MCP servers that ship as code — a repository or a package you install and run locally (usually over stdio). They have no hosted endpoint, so we cannot probe or grade them: instead each one shows its repository, install command, license, stars and when it was last updated.
Collected from GitHub repositories and npm, PyPI, Cargo, Go, Maven, NuGet and RubyGems packages tagged as MCP servers, the official MCP Registry, Docker's MCP catalog, ModelScope, Baidu MCP World, Cline and other public directories; one entry per repository. A server that also offers a hosted endpoint is listed under Remote instead. These entries are not counted in our reachability, verification or readiness statistics.
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MCP server for the Coalesce Transform API; run tools support Snowflake Key Pair and PAT auth
npm MIT -
transformgithub.com/hegner123/transformupdated this year
Composable JSON array pipeline MCP tool — group, sort, filter, count, flatten, format
MIT -
ai-transformation-90github.com/benmfzen/ai-transformation-90updated this year
A transformation copilot for the first 90 days of an AI program — playbook, opportunity portfolio, costed business cases, operating model, plus the software to run it: MCP assistant with evidence-gated scoring, prototypes with eval gates, weekly autopilot (fictional cases)
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mcp-viral-transformergithub.com/BelleKou/mcp-viral-transformerupdated this year
🚀 ViralTransformer: A high-performance MCP server for automated web scraping & AI-driven viral content transformation. 基于 MCP 协议的自动化网页抓取与爆款文案转化引擎。
MIT ★ 2 -
Transformer.gg MCP server, CLI, agent skills and docs: paid X creator partnerships for brands and AI agents
MIT -
MCP server wrapper around transformer.bee aka edifact-bo4e-converter
★ 1 -
ilmikactive
ilmik — Code analysis and transformations for AI agents.
npm MIT -
Text Transformation & Formatting MCP Server for the Cline Marketplace
npm MIT -
MCP server for Maltego OSINT: transforms, Machines, link-graph analysis and native .mtgx for any AI agent (Claude, Gemini, Codex...).
npm MIT -
artsleuthgithub.com/ladyfaye1998/artsleuthupdated this year
Computational Art Analysis Framework — Brushstroke analysis, style attribution, anomaly screening, and interpretable visual explanations powered by vision transformers.
pypi MIT -
Always-on companion for Claude that remembers your decisions and their evolution. Local-first memory using SQLite + transformers.js embeddings.
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@agenson-horrowitz/structured-data-validator-mcpgithub.com/agenson-tools/structured-data-validator-mcpupdated this year
MCP server for validating, transforming, and normalizing structured data - built specifically for AI agents
npm MIT -
Maltego OSINT for AI agents: MCP server with 20 tools, 30 transforms, Machines, investigation copilot and native .mtgx. npx -y mcp-maltego
npm MIT ★ 3 -
@csvtocsv/mcpgithub.com/jakubtutaj/csvtocsvupdated this year
MCP server for csvtocsv.com — deterministic CSV transforms (Amazon→Shopify, Any-CSV→Amplitude cohort, CSV cleanup) usable from any agent runtime over stdio.
npm MIT -
Zero-dependency local translation engine via Transformers.js NLLB model — translate text across 200+ languages, CPU-only, no cloud APIs, everything stays on your machine.
npm MIT -
Professional MCP Server for Adobe Photoshop 2025+ with hyper-realistic fabric physics, advanced lighting, and 50+ professional transformation tools
npm MIT -
Cloudinary Environment Config MCP Server - manage named transformations, upload presets, streaming profiles, webhooks (triggers), and upload mappings through AI assistants (Claude Desktop, Cursor, Gemini, Windsurf, VS Code)
npm mit -
An MCP server exposing local embedding tools - semantic search, comparison, clustering and zero-shot classification - so an agent can call them in a loop without an API round trip. Caching the embeddings took a search from 1040ms to 1.2ms. PyTorch, sentence-transformers, MCP Python SDK v2.
