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  • A
    license
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    quality
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    maintenance
    Enables AI assistants to run real Exchange Management Shell tasks against on-premise Microsoft Exchange for administration, monitoring, and troubleshooting, including recipient provisioning, transport troubleshooting, and DAG/health monitoring.
    42
    6
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    Enables retrieval of error stack traces by transaction ID from OpenSearch logs, supporting configurable connection settings and Docker deployment.
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  • F
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    quality
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    maintenance
    A production-oriented, read-only MCP server for secure ELK stack analysis, compatible with OpenClaw.
    -
  • A
    license
    A
    quality
    A
    maintenance
    Software end-of-life intelligence for AI agents: EOL dates, support timelines and 0-100 upgrade risk scores for 480+ products. Check whether a version is still supported, score its risk, or audit an entire stack.
    5
    MIT
  • A
    license
    A
    quality
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    maintenance
    Enables AI to dynamically search, describe, and execute 2000+ ZStack Cloud APIs, plus query monitoring metrics and data.
    6
    11
    MIT
  • A
    license
    A
    quality
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    maintenance
    Real-time world state and independent API quality ratings (0-100) for AI trading agents. Exchange status, volatility (VIX/VVIX/SKEW), economic events, and data source reliability — 8 tools.
    8
    1
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    MCP server for profiling Python processes using py-spy, supporting flamegraphs, stack dumps, and performance comparisons.
    6
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Gives AI assistants read-only access to a Kubernetes cluster's observability stack — Loki, Prometheus, Tempo, the Kubernetes API — plus AWS telemetry from CloudTrail, Config, ECR, and RDS. 23 tools for querying logs, metrics, traces, Kubernetes events, deployments, and audit history in plain language.
    23
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    MCP server for integrating self-hosted Sentry with AI assistants, enabling project and issue listing, issue details with stack traces, and event retrieval.
    7
    19
    1
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    MCP server for self-hosted Sentry instances, providing tools to query and triage issues and events, inspect stack frames, manage releases, and access raw Sentry API.
    24
    30
    9
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    MCP server for Langfuse that lets Claude Code create projects, manage API keys, and query traces without touching the web UI. Designed to work with a self-hosted Langfuse v3 stack running locally via Docker Compose.
    20
    MIT
  • A
    license
    Not graded
    quality
    F
    maintenance
    23 pay-per-call web analysis APIs as MCP tools. Security audits, tech stack detection, email verification, SEO analysis, SSL checks, performance monitoring. Supports x402 and Stripe MPP payments.
    66
    6
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    MCP server that diagnoses Apache Spark job failures and optimizes performance using stack-trace analysis and LLM providers, supporting EMR and local sources.
    1
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Analyzes application crash dumps and extracts debug symbols, transforming Windows minidump files into readable stack traces and providing AI-powered crash analysis to help identify root causes and fix critical issues.
    8
    MIT