depot-mcp
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- AlicenseNot gradedqualityBmaintenanceEnables read-only inspection of Depot CI failures, job logs, GitHub Actions jobs on Depot runners, and container builds through the Depot API, so agents can diagnose issues without installing the Depot CLI.60 npmMIT
- FlicenseNot gradedqualityCmaintenanceEnables MCP agents to inspect deployment knowledge extracted from a repository, covering workflows, services, deployments, and images.-
- AlicenseAqualityCmaintenanceRead-only MCP tools for coding agents to audit deployment targets, detect fabricated code, review backlog, database schema, analytics, ML models, architecture docs, and decision lenses.1110 npmMIT
- AlicenseAqualityBmaintenanceA secure, local-first MCP server for read-only inspection and troubleshooting of development environments, exposing narrow, typed, auditable capabilities for repository inspection, log summarization, Docker review, and security scanning without granting unrestricted machine access.8MIT
- FlicenseNot gradedqualityBmaintenanceEnables AI agents to safely explore and diagnose remote servers by providing a read-only sandbox with controlled access to files, logs, Docker, and databases. It exposes MCP tools that allow natural-language investigation and direct command execution without write permissions.3-

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.3AGPL 3.0
TDQS
Scored across 28 tools
Each tool maps to a distinct resource/action; the CI hierarchy (run, workflow, job, attempt) is cleanly separated across get/list/diagnose tools, and risky pairs like builds vs CI runs or diagnose vs logs are explicitly cross-referenced. No two tools appear to serve the same purpose.
The set follows a consistent depot_<verb>_<object> snake_case convention, with list/get/diagnose verbs and clear resource nouns. Minor deviations like depot_whoami and depot_wait_for_ci_run break the pure verb_noun pattern but remain predictable.
With 28 tools this crosses the 'too many' threshold and creates a heavy selection surface for an agent, even though the Depot API scope is broad. Splitting this into CI, build/registry, and admin/usage servers would make the surface easier to navigate.
The read-only observability domain is covered very well: diagnosis, comparison, waiting, logs, metrics, artifacts, job summaries, build diagnostics, cache, usage, tokens, trust policies, and secret/variable scoping are all present. The main gap is the lack of mutating tools (rerun, retry, cancel, delete), which descriptions reference but do not expose; this is a deliberate read-only design rather than a fatal omission.