MIT -
text2sim-MCP-servergithub.com/IamCatoBot/text2sim-MCP-serverupdated this year
Text2Sim MCP Server is a conversational simulation engine that transforms natural language into working simulation models. Supporting Discrete-Event Simulation (DES) and System Dynamics (SD), it integrates with LLMs via the Model Context Protocol (MCP) to transform plain English descriptions into simulation models within environments like Claude.
MIT ★ 26 -
Endlessno update data
MCP server for Endless, an all-in-one platform to collaborate, transform, and create content.
smithery -
MCP server for image worker - Resize, transform, etc...
npm MIT -
vast-raggithub.com/ssotoa70/vast-ragupdated this year
MCP server for semantic search over VAST Data documentation (ChromaDB + sentence-transformers)
MIT ★ 1 -
MCP server for Templation - Transform GitHub repositories into personalized templates
npm MIT -
content-mcpgithub.com/ronakmunjapara/content-mcpupdated this year
Production-ready Model Context Protocol server that transforms content into viral multi-platform outputs
MIT ★ 1 -
describe - Speak systems into existence. Transform infrastructure from configuration to conversation.
npm Apache-2.0 -
MCP server for Cookwith - AI-powered recipe generation and transformation tools
npm MIT -
Markdown and OFM SDK w/ MCP server that transforms your Obsidian vault into an intelligent knowledge system
MIT ★ 158 -
PDFlowgithub.com/Traves-Theberge/PDFlowupdated this year
Transform PDFs into structured data with AI-powered extraction + CLI + MCP + Web.
MIT ★ 6 -
MCP server for FreeShip model inspection, hull editing, geometry diagnostics, transformations and engineering exports on Windows.
GPL-3.0 -
amdfgithub.com/segoja7/agnostic-multicloud-delivery-frameworkupdated this year
Transform Kubernetes CRDs into type-safe KCL schemas and developer-friendly blueprints
pypi Apache License Version 2.0, January 2004 -
MCP server for the Pixault image CDN. Exposes image, metadata, transform, plugin, and documentation tools for AI assistants.
MIT -
AI-powered json ai MCP server for agents. Supports validate json, transform json, diff json. By MEOK AI Labs.
pypi MIT License -
Unified-Math-MCP-servergithub.com/Puneeth0106/Unified-Math-MCP-serverupdated this year
A Local Model Context Protocol (MCP) server that transforms AI assistants into mathematical powerhouses with deterministic calculations.
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pipeline-mcpgithub.com/marilynceo/pipeline-mcpupdated this year
AI-native ETL: transform, join, filter, aggregate, and load data between sources. Pandas + sqlglot, zero external API.
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spec-coding-mcpgithub.com/feiyun0112/spec-coding-mcpupdated this year
Transform feature ideas into production-ready code through systematic Spec-Driven Development 通过系统化的**规格驱动开发**，将功能想法转化为可投入生产的代码
MIT ★ 50 -
Transform any topic into an explainer video with AI narration and 3Blue1Brown-style animations
MIT ★ 14 -
imagekit-mcp-servergithub.com/aiconnai/imagekit-mcp-serverupdated this year
MCP server for ImageKit.io — upload, search, transform, and manage media assets
npm MIT -
cyberbenchgithub.com/cognis-digital/cyberbenchupdated this year
Chainable encode/decode/transform pipeline (base64/hex/rot/xor/url/gzip)
NOASSERTION -
Atom of Thoughtsgithub.com/kbsooo/MCP_Atom_of_Thoughtsno update data
Enhance your applications with intelligent thought processing capabilities. Leverage advanced language models to generate, analyze, and manipulate ideas seamlessly. Transform your workflows with powerful context-aware interactions.
smithery -
Local-first semantic file organism layer — transforms your filesystem into a living knowledge graph for humans and AI agents
MIT ★ 2 -
runbook-execgithub.com/giridharpandurangi/runbook-execupdated this year
AI-driven CLI tool and MCP server that transforms Markdown runbooks into executable automation with safety gates and audit trails
pypi MIT -
The AI-powered workspace that automatically transforms raw Git commits into polished, platform-native release notes.
