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  • A
    license
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    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
    59 npm
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Embedded, local-first agent memory: facts extracted into a per-namespace SQLite file (vec0 + FTS5) with hybrid retrieval and point-in-time (time-travel) queries. ADD-only history over stdio — no server process, no cloud dependency.
    7
    53 PyPI
    43
    Apache 2.0
  • A
    license
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    Industry 4.0 / IIoT AI agents for manufacturing: explain OEE losses per shift, triage machine alarms, find downtime root causes, prepare predictive-maintenance jobs and write shift reports from Unified Namespace (UNS), MQTT or historian data. Plus an industrial AI-readiness diagnostic and a vendor-neutral digital-transformation advisor. Works in Claude Code, Codex and any MCP client.
    1
    7
    47 npm
    MIT
  • A
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    A
    quality
    F
    maintenance
    Connects Claude Desktop to a RAGBrain knowledge base to enable semantic search, document retrieval, and namespace management. It allows users to browse collections, discover documents by topic, and access full text content through natural language.
    5
    MIT
  • A
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    quality
    B
    maintenance
    Enables AI agents to securely read and write SAP ABAP development objects via the ADT REST API, enforcing policy-based guardrails such as package/namespace allow-lists, read-only mode, human approvals, and audit logging.
    8
    2
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables driving Omniverse Kit apps (Isaac Sim, Isaac Lab) over MCP, allowing agents to control simulations, run Python, and call namespace-scoped tools via a single bridge.
    1
    2
    MIT
  • A
    license
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    quality
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    Enables interactive Python execution with a persistent IPython kernel through MCP, retaining namespace state and providing structured output logs for agent and tool integrations.
    8
    Apache 2.0
  • A
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    quality
    B
    maintenance
    Enables coding agents to store, search, update, and delete durable facts, preferences, decisions, and plans in a shared local SQLite database, along with per-namespace profile get/set and stats. Uses offline lexical FTS5 search so multiple agents working on the same project can share one memory store.
    7
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables MCP clients to store, recall, correct, and forget knowledge with per-sentence source bindings and a replayable retrieval traceId, so every answer can be traced to a specific document passage. Adds document-level version chains that retire superseded content from default retrieval, tombstone-based forgetting, three-layer user/namespace/scope isolation with full operation auditing, and deterministic calculator/date tools.
    10
    Apache 2.0
  • F
    license
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    quality
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    Provides a secure, sandboxed interface for LLM agents to interact with HPC clusters via bubblewrap isolation, managing workspaces and executing commands locally or through Slurm.
    10
    2
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  • A
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    quality
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    maintenance
    Enables comprehensive management of AWS S3 Tables including table bucket, namespace, table CRUD, metadata, maintenance, and data import operations through natural language.
    17
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables LLM and AI-agent clients to operate a Nacos 3.0 control plane through MCP tools, resources, and prompts—covering configuration publishing, rollback, history and drift checks, namespace management, service discovery, instance registration/weighting, and cluster health probing. It supports stdio and SSE transports with Docker deployment, self-healing authentication, and syntax guardrails suited to asymmetric NAT environments.
    16
    17 npm
    Apache 2.0
  • A
    license
    A
    quality
    C
    maintenance
    Enables read-only Kubernetes cluster inspection through MCP, with namespace allow/deny and resource block policies enforced before any API call.
    11
    Apache 2.0
  • A
    license
    B
    quality
    B
    maintenance
    Enables a single MCP server for interacting with multiple vector databases through pluggable backends, starting with Pinecone. It supports schema-aware index management, upserts, hybrid search, embeddings, TTL conventions, and namespace operations.
    28
    MIT
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    quality
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    maintenance
    Exposes ABLESTACK MOLD API through MCP tools with the mold_\* namespace, enabling direct CloudStack API calls, exploration, and debugging. Supports automatic API registration, async polling, parameter expansion, and signature debugging for comprehensive cloud infrastructure management.
    11
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    A temporary placeholder MCP server that reserves the @bikefuchs namespace and exposes an informational tool about the upcoming Bikefuchs production server for bike price comparison.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    MCP server providing Celestia network intelligence, including daily briefs, anomaly signals, staking and DA metrics, and live namespace and validator drill-downs, with each figure linked to its source.
    1
    Apache 2.0