context, /compact, /clear, /doctor, and documented context-management techniques.
Tracks error patterns and alerts when error rates spike. This Notification hook provides comprehensive error rate monitoring across log files, Docker containers, and application logs, automatically detecting error patterns and alerting when error rates exceed configurable thresholds.
MIT-licensed CDP browser-control harness from Browser Use that lets Claude Code, Codex, and other coding agents connect to a real or cloud Chrome browser, use screenshots and coordinate clicks, edit task-specific helpers, and optionally learn reusable domain skills for web automation workflows.
Expert skill for reviewing Playwright trace artifacts, screenshots, action timelines, network events, retries, and CI evidence to classify flaky browser test failures without guessing from logs alone.
Open-source visual AI programming environment from Ironclad for building, debugging, and embedding complex LLM agents and prompt-chaining graphs, with a desktop app and a TypeScript library.
Official Expo AI agent skills for building, deploying, upgrading, observing, and debugging Expo and React Native apps with Expo Router, EAS, native modules, App Clips, Tailwind, native UI, and EAS Update insights.
Alpic hosted MCP server to manage cloud-hosted MCP projects—deployments, debugging, and analytics—for apps built and shipped on the Alpic platform.
Provider Abstraction Layer MCP server for orchestrating multiple AI models, external AI CLIs, planning, consensus, code review, debugging, and delegated sub-agent workflows from one MCP client.
Open-source observability platform and SDK for tracing, debugging, replaying, and cost-monitoring AI agent and LLM application runs.
Open-source AI coding agent for VS Code with modes for planning, editing, debugging, and workflow automation.