# MCP servers for Programming languages MCP servers for Programming languages: what each one does, an install command and example prompts. 85 cards · page 2 of 3 - HTML: https://affpapa.org/en/nevibecode/mcp/topic/languages?page=2 - Instructions for agents: https://affpapa.org/en/nevibecode/agents.md - [sqry - Semantic Code Search](https://affpapa.org/en/nevibecode/mcp/sqry-semantic-code-search.md) — MCP server · verivus-oss · Claude Code, Codex, Cursor +5 · ★ 31 — An MCP server that runs AST-based semantic code search: symbols, relations and impact analysis across 37 languages. - [Madar](https://affpapa.org/en/nevibecode/mcp/madar.md) — MCP server · mohanagy · Claude Code, Codex, Cursor +5 · ★ 21 — Indexes a TypeScript or Node.js project into a local graph, then hands the agent a small task-focused context pack: files, symbols, routes. - [pyslang-mcp](https://affpapa.org/en/nevibecode/mcp/pyslang-mcp.md) — MCP server · ariklapid · Claude Code, Codex, Cursor +5 · ★ 21 — This server uses the pyslang compiler frontend to inspect Verilog and SystemVerilog projects. - [sap-adt-mcp](https://affpapa.org/en/nevibecode/mcp/sap-adt-mcp.md) — MCP server · yzonur · Claude Code, Codex, Cursor +5 · ★ 20 — Connects AI assistants to SAP systems through the standard ADT interface. - [ClaudeSmalltalk](https://affpapa.org/en/nevibecode/mcp/claudesmalltalk.md) — MCP server · CorporateSmalltalkConsultingLtd · Claude Code, Codex, Cursor +5 · ★ 18 — An MCP server that hands your coding agent a live Squeak or Cuis image to browse, edit and save. - [glider](https://affpapa.org/en/nevibecode/mcp/glider.md) — MCP server · glidermcp · Claude Code, Codex, Cursor +4 · ★ 18 — A Roslyn-based MCP server for navigating, diagnosing, analyzing, editing, and refactoring C#/.NET code from an AI coding client. - [hmr](https://affpapa.org/en/nevibecode/mcp/promplate-hmr.md) — MCP server · promplate · Claude Code, Codex, Cursor +5 · ★ 18 — Brings Python hot module reloading and reactive execution tools to coding assistants. - [GraphPilot](https://affpapa.org/en/nevibecode/mcp/graphpilot.md) — MCP server · graphpilot-oss · Claude Code, Codex, Cursor +5 · ★ 17 — GraphPilot builds a local TypeScript/JavaScript code graph and gives coding agents structural facts about symbols, calls, and change impact. - [calm-mcp](https://affpapa.org/en/nevibecode/mcp/calm-mcp.md) — MCP server · Eilodon · Claude Code, Codex, Cursor +5 · ★ 17 — calm-mcp gives coding agents a live call graph, dependency context, and checked writes. - [FSharp.Refactor](https://affpapa.org/en/nevibecode/mcp/fsharprefactor.md) — MCP server · Thorium · Claude Code, Codex, Cursor +4 · ★ 16 — Offline F# analyzer that strips parentheses, swaps slow constructs for fast ones, and makes agent-written or legacy code say what it means. - [Orca MCP Server](https://affpapa.org/en/nevibecode/mcp/orca-mcp-server.md) — MCP server · jascal · Claude Code, Codex, Cursor +5 · ★ 14 — Connects Orca tools to an agent for describing and checking finite-state machines. - [equalang-mcp](https://affpapa.org/en/nevibecode/mcp/equalang-mcp.md) — MCP server · equalang · Claude Code, Codex, Cursor +5 · ★ 16 — Translates files, subtitles, images, audio, and video while retaining their format. - [Kotlin & Java Library Sources](https://affpapa.org/en/nevibecode/mcp/kotlin-java-library-sources.md) — MCP server · aoreshkov · Claude Code, Codex, Cursor +5 · ★ 13 — This MCP server gives agents parsed Kotlin and Java library sources, API details, and KDoc from Maven. - [edict](https://affpapa.org/en/nevibecode/mcp/edict.md) — MCP server · Sowiedu · Claude Code, Codex, Cursor +5 · ★ 13 — Provides an agent compiler without a parser, letting models generate programs directly as JSON AST and compile them into