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    Enables Claude to query Google Search Console performance data, inspect URL indexing status, submit URLs via IndexNow, and check title and meta-description lengths against Bing limits directly in chat.
    6
    MIT
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    quality
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    maintenance
    Free SEO + GEO (AI-search-citation) analysis for AI assistants: full SEO audits, AI-crawler-access checks (GPTBot/ClaudeBot/PerplexityBot), Core Web Vitals, structured data, security headers, mobile, and images. No signup, no API key, nothing sent to any server - runs entirely on the user's machine.
    4
    13
    961 npm
    MIT
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    Comprehensive MCP server for Langfuse, enabling AI assistants to access and manage traces, observations, scores, datasets, and sessions for observability.
    24
    8 npm
    1
    MIT
  • A
    license
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    quality
    F
    maintenance
    Enables language models to access LangSmith observability platform features including fetching conversation history, managing prompts, retrieving traces and runs, working with datasets and examples, and analyzing experiments.
    13
    17,670 PyPI
    131
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Unified MCP server for Plurity's Audit (GEO readiness), Toll (agent traffic & llms.txt), and Intelligence (question & topic monitoring) services, requiring a single API key.
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    Enables AI agents to investigate threats, pull reports, manage security policies, and administer deployment infrastructure through the Cisco Secure Access REST API.
    -
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    maintenance
    MCP server for Kibana / Elasticsearch — log search, aggregations, index discovery, and dashboard browsing. Hits Elasticsearch REST API directly for log queries; falls back to Kibana Console proxy when no direct ES URL is configured. Supports ApiKey auth (best for agents), Basic auth, and anonymous access. All 5 tools are read-only (readOnlyHint: true). Returns structured JSON (outputSchema).
    5
    53 PyPI
    MIT
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    Provides read-only access to daily trading figures for multi-site restaurant groups, detecting anomalies in control blocks such as void rates and labor percentages to uncover subtle financial leaks.
    5
    MIT
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    license
    A
    quality
    A
    maintenance
    Provides Claude with read-only access to PC diagnostics including hardware specs, live performance metrics, disk usage, network checks, and more, enabling natural language queries about PC health and performance.
    15
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    An MCP server for SonarQube that enables LLM agents to discover projects, analyze code quality metrics, check Quality Gate status, search issues with filters, and rank projects by worst-performing metrics. It provides read-only, safe access to SonarQube instances with structured outputs and error handling.
    5
    21 PyPI
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables AI agents to monitor server health and capacity, diagnose outages, inspect Docker and deployment status, and perform safe, bounded recovery actions via MCP without granting unrestricted shell or SSH access.
    10
    1
    Apache 2.0
  • F
    license
    A
    quality
    B
    maintenance
    An MCP server that exposes a dbt project's run state as tools, enabling AI assistants to answer questions like 'is the warehouse healthy?' or 'what broke and why?' via plain English, using read-only access to dbt artifacts and warehouse data.
    4
    -
  • A
    license
    A
    quality
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    maintenance
    Enables coding agents to log friction events (tried, failed, minutes lost) and allows reviewers to cluster, rank, and resolve these vents locally without network access.
    2
    MIT
  • A
    license
    A
    quality
    F
    maintenance
    A robust Model Control Protocol server that enables AI agents to access real-time cyber threat intelligence and detailed information about vulnerabilities, threat actors, malware, and other cyber-security entities.
    10
    8
    Apache 2.0
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    license
    A
    quality
    A
    maintenance
    MCP server for Prometheus metrics and observability. Give Claude (or any MCP-capable agent) read access to your Prometheus instance — query metrics with PromQL, inspect active alerts, and explore scrape targets without leaving the conversation. Tools: prometheus_list_metrics, prometheus_query, prometheus_query_range, prometheus_list_alerts, prometheus_list_targets.
    20
    23 PyPI
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    An MCP server that gives coding agents programmatic access to Sumo Logic logs via the Search Job API, enabling issue triage in preview deployments and production without leaving the editor.
    14
    6 npm
    Apache 2.0
  • F
    license
    A
    quality
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    maintenance
    Provides MCP tools for Sytadel identity and access management, enabling user listing, service account management, session anomaly queries, policy generation, and access reviews.
    5
    -
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    A
    quality
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    maintenance
    Provides read-only access to host system metrics (CPU, memory, disk), Docker container health/logs, and sandboxed log file analysis via MCP tools, enabling AI agents to monitor enterprise infrastructure safely.
    3
    MIT