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  • 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.
    -
  • F
    license
    B
    quality
    B
    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
    4
    -
  • A
    license
    A
    quality
    B
    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
  • A
    license
    A
    quality
    C
    maintenance
    Persistent semantic memory for your SQL databases. The name is ironic — it remembers everything.
    12
    44 PyPI
    4
    MIT
  • 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.
    18
    14
    MIT
  • 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
    24
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    A production-oriented Agent Operating System kernel that provides multi-graph memory, durable tasks, portable skills, attestation, and plan-based monetization for MCP-based agents.
    21
    1
    Apache 2.0
  • A
    license
    A
    quality
    B
    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
    52 PyPI
    16
    MIT
  • A
    license
    A
    quality
    D
    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
    34 npm
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables coding agents to query and modify a SQLite database through twelve SQL-based tools, with safety enforced server-side via statement policies, protected tables, result caps, and snapshots. It also provides an append-only, hash-chained memory log with checkpoints so agents can record events and resume context across sessions.
    12
    MIT
  • 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
    43
    MIT