"Apache Flink" matching MCP servers:

A 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.

Find backlink opportunities, analyze competitors, discover similar domains with AI embeddings, and manage prospecting projects directly from any MCP client.

Open-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.

Carbon-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.

Enables 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.

a 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.

MCP 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.

Antigravity Link is an MCP server and mobile companion for Google's Antigravity IDE. It captures live snapshots of the Antigravity chat UI via Chrome DevTools Protocol and serves them to a mobile web client. From your phone you can send messages, upload files, stop AI generation, switch instances, and read task/walkthrough/plan documents. Exposes 9 MCP tools and a full OpenAPI 3.1 spec.

An MCP server that optimizes Apache Spark code using Claude AI, providing intelligent code optimization suggestions and performance analysis.

Agentic 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.

Self-hosted MCP server that integrates Kie.ai image and video generation into GoHighLevel's AI tools, enabling AI agents to create media on demand.

A deployable remote MCP server that packages Microsoft's Flint chart compiler for chat hosts, enabling users to render, compile, and explore charts from natural language descriptions across Claude and Codex.

Open-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.