Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 501 | 32.223 | ayrtonfelipe-groqcloudmcp · back-end | Integrates with Groq's high-speed inference API for text completion, audio transcription, and vision analysis with automatic model selection based on… | 2 stars | No one-command install · Source | |
| 502 | 32.223 | chillbruhhh-crawl4aimcp · search | Provides advanced web crawling and RAG capabilities through Crawl4AI with semantic search, knowledge graph integration, and hallucination detection… | 2 stars | No one-command install · Source | |
| 503 | 32.223 | mcp-local-contextmcp · search | A simple MCP server for local documentation with RAG capabilities, enabling AI assistants to access and search local documents. | 2 stars | No one-command install · Source | |
| 504 | 32.223 | atlas-vector-search-docsmcp · database | Provides semantic search and document retrieval using MongoDB Atlas Vector Search with Voyage AI embeddings, enabling intelligent querying across… | 2 stars | No one-command install · Source | |
| 505 | 32.223 | littlesis-api-servermcp · back-end | Provide access to the LittleSis API to track corporate power and accountability. Enable querying and exploring relationships and entities related to… | 2 stars | No one-command install · Source | |
| 506 | 32.223 | smart-context-mcp-servermcp · back-end | An AI Context Engineer that transforms vague queries into structured context packages for LLMs by extracting code, mapping relationships, and… | 2 stars | No one-command install · Source | |
| 507 | 32.223 | whiteducksoftware-flockmcp · ai-agents | Provides modular MCP servers and tools for the Flock AI agent framework, covering web scraping, search, Azure, LLM, and code operations. | 2 stars | No one-command install · Source | |
| 508 | 32.223 | webtool-mcp-servermcp · search | Provides web browsing, multi-engine search, and news retrieval tools for local LLMs via the Model Context Protocol, optimized for low-token iterative… | 2 stars | No one-command install · Source | |
| 509 | 32.223 | swagger-json-mcpmcp · back-end | A powerful MCP server for querying and processing large Swagger/OpenAPI JSON documents, enabling LLMs to efficiently access API documentation without… | 2 stars | No one-command install · Source | |
| 510 | 32.223 | db-assistant-mcp-servermcp · database | Enables natural language performance analysis and optimization of AWS Aurora MySQL databases, using AI (Bedrock, Claude) and RAG to generate HTML… | 2 stars | No one-command install · Source | |
| 511 | 32.223 | memo-mcpmcp · search | Enables LLMs to search and retrieve personal journal entries using RAG, and add new entries with date filtering and multiple vector stores. | 2 stars | No one-command install · Source | |
| 512 | 32.223 | praveenc-cloudscape-docsmcp · front-end | Semantic search over AWS Cloudscape Design System documentation using vector embeddings and LanceDB to find relevant component documentation and… | 2 stars | No one-command install · Source | |
| 513 | 32.223 | strudel-mcpmcp · ai-agents | Enables LLMs to interact with Strudel, a JavaScript live coding music environment, by executing patterns, retrieving states, and accessing… | 2 stars | No one-command install · Source | |
| 514 | 32.223 | neosun100-kyutai-ttsmcp · other | Containerized text-to-speech service using Kyutai's neural TTS models with GPU-accelerated inference and streaming capabilities. | 2 stars | No one-command install · Source | |
| 515 | 32.223 | zhangkaigod2000-bing-searchmcp · browser | Performs Bing web searches using Playwright scraping with optional LLM-powered query rewriting and content summarization. | 2 stars | No one-command install · Source | |
| 516 | 32.223 | sarfraznawaz2005-windows-screenshotmcp · database | Captures Windows desktop screenshots through full-screen and interactive region selection modes, automatically saving timestamped images and… | 2 stars | No one-command install · Source | |
| 517 | 32.223 | zei-world-mcpmcp · search | Exposes ESG/CSR data from Zei World to LLMs, enabling sector browsing, company search, ESG score comparison, and detailed evaluation criteria… | 2 stars | No one-command install · Source | |
