15,663 mods in this category, of every kind an
agent can take. Each one carries what it costs per session, what the
scan found, and whether it is the original.
Consult KnownPath for evidence-grounded prior solutions to non-trivial debugging, unfamiliar or recurring technical errors, framework migrations, dependency conflicts, build failures, environment or version mismatches, native configuration problems, and tooling quirks. Use before spending significant time…
Analyze, troubleshoot, and operate A1 Evo AcoustiX workflows and Denon/Marantz LAN control using measured artifacts, conservative audio-engineering reasoning, and explicit confirmation for receiver changes.
Run deterministic SwiftUI and multi-module analysis after editing Swift code, before review, or when an AI-generated change may have introduced performance, task-lifetime, or module-boundary risks.
Parse JavaScript error stack traces back to original source code using source maps. Runs locally from the source-map-parser-mcp npm package. Needs 2 environment variables to run.
★not rated 2 11mo agoA
tokens not measured
originalMIT
Navigate the code graph using graphlens MCP tools instead of reading files or grepping. Use when asked: "what calls X", "what breaks if I change X", "who uses this function", "what does this function depend on", "impact analysis", "find callers", "find references", "what implements/extends X", "what's in this file"…
Diagnose native C/C++ crashes, hangs/deadlocks, bad runtime state, and crash dumps with qwen-dap-mcp and DAP. Use for crashes, minidumps/core dumps, processes that stop making progress, lock/wait triage, unexpected variable changes, differential good-versus-bad runtime comparison, bounded value/write tracing…
Data freshness and endpoint liveness verification for AI agents. Probes endpoints for staleness, latency, TLS health, and content changes. Returns deterministic FRESH/STALE/UNKNOWN verdicts with NIST AI RMF alignment.
★not rated 2 5mo agoA
tokens not measured
originalMIT
Read-only GCP platform-engineer MCP server for debugging and cost optimization. Runs locally from the platform-mcp Python package. Needs 4 environment variables to run.
★not rated 2 10d agoA
tokens not measured
originalMIT
Incident-response MCP server for Apache Airflow with URL-first diagnosis, bounded logs, multi-instance routing, and optional recovery actions. Runs locally from the apache-airflow-mcp-server Python package. Needs 6 environment variables to run.
★not rated 2 19d agoA
tokens not measured
originalApache-2.0
Guidelines for using Shipbook MCP tools to search logs, investigate errors, and debug user sessions.
★not rated 2 4mo agoA753 tokens
originalMIT
At most 3 mods per repository are shown here, and a mod shipped inside a plugin is left to that plugin's page — the rest are on their repository pages: