EngineeringOS MCP
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- AlicenseNot gradedqualityBmaintenanceStandalone MCP harness for cross-system process evidence, code-change impact review, and natural-language repository checkout mapping, with optional accelerators like CodeGraph.1MIT
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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.2AGPL 3.0- AlicenseNot gradedqualityCmaintenanceEnables AI agents and software engineers to investigate and resolve realistic distributed-system incidents using safe MCP-based diagnostic tools for code, logs, metrics, traces, database, and deployments.Apache 2.0
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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.