{"adoption": {"forks": 153, "observed_at": "2026-08-28T04:05:00.195711+00:00", "stars": 1538}, "canonical_url": "https://ross.abutalabs.com/products/mcp-windbg", "card": {"archived": false, "artifact_type": "service", "description": "Model Context Protocol for WinDbg.", "domain": ["developer-tools", "windows"], "enriched": true, "function": ["mcp", "developer-tools", "llm-inference"], "health_score": 99, "homepage": "https://svnscha.de/posts/ai-meets-windbg/", "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "active", "member_repos": ["svnscha/mcp-windbg"], "name": "svnscha/mcp-windbg", "platform": ["windows", "python", "cli"], "pushed_at": "2026-08-22T17:38:11+00:00", "repo": "svnscha/mcp-windbg", "stars": 1538, "tags": ["windbg", "crash-dump-analysis", "mcp-server", "cdb", "kernel-debugging", "ai-debugging", "debugging", "ai-agents"], "topics": ["copilot", "copilot-chat", "crash-dump", "crash-reports", "mcp", "mcp-server", "windbg", "windbg-extension"], "urls": [], "use_cases": ["analyze a windows crash dump with ai", "root-cause an access violation from a .dmp file", "attach to a live process and inspect a hang", "debug a kernel bugcheck and identify the faulting driver", "run windbg commands in natural language via copilot chat", "triage many crash dumps across a directory"], "what_it_is": "A Model Context Protocol (MCP) server that bridges AI models with Windows debuggers (CDB and KD) for crash dump analysis, user-mode remote debugging, and kernel debugging. It lets an LLM run real WinDbg commands and reason about the output, enabling natural-language debugging workflows.", "when_to_avoid": ["you need crash dump analysis on Linux or macOS", "you want a fully automated fixer rather than an LLM-driven debugger wrapper", "you don't use any MCP-capable AI client"], "when_to_choose": ["you analyze Windows crash dumps or live debug sessions and want LLM assistance", "you use MCP-compatible clients like Copilot Chat or Claude and work with WinDbg/CDB/KD", "you need multi-dump triage or remote/kernel debugging driven by natural language"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/mcp-windbg", "repo": "svnscha/mcp-windbg", "role": "main", "score": 82}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:05:00.195711+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T04:30:58.429978+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "533b7418058894c56afa2de381a9a9bd53f80dde1fee679e54228db10c317df7", "fetched_at": "2026-08-28T04:05:00.195711+00:00", "kind": "readme", "missing": false, "url": "https://github.com/svnscha/mcp-windbg"}, {"content_hash": "16b6690f5f3da82d5558a8e2d2cb9d9a20d1c2f1693a9193c0a102ea9ea04192", "fetched_at": "2026-08-29T11:32:44.998057+00:00", "kind": "homepage", "missing": false, "url": "https://svnscha.de/posts/ai-meets-windbg/"}, {"content_hash": "d5c3e366372aeab31618ba999a9743c3de85883701b8a8918d79ef3c2c735644", "fetched_at": "2026-08-29T11:32:45.007357+00:00", "kind": "site_page", "missing": false, "url": "https://svnscha.de/about"}, {"content_hash": "bfb9744a5f63be9c7ec21c76e30bf7646e228e0b43c7b740311f3c4fe685a197", "fetched_at": "2026-08-29T11:32:45.009405+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/mcp-windbg/json"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:05:00.195711+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T04:30:58.429978+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "533b7418058894c56afa2de381a9a9bd53f80dde1fee679e54228db10c317df7", "fetched_at": "2026-08-28T04:05:00.195711+00:00", "kind": "readme", "missing": false, "url": "https://github.com/svnscha/mcp-windbg"}, {"content_hash": "16b6690f5f3da82d5558a8e2d2cb9d9a20d1c2f1693a9193c0a102ea9ea04192", "fetched_at": "2026-08-29T11:32:44.998057+00:00", "kind": "homepage", "missing": false, "url": "https://svnscha.de/posts/ai-meets-windbg/"}, {"content_hash": "d5c3e366372aeab31618ba999a9743c3de85883701b8a8918d79ef3c2c735644", "fetched_at": "2026-08-29T11:32:45.007357+00:00", "kind": "site_page", "missing": false, "url": "https://svnscha.de/about"}, {"content_hash": "bfb9744a5f63be9c7ec21c76e30bf7646e228e0b43c7b740311f3c4fe685a197", "fetched_at": "2026-08-29T11:32:45.009405+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/mcp-windbg/json"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