"Spring Boot" matching MCP servers:

Provides deterministic PC no-boot/no-display troubleshooting with ranked repair steps and real, sourced BIOS beep-code lookup tables. Enables users to diagnose hardware issues without LLM guesswork.

Enables users to access and search Spring ecosystem documentation, guides, tutorials, and best practices through 12 tools, including Spring AI support and intelligent caching.

Enables AI assistants to interact with Spring Boot backend APIs through Swagger/OpenAPI documentation, allowing listing, describing, and generating frontend code for endpoints.

Enables AI assistants to read and write MySQL databases, dynamically switch databases/servers, and auto-configure from Spring Boot projects.

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.

Transforms malicious input (e.g., SQL injection, XSS) into absurd hiking boot advertisements, confusing attackers while logging everything.

Provides serial debugging for embedded Linux targets, enabling boot log capture, automatic login, crash detection, U-Boot interrupt, and hardware reset via MCP protocol.

Enables users to profile public GitHub repositories via a single tool, checking for Spring/Java structure such as pom.xml, src/main/java, Java file counts, and Spring layer annotations to assess suitability for deep local analysis.

A Spring Boot REST API testing server that supports functional testing with assertions, database queries, and performance testing with configurable concurrency and stress testing.

Dynamically converts any REST service's OpenAPI specification into MCP tools, enabling interaction with REST endpoints through natural language. Supports Spring Boot services and includes auto-discovery for common API configurations.

Provides web access tools (fetch, search, sitemap crawl) through String AI's API, automatically handling anti-bot bypass, CAPTCHA, and JavaScript rendering.

Enables AI assistants to publish, edit, search, and manage messages in Telegram channels via a set of MCP tools.

Enables AI agents to search, share, and vote on community knowledge solutions via the Reposit platform.

Enables searching the Kakao Daum Book Search API by title, author, publisher, or ISBN, retrieving detailed bibliographic and pricing metadata, and exporting results to xlsx, csv, json, or sqlite through MCP or CLI.

MCP server for analyzing successful trading bots on Polymarket, enabling discovery of top traders, AI-powered strategy classification, and bot detection.

AI-powered research assistant MCP server for searching academic papers and answering research questions with DOI citations.

Agent-agnostic persistent memory backend. 13 MCP tools, Supabase + Jina embeddings, multi-profile isolation, semantic recall across sessions.

Read-only MCP server for Polymarket, providing order books, market metadata, and price history via public GET endpoints. It requires no private keys and cannot place trades.

Fetches RSS feeds from tech blogs and news sites and returns AI-generated summaries via Claude.

A read-only MCP server for the HCL BigFix root server REST API, enabling session relevance queries, client fast queries, and server/site/operator lookups through natural language.