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    An MCP server that provides Claude Code with 99 methodology skills, seed patterns, decision logging, and memory tools to improve software development decisions. It acts as a cognitive scaffold layer, enabling better working methods rather than just additional data.
    MIT
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    quality
    B
    maintenance
    LLM Optimizer is an AI visibility intelligence platform. It analyzes how large language models and AI search engines perceive, cite, and recommend brands; then provides research-backed optimization strategies to improve that visibility.
    10
    MIT
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    quality
    B
    maintenance
    A read-only MCP server that gives Claude safe access to Kubernetes clusters, enabling listing, describing, and monitoring resources without mutation risks and with secret masking.
    1
    MIT
  • A
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    quality
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    Minimal Go library for building stdio MCP servers on the official go-sdk — struct-derived JSON Schema, tiny static binaries.
    3
    1
    MIT
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    Radar is an open-source Kubernetes observability and diagnostics MCP server. It exposes cluster health, workload diagnosis, logs, events, topology, audit findings, and remediation actions to AI agents through the Model Context Protocol.
    25
    272
    3,235
    Apache 2.0
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    license
    A
    quality
    A
    maintenance
    Local-first MCP proxy with BM25 tool discovery, quarantine security, Docker isolation, OAuth support, activity logging, and web UI. Routes multiple upstream MCP servers through a single endpoint.
    9
    334
    MIT
  • A
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    A
    quality
    B
    maintenance
    Go MCP server for multi-format document access — PDF, TXT, MD, DOCX, CSV, images. 12 tools including OCR, search, table extraction, and URL fetch. Single binary, no runtime.
    26
    13
    10
    MIT
  • A
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    quality
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    maintenance
    MCP server that keeps language server sessions warm and routes multiple languages through one process. Agents get persistent cross-file awareness, speculative execution (simulate edits before writing to disk), and 20 skills that encode correct multi-step operations like safe rename, blast-radius analysis, and end-to-end refactoring. Single Go binary, no runtime dependencies.
    50
    120
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Read-only MCP tools for authenticated Open Science Framework projects, components, files, and contributors.
    6
    1
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    Figma MCP server with full read/write access via plugin bridge — no API token, no rate limits. 58 tools for design automation: styles, variables, components, prototypes, and content.
    73
    1,267
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Connect Legacy Databases to AI Agents via Model Context Protocol. Open-source bridge for LLM data analysis.
    9
    11
    Apache 2.0
  • A
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    maintenance
    Manage a fleet of OPNsense firewalls from an AI agent, inside guardrails it can't drive around. MCP server for central management of OPNsense firewall fleets. 129 tools across devices, config sync, tasks, schedules, templates, backups and remote consoles - destructive actions confirmation-gated, MCP-issued tokens lifetime-bounded, backup and storage secrets excluded from the toolset entirely.
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    Query and interact with kubernetes environments monitored by Metoro. Look at APM, metrics, traces, profiling information with LLMs.
    51
    MIT
  • A
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    Not graded
    quality
    A
    maintenance
    A server interface for Bitrise CI/CD platform that enables app management, build operations, artifact management, and release management through natural language interactions.
    41
    MIT
  • A
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    Not graded
    quality
    A
    maintenance
    A Model Context Protocol (MCP) server for Grafana. This provides access to your Grafana instance and the surrounding ecosystem.
    3,412
    Apache 2.0
  • A
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    Not graded
    quality
    A
    maintenance
    Enables AI assistants to query databases using natural language, with automatic schema discovery and SQL compilation.
    6,002
    3,158
    Apache 2.0
  • A
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    quality
    A
    maintenance
    Enables AI assistants and LLMs to query SigNoz observability data (metrics, traces, logs, alerts, dashboards) using natural language.
    118
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Connect AI agents like Claude, Cursor, and Gemini to historical Windows performance and privacy data gathered by the AppControl Windows app. This server enables natural language queries into CPU, GPU, and temperature history alongside system security events for deep local auditing.
    38
    MIT
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    quality
    D
    maintenance
    Provides access to your VictoriaTraces instance and seamless integration with VictoriaTraces APIs and documentation for querying traces, services, and operations.
    14
    Apache 2.0