T04:30:58.429978+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "533b7418058894c56afa2de381a9a9bd53f80dde1fee679e54228db10c317df7", "fetched_at": "2026-08-28T04:05:00.195711+00:00", "kind": "readme", "missing": false, "url": "https://github.com/svnscha/mcp-windbg"}, {"content_hash": "16b6690f5f3da82d5558a8e2d2cb9d9a20d1c2f1693a9193c0a102ea9ea04192", "fetched_at": "2026-08-29T11:32:44.998057+00:00", "kind": "homepage", "missing": false, "url": "https://svnscha.de/posts/ai-meets-windbg/"}, {"content_hash": "d5c3e366372aeab31618ba999a9743c3de85883701b8a8918d79ef3c2c735644", "fetched_at": "2026-08-29T11:32:45.007357+00:00", "kind": "site_page", "missing": false, "url": "https://svnscha.de/about"}, {"content_hash": "bfb9744a5f63be9c7ec21c76e30bf7646e228e0b43c7b740311f3c4fe685a197", "fetched_at": "2026-08-29T11:32:45.009405+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/mcp-windbg/json"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:05:00.195711+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:05:00.195711+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:05:00.195711+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T04:30:58.429978+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "533b7418058894c56afa2de381a9a9bd53f80dde1fee679e54228db10c317df7", "fetched_at": "2026-08-28T04:05:00.195711+00:00", "kind": "readme", "missing": false, "url": "https://github.com/svnscha/mcp-windbg"}, {"content_hash": "16b6690f5f3da82d5558a8e2d2cb9d9a20d1c2f1693a9193c0a102ea9ea04192", "fetched_at": "2026-08-29T11:32:44.998057+00:00", "kind": "homepage", "missing": false, "url": "https://svnscha.de/posts/ai-meets-windbg/"}, {"content_hash": "d5c3e366372aeab31618ba999a9743c3de85883701b8a8918d79ef3c2c735644", "fetched_at": "2026-08-29T11:32:45.007357+00:00", "kind": "site_page", "missing": false, "url": "https://svnscha.de/about"}, {"content_hash": "bfb9744a5f63be9c7ec21c76e30bf7646e228e0b43c7b740311f3c4fe685a197", "fetched_at": "2026-08-29T11:32:45.009405+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/mcp-windbg/json"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:05:00.195711+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:05:00.195711+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T04:30:58.429978+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "533b7418058894c56afa2de381a9a9bd53f80dde1fee679e54228db10c317df7", "fetched_at": "2026-08-28T04:05:00.195711+00:00", "kind": "readme", "missing": false, "url": "https://github.com/svnscha/mcp-windbg"}, {"content_hash": "16b6690f5f3da82d5558a8e2d2cb9d9a20d1c2f1693a9193c0a102ea9ea04192", "fetched_at": "2026-08-29T11:32:44.998057+00:00", "kind": "homepage", "missing": false, "url": "https://svnscha.de/posts/ai-meets-windbg/"}, {"content_hash": "d5c3e366372aeab31618ba999a9743c3de85883701b8a8918d79ef3c2c735644", "fetched_at": "2026-08-29T11:32:45.007357+00:00", "kind": "site_page", "missing": false, "url": "https://svnscha.de/about"}, {"content_hash": "bfb9744a5f63be9c7ec21c76e30bf7646e228e0b43c7b740311f3c4fe685a197", "fetched_at": "2026-08-29T11:32:45.009405+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/mcp-windbg/json"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:05:00.195711+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:05:00.195711+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:05:00.195711+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T04:30:58.429978+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "533b7418058894c56afa2de381a9a9bd53f80dde1fee679e54228db10c317df7", "fetched_at": "2026-08-28T04:05:00.195711+00:00", "kind": "readme", "missing": false, "url": "https://github.com/svnscha/mcp-windbg"}, {"content_hash": "16b6690f5f3da82d5558a8e2d2cb9d9a20d1c2f1693a9193c0a102ea9ea04192", "fetched_at": "2026-08-29T11:32:44.998057+00:00", "kind": "homepage", "missing": false, "url": "https://svnscha.de/posts/ai-meets-windbg/"}, {"content_hash": "d5c3e366372aeab31618ba999a9743c3de85883701b8a8918d79ef3c2c735644", "fetched_at": "2026-08-29T11:32:45.007357+00:00", "kind": "site_page", "missing": false, "url": "https://svnscha.de/about"}, {"content_hash": "bfb9744a5f63be9c7ec21c76e30bf7646e228e0b43c7b740311f3c4fe685a197", "fetched_at": "2026-08-29T11:32:45.009405+