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  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables a local academic research workflow via any MCP client: literature search across Scopus and OpenAlex, citation chains, per-project research memory, paper download, and PDF-to-Markdown conversion through MinerU.
    GPL 3.0
  • F
    license
    Not graded
    quality
    B
    maintenance
    Enables deterministic, harness-neutral research workflows by unifying research object identity, evidence receipts, claim-evidence graphs, and append-only decision logs, along with specialized scholarly skills for literature analysis, reproducibility audits, and multi-agent review.
    206 PyPI
    1
    -
  • A
    license
    A
    quality
    B
    maintenance
    Gives your AI persistent memory across conversations. Stores facts automatically, finds them by meaning using hybrid search with query expansion, and organizes everything into topics without manual tagging.
    29
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Free Industry 4.0 / IIoT tools, no API key or account: lint MQTT Sparkplug B topics, check a Unified Namespace (UNS) for naming and hierarchy problems, and run an industrial AI-readiness diagnostic for manufacturing digital transformation and smart-factory projects. Works in Claude Code, Codex and any MCP client.
    3
    196 npm
    MIT
  • A
    license
    A
    quality
    Not graded
    maintenance
    Enables users to access, search, and get recommendations from AWS documentation through natural language queries. Supports both global AWS documentation and AWS China documentation with tools to fetch pages, search content, and discover related resources.
    3
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    AutoMem MCP provides persistent memory for AI assistants, enabling them to recall information across conversations and platforms with graph-vector retrieval.
    6
    1,433 npm
    66
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables coding agents to search and retrieve persistent repository memory created by Cliper, providing context, gaps, architecture, and timeline information via MCP tools.
    6
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables AI assistants to read, write, and manage Microsoft OneNote notebooks, sections, and pages through OAuth-authenticated MCP tools, resources, and prompts.
    16
    36 npm
    5
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI agents to persist facts with tags, sources, and importance in a local SQLite database, retrieve them through hybrid BM25 plus embedding search weighted by retention decay, link or supersede related entries, and review everything in a read-only visual dashboard showing the memory graph and timeline.
    6
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    MCP server for academic research with shared token bucket governance, evidence-based read depth, and archival inscription. Uses multiple sources with failover to avoid rate limits.
    6
    MIT
  • A
    license
    A
    quality
    Not graded
    maintenance
    Enables AI applications to add, search, update, and delete long-term memories using the Mem0 Memory API, allowing agents to persistently remember user preferences, conversation history, and contextual information across sessions.
    9
    Apache 2.0
  • A
    license
    A
    quality
    C
    maintenance
    Historical geography for AI agents: 1,000+ polities with real GeoJSON borders, dynastic succession chains, events, cities and trade routes from 4500 BCE to today, each with cited academic sources and a confidence score. Wraps the free AtlasPI REST API (https://atlaspi.it) as 39 MCP tools — no API key required, Apache-2.0.
    39
    1
    Apache 2.0
  • A
    license
    A
    quality
    D
    maintenance
    MCP server that exposes a resume as callable tools and resources, enabling AI agents to query experience, skills, projects, and contact information via natural language.
    3
    ISC