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maintenanceAn MCP server that optimizes Apache Spark code using Claude AI, providing intelligent code optimization suggestions and performance analysis.
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"Apache Spark" matching MCP servers:
- AlicenseAqualityAmaintenanceMCP server exposing the Sovereign AI Blog (sovgrid.org), 44+ articles on self-hosted AI for NVIDIA DGX Spark. Three tools: search_blog, get_article, diagnose_sglang.43MIT
- AlicenseAqualityBmaintenanceA tool that converts natural-language requests into full, deployable, execution-verified Apache Flink SQL jobs by orchestrating an LLM to draft specs, generate Flink SQL, and verify correctness against real Flink clusters and streaming semantics—including windowed aggregates, joins, Kafka grounding, and Deployable pipelines via the generate_flink_job, ground_kafka_topic, and deploy_to_kafka tools.3Apache 2.0
- AlicenseAqualityBmaintenanceBuilds a dynamic knowledge graph from your notes and uses LLM reasoning to discover blindspots, hidden cross-domain connections, track concept evolution, and spark creative inspiration.82Apache 2.0
- AlicenseAqualityAmaintenanceOpen-source framework for AI agents (Claude Code, Cursor, Codex, Gemini) to autonomously operate Google Ads, Meta Ads, and Search Console. Grounded in a local STRATEGY.md — not metric-chasing. Defense-in-depth security, local-first. Apache 2.0.10038Apache 2.0
- AlicenseAqualityBmaintenanceMCP gateway to World Labs Marble + Spark 2.0 for generating navigable 3D worlds from text, images, panoramas, multi-view sets, or video, and grounding a voice agent in scene coordinates.2020MIT
- AlicenseBqualityBmaintenanceAn MCP server that wraps multiple vendors' Coding Plan services (iFlytek Spark, Volcengine) to provide code review, plan review, and multi-turn dialogue for AI coding tools like Claude Code.4MIT
- AlicenseCqualityCmaintenanceEnables AI-powered document platform integration for Claude Code, Cursor, and Cline, providing session management, knowledge base, usage tracking, sheet operations, and Spark AI features.37211MIT
- Alicense-qualityAmaintenanceCarbon-aware MCP scheduler that defers "do it later" / "by tomorrow" / "overnight" LLM tasks to the cleanest electricity-grid hour inside a deadline — 40-70% lower CO2 per task, 50% cheaper via Anthropic/OpenAI Batch APIs. 9 MCP tools, per-task carbon receipts to local SQLite, Apache-2.0.1Apache 2.0
- Alicense-qualityDmaintenanceEnables AI agents to generate safe, runnable HTML chart pages from structured JSON data using Apache ECharts. It provides tools for chart type recommendation, page generation, validation, and patching with controlled, deterministic output.7MIT
- Alicense-qualityDmaintenancea self-hostable Java/Spring Boot service for source-grounded chunk validation and three-agent deliberation (proposer / critic restricted to macro view / synthesiser). Differentiator vs the existing entries: lets you analyse and audit papers you've ingested rather than just searching external sources. Apache 2.0, BYO OpenAI-compatible LLM.2Apache 2.0
- Alicense-qualityAmaintenanceMCP server wrapping local Ollama models for offload from API-priced orchestrators. Nine stdio tools - generation, summarisation, analysis, drafting, code tasks (docstring/test/explain/review/types/refactor-suggest), diff-driven tasks (commit-message/pr-description/changelog/summary/impact), mechanical transforms, and model management (list/pull). Apache-2.0.11Apache 2.0
- Flicense-qualityCmaintenanceAgentic AI instruction encoding. 86.8% smaller than JSON. Inference-free decode by table lookup. 342 opcodes, 26 namespaces, three conformant SDKs. Confirmed over LoRa mesh radio. Apache 2.0 with express patent grant.5
- Flicense-qualityCmaintenanceEnables generating images, videos, characters, and scenes through Google Flow. Supports SSE and Vercel deployment for integration with Gemini Spark and other IDEs.
- Flicense-qualityCmaintenanceA TypeScript MCP server boilerplate deployable to Vercel, offering tools for image generation, weather, geocoding, and more.
- Flicense-qualityAmaintenanceOpen-source autonomous agent swarm of 15 MCP-native AI agents for data engineering — catalog, quality, incidents, schema evolution, governance, migration, observability, ML. 212+ tools, Apache 2.0. Works with Claude Code, Cursor, ChatGPT, and any MCP client.11