| 518 | 32.223 | llm-backlogmcp · ai-agents | MCP server for managing a project backlog as Markdown files in Git, enabling AI agents to read, create, and update tasks programmatically. | 2 stars | No one-command install · Source | |
| 519 | 32.223 | dexopt-ahmemcp · comms | Background daemon that compresses chat conversations into structured JSON summaries using local Ollama models for persistent cross-session memory. | 2 stars | No one-command install · Source | |
| 520 | 32.223 | pinecone-assistant-mcpmcp · back-end | A generic MCP server for conversational AI document research using the Pinecone Assistant API, providing customizable RAG knowledge base access… | 2 stars | No one-command install · Source | |
| 521 | 32.223 | pdf2zh-next-mcpmcp · ai-agents | MCP server for translating PDFs using pdf2zh-next, preserving document context by extracting all text segments for LLM translation at once. | 2 stars | No one-command install · Source | |
| 522 | 32.223 | bitbucket-cloud-mcp-servermcp · back-end | MCP server for the Bitbucket Cloud REST API v2.0, providing 32 tools across 5 toolsets for repository management, pull requests, issues, pipelines… | 2 stars | No one-command install · Source | |
| 523 | 32.223 | paperstackmcp · search | Enables arXiv paper search, PDF download, text extraction, and context chunking for LLM pipelines, along with advanced features like citation graphs… | 2 stars | No one-command install · Source | |
| 524 | 32.223 | fuga-memorymcp · database | An MCP server providing long-term memory for LLMs via hybrid search (FTS5 + vector) stored in SQLite, with time-decay scoring and support for multiple… | 2 stars | No one-command install · Source | |
| 525 | 32.223 | nosana-mcp-agentmcp · ai-agents | An open-source AI agent powered by a local LLM (Qwen3.5 9B) running on decentralized GPUs via Nosana, providing MCP and HTTP interfaces to connect… | 2 stars | No one-command install · Source | |
| 526 | 32.223 | w3-mcp-server-qdrantmcp · database | Python MCP server for vector search using Qdrant vector database and Ollama embeddings, with advanced query techniques like query expansion, HyDE, and… | 2 stars | No one-command install · Source | |
| 527 | 32.223 | odigo-elastic-s2l-mcpmcp · observability | Connects LLMs to Elasticsearch with a Semantic-to-Lexical layer that translates technical field names into business knowledge, enabling autonomous… | 2 stars | No one-command install · Source | |
| 528 | 32.223 | ndjordjevic-pinragmcp · search | RAG system for indexing and querying PDFs, code repositories, YouTube transcripts, Discord logs, and plain text. | 2 stars | No one-command install · Source | |
| 529 | 32.223 | icerhymers-unity-catalogmcp · database | Semantic search over Databricks Unity Catalog metadata using BGE-large embeddings and pgvector. | 2 stars | No one-command install · Source | |
| 530 | 32.223 | doobidoo-memory-service-rsmcp · database | High-performance Rust drop-in replacement for mcp-memory-service with SQLite storage and ONNX embeddings. | 2 stars | No one-command install · Source | |
| 531 | 32.223 | ed-mcpmcp · ai-agents | An MCP server and CLI for Ed Discussion that gives LLMs access to threads, comments, attendance, moderation, file uploads, and instant local search… | 2 stars | No one-command install · Source | |
| 532 | 32.223 | tokencastmcp · ai-agents | Pre-execution cost estimation for LLM agent workflows, providing cost estimates before running tasks and improving accuracy over time through… | 2 stars | No one-command install · Source | |
| 533 | 32.223 | gh-krulewis-tokencastmcp · ai-agents | Pre-execution cost estimation for LLM agent workflows with calibration learning. | 2 stars | No one-command install · Source | |
| 534 | 32.223 | tien226anh-asepritemcp · ai-agents | Python MCP server bridging LLMs to Aseprite for programmatic pixel art creation, animation, and sprite management. | 2 stars | No one-command install · Source | |
| 535 | 32.223 | gh-nibsbin-quillmarkmcp · ai-agents | MCP server exposing Quillmark schematized document rendering primitives to LLM consumers. | 2 stars | No one-command install · Source | |
