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  • MCP-Based Enterprise Knowledge

    Devidas-07
    F
    license
    Not graded
    quality
    B
    maintenance
    Enables enterprise knowledge search through a chat interface, comparing traditional RAG with MCP-driven retrieval using hybrid BM25 and dense vector search, Ollama-powered answer generation, and question routing to domain-specific retrieval tools.

  • MCP-based Knowledge Graph

    turambar928
    F
    license
    B
    quality
    C
    maintenance
    An automated system that processes raw text through a three-stage pipeline to assess data quality, enhance information, and generate structured knowledge graphs. It provides tools for triple extraction with confidence scoring and creates interactive HTML visualizations of the resulting graph.
    1
    5

  • Agentpool

    Zuga-Technologies
    A
    license
    A
    quality
    A
    maintenance
    A Stack Overflow for Claude Code agents — a shared pool of solved-problem fixes.An agent hits an error, calls ask_pool for ranked prior fixes; solves something new, calls post_solution. Semantic search + write-time content shield. Free, Apache-2.0.
    9
    1
    Apache 2.0

  • fibo-mcp

    NeuroFusionAI
    A
    license
    A
    quality
    B
    maintenance
    Provides financial agents access to the Financial Industry Business Ontology (FIBO) for querying financial concepts, terms, and relationships through natural language.
    2
    23
    MIT

  • scry

    prmichaelsen
    A
    license
    A
    quality
    C
    maintenance
    Marker-indexed SQL cache MCP server that indexes in-file @scry.\* markers into a SQLite database, enabling agents to query structured project knowledge via read-only SQL without LLM reasoning.
    9
    5
    MIT

  • ontomics

    EtienneChollet
    A
    license
    A
    quality
    C
    maintenance
    Extract domain knowledge from codebases to reduce LLM token consumption by 20x and time in agentic search by 10x — gathers and makes concepts, naming conventions, and vocabulary queryable via MCP.
    19
    40
    MIT

  • memoryweb

    corbym
    A
    license
    A
    quality
    A
    maintenance
    An MCP server that gives AI agents persistent, narrative memory: concepts as nodes, relationships as typed "because" edges, so anything filed can be pulled back by association rather than by address.
    16
    12
    MIT
  • threadctx-mcp by threadctx-dev

    threadctx-mcpofficial

    threadctx-dev
    A
    license
    A
    quality
    B
    maintenance
    Shared memory MCP server for AI coding agents, enabling context sharing across sessions with local SQLite or cloud-based semantic search, compatible with Claude Code and Cursor.
    2
    66
    1
    MIT

  • tractatus_thinking

    Andreymi
    A
    license
    A
    quality
    D
    maintenance
    An MCP server that breaks down complex concepts into fundamental logical components using Wittgenstein's Tractatus method, enabling AI assistants to systematically analyze ideas through hierarchical propositions.
    1
    39
    1
    MIT

  • okf-mcp

    mfdaves
    A
    license
    B
    quality
    A
    maintenance
    A project-agnostic Open Knowledge Format MCP server that indexes Markdown concepts with YAML frontmatter and provides CLI and MCP tools for search, validation, and graph navigation of structured knowledge.
    28
    67
    4
    MIT

  • MCPatterns

    nicholasrubright
    F
    license
    B
    quality
    D
    maintenance
    An MCP server that enables users to store and retrieve personalized coding patterns, serving as a persistent memory layer for LLM agents. It allows AI models to generate code and refactor projects according to a user's specific styles, technologies, and established development conventions.
    7
    1