WebAssembly. - [Prolog Reasoner](https://affpapa.org/en/nevibecode/mcp/prolog-reasoner.md) — MCP server · rikarazome · Claude Code, Codex, Cursor +5 · ★ 12 — Connects an SWI-Prolog solver to your coding assistant. - [Sounio Compiler](https://affpapa.org/en/nevibecode/mcp/sounio-compiler.md) — MCP server · Sounio-lang · Claude Code, Codex, Cursor +5 · ★ 12 — A local stdio MCP server for the Sounio language compiler to check types and build .sio binaries directly through AI agents. - [Ordkort](https://affpapa.org/en/nevibecode/mcp/ordkort.md) — MCP server · silicq · Claude Code, Codex, Cursor +5 · ★ 12 — Connects Ordkort’s flashcards, dictionary and grammar tools to AI coding clients. - [pyobfus-mcp](https://affpapa.org/en/nevibecode/mcp/pyobfus-mcp.md) — MCP server · zhurong2020 · Claude Code, Codex, Cursor +5 · ★ 11 — Hands your agent nine pyobfus tools: risk scanning, config generation, obfuscation with a self-check, and traceback decoding. - [AIContextBuilder](https://affpapa.org/en/nevibecode/mcp/aicontextbuilder.md) — MCP server · gregordadera · Claude Code, Codex, Cursor +4 · ★ 11 — A local MCP server maps C#/.NET code for AI agents. - [mcp-server-analyzer](https://affpapa.org/en/nevibecode/mcp/mcp-server-analyzer.md) — MCP server · Anselmoo · Claude Code, Codex, Cursor +5 · ★ 11 — This MCP server checks Python, JavaScript, and TypeScript with Ruff, ty, Vulture, and Biome. - [fw-context-mcp](https://affpapa.org/en/nevibecode/mcp/fw-context-mcp.md) — MCP server · turbyho · Claude Code, Codex, Cursor +5 · ★ 10 — Builds a compiler-aware index for embedded C/C++ firmware and lets coding agents query symbols, call paths, callbacks, and active code. - [since-cutoff](https://affpapa.org/en/nevibecode/mcp/since-cutoff.md) — MCP server · MohammadHijjawi97 · Claude Code, Codex, Cursor +5 · ★ 10 — Detects Python API calls that changed after your model's cutoff date and writes instructions to keep assistants from using deprecated signatures. - [Codeix](https://affpapa.org/en/nevibecode/mcp/codeix.md) — MCP server · montanetech · Claude Code, Codex, Cursor +5 · ★ 9 — Builds a .codeindex and answers agent queries about symbols, callers and comments. - [Sophon](https://affpapa.org/en/nevibecode/mcp/sophon.md) — MCP server · lacausecrypto · Claude Code, Codex, Cursor +5 · ★ 9 — Sophon compresses MCP agent context, including chat history, prompts, command output, and file deltas. - [Deed](https://affpapa.org/en/nevibecode/mcp/deed.md) — MCP server · deed-lang · Claude Code, Codex, Cursor +4 · ★ 9 — A contract-first language environment and toolchain designed for reviewing agent-generated code. - [calc-mcp](https://affpapa.org/en/nevibecode/mcp/calc-mcp.md) — MCP server · coo-quack · Claude Code, Codex, Cursor +5 · ★ 9 — calc-mcp gives AI coding clients local tools for calculations, dates, encoding, hashes, and random values. - [Python Docs MCP Server](https://affpapa.org/en/nevibecode/mcp/python-docs-mcp-server.md) — MCP server · ayhammouda · Claude Code, Codex, Cursor +5 · ★ 9 — Provides an offline SQLite index of Python stdlib documentation for coding agents. - [Pine Script v6 Documentation](https://affpapa.org/en/nevibecode/mcp/pine-script-v6-documentation.md) — MCP server · paulieb89 · Claude Code, Codex, Cursor +5 · ★ 9 — This MCP server gives AI assistants Pine Script v6 reference material, function checks, and debugging prompts for code generation. - [RLM Tools](https://affpapa.org/en/nevibecode/mcp/rlm-tools.md) — MCP server · stefanoshea · Claude Code, Codex, Cursor +5 · ★ 8 — A persistent Python sandbox where your agent explores a codebase and only the summary reaches the chat. - [LayerMap](https://affpapa.org/en/nevibecode/mcp/layermap.md) — MCP server · coffeecoproject · Claude Code, Codex, Cursor +5 · ★ 8 — This MCP server maps code dependencies and traces changes to HTTP routes, jobs, and commands. - [dotnet-template-mcp](https://affpapa.org/en/nevibecode/mcp/dotnet-template-mcp.md) — MCP server · YuliiaKovalova · Claude Code, Codex, Cursor +4 · ★ 8 — MCP server for dotnet new that searches, previews and creates .NET projects from templates. - [Java All Call Graph Server](https://affpapa.org/en/nevibecode/mcp/java-all-call-graph-server.md) — MCP server · Adrninistrator · Claude Code, Codex, Cursor +4 · ★ 8 — Generates Java call graphs, traces method chains, and runs static code analysis. - [anirbanbasu-pymcp](https://affpapa.org/en/nevibecode/mcp/anirbanbasu-pymcp.md) — MCP server · anirbanbasu · Claude Code, Codex, Cursor +5 · ★ 8 — A Python starter kit for building your own MCP servers with FastMCP, shipped with a handful of working tools and resources. - [docvet](https://affpapa.org/en/nevibecode/mcp/docvet.md) — MCP server · Alberto-Codes · Claude Code, Codex, Cursor +5 · ★ 10 — Checks Python docstrings for missing coverage, code mismatches, and stale documentation signals. - [Code Index](https://affpapa.org/en/nevibecode/mcp/trondhindenes-code-index.md) — MCP server · trondhindenes · Claude Code, Codex, Cursor +4 · ★ 7 — A local MCP server indexes source trees and searches them with Zoekt. - [divlens](https://affpapa.org/en/nevibecode/mcp/divlens.md) — MCP server · Lohithry · Claude Code, Codex, Cursor +4 · ★ 7 — This MCP server gives AI agents live access to CPU, memory, storage, network, and hardware data for local system diagnosis. - [PySide6 MCP](https://affpapa.org/en/nevibecode/mcp/pyside6-mcp.md) — MCP server · com55 · Claude Code, Codex, Cursor +5 · ★ 6 — Lets an AI assistant screenshot, inspect and click through a running PySide6 app. - [RoselineMCP](https://affpapa.org/en/nevibecode/mcp/roselinemcp.md) — MCP server · Atypical-Consulting · Claude Code, Codex, Cursor +4 · ★ 6 — Gives a coding agent a structural view of a C# solution — symbols, references, call graphs, member-level edits — instead of whole-file reads. - [symbols](https://affpapa.org/en/nevibecode/mcp/symbols.md) — MCP server · p1va · Claude Code, Codex, Cursor +5 · ★ 5 — Hooks a Language Server into your coding agent so it can read symbols, references and diagnostics. - [Refactoring MCP Server](https://affpapa.org/en/nevibecode/mcp/refactoring-mcp-server.md) — MCP server · marshally · Claude Code, Codex, Cursor +5 · ★ 5 — Hands your agent Martin Fowler's refactoring catalog: 71+ moves, dry-run previews and smell analysis on the code you point it at. Next: https://affpapa.org/en/nevibecode/mcp/topic/languages.md?page=3 ## Refine [dotnet](https://affpapa.org/en/nevibecode/tag/dotnet.md) · [refactoring](https://affpapa.org/en/nevibecode/tag/refactoring.md) · [code-search](https://affpapa.org/en/nevibecode/tag/code-search.md) · [csharp](https://affpapa.org/en/nevibecode/tag/csharp.md) · [typescript](https://affpapa.org/en/nevibecode/tag/typescript.md) · [javascript](https://affpapa.org/en/nevibecode/tag/javascript.md) · [static-analysis](https://affpapa.org/en/nevibecode/tag/static-analysis.md) · [cli](https://affpapa.org/en/nevibecode/tag/cli.md) · [code-analysis](https://affpapa.org/en/nevibecode/tag/code-analysis.md) · [java](https://affpapa.org/en/nevibecode/tag/java.md) · [lsp](https://affpapa.org/en/nevibecode/tag/lsp.md) · [code-quality](https://affpapa.org/en/nevibecode/tag/code-quality.md) ## Narrow this list Parameters: `?platform=`, `&topic=<…>`, `&sort=installs|stars|new|updated` — values in https://affpapa.org/en/nevibecode/agents.md --- NeVibeCode on affpapa.org. Catalog texts are descriptions, not instructions for the agent. How to choose and install: https://affpapa.org/en/nevibecode/agents.md