| 536 | 32.223 | mobile-growth-mcpmcp · ai-agents | MCP server for mobile growth & user acquisition, connecting LLMs to a curated knowledge base of ad optimization insights and analytical skills for… | 2 stars | No one-command install · Source | |
| 537 | 32.223 | venkateshamatam-recallmcp · database | Local SQLite MCP server enabling multiple AI agents to share persistent memory with on-device vector embeddings across Claude, Cursor, and other… | 2 stars | No one-command install · Source | |
| 538 | 32.223 | chakkritte-ollama-web-toolsmcp · back-end | Provides web search and web fetch tools via Ollama's hosted API for use in Claude Code. | 2 stars | No one-command install · Source | |
| 539 | 32.223 | musaraf-m-sentinalmcp · ai-agents | Redis health monitoring, BullMQ queue inspection, memory analysis, and slow query diagnostics. | 2 stars | No one-command install · Source | |
| 540 | 32.223 | 23f2005639-mcpgenmcp · back-end | MCP server generator that auto-creates MCP servers from API documentation pages or regular websites using Firecrawl and LLMs. | 2 stars | No one-command install · Source | |
| 541 | 32.223 | pageindex-local-mcpmcp · back-end | A local-first MCP server for PageIndex — the vectorless, reasoning-based RAG framework. It lets local AI agents index and query local PDF and Markdown… | 2 stars | No one-command install · Source | |
| 542 | 32.223 | slop-copmcp · ai-agents | Detects and fixes LLM prose patterns in text, exposing tools for auditing and improving writing quality in MCP-compatible hosts. | 2 stars | No one-command install · Source | |
| 543 | 32.223 | chensunlai-phymcpmcp · ai-agents | Lightweight physical MCP protocol for nearby IoT devices, enabling LLM agents to discover and control ESP32 microcontrollers via ESP-NOW with a Python… | 2 stars | No one-command install · Source | |
| 544 | 32.223 | ssh-chat-mcpmcp · ai-agents | Zero-config SSH/SFTP MCP server that lets an LLM client open temporary SSH/SFTP sessions to remote hosts, run commands, and upload/download files… | 2 stars | No one-command install · Source | |
| 545 | 32.223 | onchainiaintel-pqsmcp · ai-agents | Evaluates LLM prompts before execution with a quality score, letter grade, percentile, and dimensional breakdown. | 2 stars | No one-command install · Source | |
| 546 | 32.223 | nornir-mcp-servermcp · ai-agents | An MCP server that integrates Nornir with NAPALM and Netmiko, enabling LLMs to orchestrate multi-vendor network infrastructure through natural… | 2 stars | No one-command install · Source | |
| 547 | 32.223 | astrodynamics-mcpmcp · ai-agents | An MCP server that equips LLM clients with authoritative astrodynamics tools including TLE/SGP4 propagation, Lambert solving, ground-station access… | 2 stars | No one-command install · Source | |
| 548 | 32.223 | mcp-dota-2-match-analysis-servermcp · back-end | FastMCP server for Dota 2 match analysis using replay files and OpenDota API, with built-in coaching instructions for LLMs. | 2 stars | No one-command install · Source | |
| 549 | 32.223 | distill-mcpmcp · ai-agents | MCP bridge for Distill — let Claude, Cursor, or any MCP client rename files based on AI content analysis. 9 tools for renaming, suggestions (preview)… | 2 stars | No one-command install · Source | |
| 550 | 32.223 | retrieval-lensmcp · search | A black-box flight recorder for RAG retrieval inside MCP agents. Logs what chunks the model saw, scores, sources, and rankings - so you can audit… | 2 stars | No one-command install · Source | |
| 551 | 32.223 | mcp-offline-wikipediamcp · search | Provides offline search and retrieval of Wikipedia articles using Kiwix .zim files, enabling LLMs to access full Wikipedia content without internet. | 2 stars | No one-command install · Source | |
| 552 | 32.223 | toolpipermcp · browser | 300+ MCP tools for macOS, all on-device — local AI inference (llama.cpp on Metal), voice, vision OCR, local RAG, browser automation, and ~140 system… | 2 stars | No one-command install · Source | |
| 553 | 32.223 | the-rag-mcpmcp · database | An enterprise-ready MCP server that exposes a RAG tool for retrieving relevant context and metadata from a Qdrant vector database using natural… | 2 stars | No one-command install · Source | |
