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  • A
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    maintenance
    An integrated advisory system that transforms Claude into a personal career coach, life strategist, and business consultant with persistent memory, accountability tracking, and multi-lens analysis.
    18
    19 npm
    12
    MIT
  • F
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    Not graded
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    C
    maintenance
    An MCP server that enables AI assistants to query and access structured knowledge about German family businesses through a Neo4j graph database, supporting complex relationship queries and semantic searches.
    1
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  • A
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    Universal MCP knowledge server for LLM agents, powered by local RAG, providing domain-specific best practices and playbooks across software engineering, marketing, video editing, and other knowledge areas.
    3
    MIT
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    quality
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    Provides financial agents access to the Financial Industry Business Ontology (FIBO) for querying financial concepts, terms, and relationships through natural language.
    2
    23
    MIT
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    Enables AI agents to autonomously manage and improve execution processes for repetitive task types by storing reusable task contexts with associated artifacts (practices, rules, prompts, learnings) and providing full-text search across historical best practices.
    8
    1
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables Claude Desktop and Claude Code to retrieve relevant information from local markdown memories across sessions, returning an explicit absence verdict when no strong match exists instead of a misleading best guess.
    2
    1,208 npm
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Exposes Microsoft BCQuality repository (Business Central development best practices) as structured tools for AI agents, enabling rule discovery, search, and application via MCP protocol.
    10
    31 npm
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Provides persistent tool context that survives across Claude Desktop chat sessions, automatically injecting tool-specific rules, syntax preferences, and best practices. Eliminates the need to re-establish context in each new conversation.
    10
    30
    Apache 2.0
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    Provides 634+ curated production-ready AI skills for any MCP-compatible client, covering areas like security, frontend, backend, infrastructure, AI/ML, and architecture. Enables AI agents to access best practices, patterns, and solutions across multiple domains.
    6
    5 npm
    1
    MIT
  • A
    license
    B
    quality
    A
    maintenance
    A design knowledge MCP server that Claude can query when generating UI, covering eight layers: principles, patterns, content design systems, research methods, service design, brand/visual, business strategy, and design tokens.
    111
    184 npm
    6
    Apache 2.0
  • A
    license
    B
    quality
    A
    maintenance
    mnemo — an MCP server for agent memory with a first-class correction & erasure channel (revert, lineage-aware retraction, tamper-evident deletion receipts). Zero dependencies, 12 tools over stdio
    98
    3,202 PyPI
    6
    MIT
  • A
    license
    C
    quality
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    maintenance
    Reference implementation of the Operational Ontology pattern: MCP tools are generated from a typed business domain model (objects, links, actions) — one tool per query shape and per action, deliberately no raw SQL tool. Writes pass business-rule preconditions, are audited, and write back to the systems of record; refusals are machine-readable. Ships with a demo orders ontology spanning two legacy
    34
    90
    MIT