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/mcp-windbg/json"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:05:00.195711+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:05:00.195711+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T04:30:58.429978+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "533b7418058894c56afa2de381a9a9bd53f80dde1fee679e54228db10c317df7", "fetched_at": "2026-08-28T04:05:00.195711+00:00", "kind": "readme", "missing": false, "url": "https://github.com/svnscha/mcp-windbg"}, {"content_hash": "16b6690f5f3da82d5558a8e2d2cb9d9a20d1c2f1693a9193c0a102ea9ea04192", "fetched_at": "2026-08-29T11:32:44.998057+00:00", "kind": "homepage", "missing": false, "url": "https://svnscha.de/posts/ai-meets-windbg/"}, {"content_hash": "d5c3e366372aeab31618ba999a9743c3de85883701b8a8918d79ef3c2c735644", "fetched_at": "2026-08-29T11:32:45.007357+00:00", "kind": "site_page", "missing": false, "url": "https://svnscha.de/about"}, {"content_hash": "bfb9744a5f63be9c7ec21c76e30bf7646e228e0b43c7b740311f3c4fe685a197", "fetched_at": "2026-08-29T11:32:45.009405+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/mcp-windbg/json"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T04:30:58.429978+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "533b7418058894c56afa2de381a9a9bd53f80dde1fee679e54228db10c317df7", "fetched_at": "2026-08-28T04:05:00.195711+00:00", "kind": "readme", "missing": false, "url": "https://github.com/svnscha/mcp-windbg"}, {"content_hash": "16b6690f5f3da82d5558a8e2d2cb9d9a20d1c2f1693a9193c0a102ea9ea04192", "fetched_at": "2026-08-29T11:32:44.998057+00:00", "kind": "homepage", "missing": false, "url": "https://svnscha.de/posts/ai-meets-windbg/"}, {"content_hash": "d5c3e366372aeab31618ba999a9743c3de85883701b8a8918d79ef3c2c735644", "fetched_at": "2026-08-29T11:32:45.007357+00:00", "kind": "site_page", "missing": false, "url": "https://svnscha.de/about"}, {"content_hash": "bfb9744a5f63be9c7ec21c76e30bf7646e228e0b43c7b740311f3c4fe685a197", "fetched_at": "2026-08-29T11:32:45.009405+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/mcp-windbg/json"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T04:30:58.429978+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "533b7418058894c56afa2de381a9a9bd53f80dde1fee679e54228db10c317df7", "fetched_at": "2026-08-28T04:05:00.195711+00:00", "kind": "readme", "missing": false, "url": "https://github.com/svnscha/mcp-windbg"}, {"content_hash": "16b6690f5f3da82d5558a8e2d2cb9d9a20d1c2f1693a9193c0a102ea9ea04192", "fetched_at": "2026-08-29T11:32:44.998057+00:00", "kind": "homepage", "missing": false, "url": "https://svnscha.de/posts/ai-meets-windbg/"}, {"content_hash": "d5c3e366372aeab31618ba999a9743c3de85883701b8a8918d79ef3c2c735644", "fetched_at": "2026-08-29T11:32:45.007357+00:00", "kind": "site_page", "missing": false, "url": "https://svnscha.de/about"}, {"content_hash": "bfb9744a5f63be9c7ec21c76e30bf7646e228e0b43c7b740311f3c4fe685a197", "fetched_at": "2026-08-29T11:32:45.009405+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/mcp-windbg/json"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T04:30:58.429978+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "533b7418058894c56afa2de381a9a9bd53f80dde1fee679e54228db10c317df7", "fetched_at": "2026-08-28T04:05:00.195711+00:00", "kind": "readme", "missing": false, "url": "https://github.com/svnscha/mcp-windbg"}, {"content_hash": "16b6690f5f3da82d5558a8e2d2cb9d9a20d1c2f1693a9193c0a102ea9ea04192", "fetched_at": "2026-08-29T11:32:44.998057+00:00", "kind": "homepage", "missing": false, "url": "https://svnscha.de/posts/ai-meets-windbg/"}, {"content_hash": "d5c3e366372aeab31618ba999a9743c3de85883701b8a8918d79ef3c2c735644", "fetched_at": "2026-08-29T11:32:45.007357+00:00", "kind": "site_page", "missing": false, "url": "https://svnscha.de/about"}, {"content_hash": "bfb9744a5f63be9c7ec21c76e30bf7646e228e0b43c7b740311f3c4fe685a197", "fetched_at": "2026-08-29T11:32:45.009405+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/mcp-windbg/json"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 34, "rhythm": 87}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 488, "days_push": 11, "days_rel": 11, "gap_med": 37, "n_releases_24m": 8}, "score": 82, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}