Apache-2.0 ★ 2 -
Zi Wei Dou Shu (紫微斗数 / 자미두수) natal charts for AI agents — local Python core + MCP server, twelve palaces, stars and transformations.
MIT -
mcptubegithub.com/0xchamin/mcptubeupdated this year
Transform YouTube videos into a compounding knowledge base with transcripts, vision analysis, and agentic search. Works as an MCP server for Claude, Copilot & more.
★ 166 -
🎭 The Personality Layer for LLMs- Transform any MCP-compatible AI with rich, consistent personalities powered by Clueo's Big Five personality engine.
MIT ★ 77 -
MCP tools for inspecting, validating, transforming, and querying CityJSON models.
MIT ★ 3 -
Transform project descriptions into complete software specifications. Auto-detects project types, offers tech stack options, generates module/function tables plus development files.
npm MIT -
LEAP MCP: Basic Explainer Video Creator - Transform any topic into short explainer videos with AI narration and 3Blue1Brown-style animations
pypi MIT -
Do anything with any file: the Filestar command line (filestarcli). Convert, compress and transform thousands of file formats.
npm SEE LICENSE IN LICENSE.md -
Project Concord: Transforms your legacy data into an AI-ready asset. Please give us a ⭐ star if you think the project is helpful.
NOASSERTION -
MCP server for CloudCDN — lets AI agents autonomously manage digital assets, zones, image transforms, cache, and edge analytics.
npm Apache-2.0 OR MIT -
RedQuanta-MCPgithub.com/sc4rfurry/RedQuanta-MCPupdated this year
RedQuanta MCP transforms penetration testing into an intelligent, automated, and secure process. Built specifically for LLM integration and professional security teams, it provides enterprise-grade security orchestration.
MIT ★ 4 -
Transform AI agents from "creative but unreliable assistants" into "high-performance managers" who delegate precise tasks to specialized tools.
MIT -
ml-mcpgithub.com/PushPullCommitPush/ml-mcpupdated this year
A comprehensive MCP (Model Context Protocol) server for ML model training, fine-tuning, and experimentation. Transform your AI assistant into a full ML engineering environment.
NOASSERTION ★ 4 -
yaml-json-converter-mcpgithub.com/vinkius-labs/yaml-json-converter-mcpupdated this year
Vinkius Edge high-performance Model Context Protocol (MCP) server for seamless YAML/JSON bidirectional transformation.
★ 3 -
Vector-Knowledge-Basegithub.com/i3T4AN/Vector-Knowledge-Baseupdated this year
A semantic search engine that transforms your documents into an intelligent, searchable knowledge base using vector embeddings and AI
MIT ★ 10 -
agnostic-multicloud-delivery-frameworkgithub.com/segoja7/agnostic-multicloud-delivery-frameworkupdated this year
Transform any Kubernetes CRD into type-safe KCL schemas and developer-friendly blueprints with CLI and AI integration
Apache-2.0 ★ 2 -
A fully spec-compliant Model Context Protocol (MCP) server that transforms a single deal into 54 fully formatted, localized placements across 6 channels simultaneously with 3 separate variants for each channel.
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raglike.mdgithub.com/andrecrjr/raglike.mdupdated this year
A high-performance, local semantic search engine for Markdown documentation. Built with Bun, PGlite (pgvector), External Postgres Support, and Xenova Transformers.
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marketlens-llm-mcpgithub.com/MarketLens-AI-Platform/marketlens-llm-mcpupdated this year
LLM-powered semantic enrichment service. DeepSeek-driven feature extraction (sentiment, categorization, attributes) behind a secure Model Context Protocol (MCP) server. LangChain pipeline for transforming raw product text into ML-ready vectors.
MIT