EngineeringOS MCP
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- AlicenseNot gradedqualityAmaintenanceEnables evidence-first incident command: investigate outages, analyze evidence, approve simulated responses, verify recovery, and export postmortems through MCP tools.MIT
- AlicenseNot gradedqualityCmaintenanceEnables MCP clients to query bundled synthetic logs, service metrics, and traces through three bounded read-only tools for evidence-first incident investigation.MIT
- FlicenseNot gradedqualityDmaintenanceProvides MCP tools to search engineering runbooks and historical incidents using semantic retrieval, supporting evidence-grounded incident investigation.-
- AlicenseNot gradedqualityDmaintenanceStandalone MCP harness for cross-system process evidence, code-change impact review, and natural-language repository checkout mapping, with optional accelerators like CodeGraph.1MIT
- FlicenseNot gradedqualityBmaintenanceAn MCP-native AI incident response system that empowers agents to investigate production incidents, collect evidence, hypothesize root causes, and drive controlled remediation and recovery verification.1-

Celmis MCP Serverofficial
AlicenseNot gradedqualityAmaintenanceEnables querying indexed code across multiple repositories with file-level citations, reviewing pull requests, auditing dependencies, and exporting SBOMs and evidence packs through MCP tools.4AGPL 3.0
TDQS
Scored across 27 tools
Several tools have overlapping purposes and could be confused: repo_overview vs language_profile vs dependency_health vs software_inventory all gather similar inventory evidence; find_symbol vs map_find_symbol and dependency_graph vs map_dependency_graph are nearly identical except for local vs hosted scope; security_scan vs code_security_scan overlap in security scanning. Descriptions help somewhat, but boundaries are fuzzy.
Mostly snake_case verb_noun style (e.g. index_code, search_code, run_tests), but there are notable deviations: 'investigate' and 'diagnostics' are noun-only, 'production_readiness' is a noun phrase, and 'cyclonedx_sbom' is a product name. The map_ prefixed tools add a second naming dimension.
27 tools is heavy for a code analysis server, and several pairs are near-duplicates (map_ vs local variants), suggesting over-fragmentation rather than distinct value. It pushes into the 25+ range that typically signals excessive surface area.
The surface covers a wide lifecycle: indexing, symbol search, dependency analysis, testing, security, SBOM, and map ingestion/export. Minor gaps exist (e.g. no explicit tool for retrieving a full security report or package license compliance), but most core workflows are covered.