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  • A
    license
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    quality
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    maintenance
    Enables agents to report and query performance metrics to build a community-driven quality database for MCP tools. This server helps agents discover and select the most reliable tools based on success rates and user-reported quality scores.
    4
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Lets agents query their own usage ledger captured by the Agentic Ledger proxy: sessions with full call traces, costs, loop runs, and stuck-loop flags. Tools include list_sessions, get_session, search, list_runs, get_run_status, and explain.
    6
    243 PyPI
    5
    MIT
  • A
    license
    B
    quality
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    maintenance
    An MCP server for detecting retry loops and analyzing iteration patterns in agentic coding workflows, providing structured debugging intelligence to improve repair attempts.
    16
    4
    MIT
  • A
    license
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    quality
    C
    maintenance
    Postgres performance MCP server that analyzes hotspots, explains query plans, and detects dead-weight indexes. It aims to produce evidence-backed recommendations through a verification loop.
    8
    MIT
  • A
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    A
    quality
    A
    maintenance
    AgentGuard47 is runtime safety infrastructure for AI agents. It adds budget caps, loop detection, retry limits, timeouts, local traces, and incident reports so agents can stop bad runs while they are happening, not just explain them afterward.
    7
    4
    MIT
  • A
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    quality
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    An MCP server for managing MCP server registries with health checks, duplicate detection, and configuration portability. It helps prevent MCP sprawl by tracking server health, identifying overlapping tools, and generating portable configurations for different clients.
    7
    49 npm
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Governed Docker + Portainer container-host operations (non-Kubernetes) — restart-loop, resource-pressure, and image/volume-bloat RCA, with guarded lifecycle writes, unbypassable audit logging (MCP + CLI), budget/runaway guards, dry-run, and undo/rollback.
    38
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Provides read-only access to OpenClaw and Codex operational data like status, tasks, sessions, logs, and Git changes. Ensures safety via redaction, allowlists, and bounded outputs.
    MIT
  • A
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    Not graded
    quality
    C
    maintenance
    SentinelOps is an MCP server that enables AI-powered security operations with human-in-the-loop safety. It allows agents to investigate threats, propose actions, and execute security responses only after explicit human approval.
    MIT
  • F
    license
    Not graded
    quality
    B
    maintenance
    Enables coding agents to access local browser diagnostics—runtime errors, console logs, network failures, breadcrumbs, DOM snapshots, and screenshots—and run closed-loop verification to debug and confirm fixes.
    194 npm
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  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables management of VMware vSphere/ESXi vCenters and standalone hosts across multiple named environments, covering read-only inventory introspection plus policy-gated destructive operations like VM deletion, snapshots, and power actions. Adds a guardrail layer with declarative policy, two-phase confirmation tokens, append-only audit logging, and optional human-in-the-loop web approval.
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  • F
    license
    Not graded
    quality
    C
    maintenance
    Password-protected dashboard and Remote MCP observer for Codex work, recording concise task milestones via observe_start, observe_report, and observe_finish tools.
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  • F
    license
    Not graded
    quality
    B
    maintenance
    Provides telemetry tools for retrieving recent logs and system metrics to support root-cause analysis of infrastructure incidents. Enables autonomous incident triage with grounded verification and human-in-the-loop remediation.
    1
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