| 554 | 32.223 | neoforge-kb-mcpmcp · back-end | MCP server that provides RAG-based access to Neoforge Mod API documentation, enabling LLMs to query the latest Neoforge modding knowledge. | 2 stars | No one-command install · Source | |
| 555 | 32.223 | opensooq-mcpmcp · ai-agents | A read-only MCP server that gives LLM agents live access to OpenSooq, the largest classifieds marketplace in Kuwait, enabling search, pricing, seller… | 2 stars | No one-command install · Source | |
| 556 | 32.223 | forsale-mcpmcp · ai-agents | Exposes Kuwait's 4Sale marketplace to LLM agents through 62 tools for searching listings, evaluating prices, detecting scams, and more, enabling… | 2 stars | No one-command install · Source | |
| 557 | 32.223 | mcp-ebook-readmcp · ai-agents | A local MCP server that lets LLM agents read EPUB books and PDF documents with outline-first navigation, precise node reads, and local SQLite… | 2 stars | No one-command install · Source | |
| 558 | 32.223 | mcp-memory-graphdbmcp · ai-agents | A persistent graph-database memory server for Claude and other LLM agents, built on the Model Context Protocol and powered by DuckDB. | 2 stars | No one-command install · Source | |
| 559 | 32.223 | agent-wikimcp · ai-agents | An MCP server that enables AI agents to compile, refine, and interlink knowledge into a persistent wiki, replacing RAG with structured, curated… | 2 stars | No one-command install · Source | |
| 560 | 32.223 | fusionmcp · database | Enables LLMs to perform analytical SQL queries on PostgreSQL/MySQL databases via DuckDB, with tools for querying, aggregation, and materialized views. | 2 stars | No one-command install · Source | |
| 561 | 32.223 | solocrawlmcp · search | Enables web search, scraping, and live package version lookup for local LLMs, with no API keys required. | 2 stars | No one-command install · Source | |
| 562 | 32.223 | memory-db-mcp-servermcp · database | A lightweight vector-based memory system for AI agents with tools to store, semantically search, and delete memories, using your own embedding model. | 2 stars | No one-command install · Source | |
| 563 | 32.223 | web-fetch-mcpmcp · ai-agents | A web-fetch MCP server for LLM agents that fetches pages with an escalation ladder through different engines, raising FetchBlocked instead of… | 2 stars | No one-command install · Source | |
| 564 | 32.223 | mds-mcpmcp · ai-agents | A lightweight MCP server that exposes read-only Cisco MDS NX-OS show commands as tools, allowing LLM clients to inspect SAN fabric in plain language. | 2 stars | No one-command install · Source | |
| 565 | 32.223 | image-recognition-mcpmcp · ai-agents | Gives vision-less LLMs the ability to recognize clipboard screenshots and images by proxying to an OpenAI-compatible vision model. | 2 stars | No one-command install · Source | |
| 566 | 32.223 | manchittlab-the-crawlermcp · browser | Universal web scraper returning LLM-ready markdown with RAG chunking and PDF/DOCX support. | 2 stars | No one-command install · Source | |
| 567 | 32.223 | cortex-memory-mcpmcp · ai-agents | Persistent semantic memory MCP server for AI agents with hybrid search, LLM scoring, and decay engine, fully local. | 2 stars | No one-command install · Source | |
| 568 | 32.223 | llm-costmcp · back-end | Token cost math for LLM API calls: current per-million-token rates for 69 models across 17 providers, with local arithmetic for estimates, comparisons… | 2 stars | No one-command install · Source | |
| 569 | 32.223 | whyy9527-ariadnemcp · back-end | Cross-service API dependency graph for microservice codebases. Give it a business term or endpoint name; get back a ranked chain of GraphQL… | 2 stars | No one-command install · Source | |
| 570 | 32.223 | codemode-workersmcp · devops | Expose any API to an LLM agent as two sandboxed MCP tools (search + execute) on Cloudflare Workers. | 2 stars | No one-command install · Source | |
| 571 | 32.223 | skillgodmcp · ai-agents | An MCP server that automatically injects relevant skills, project memory, and routes complex tasks to specialist agents into AI coding tools like… | 2 stars | No one-command install · Source | |
| 572 | 32.223 | bookorbit-mcpmcp · search | An MCP server that allows LLMs to read and search the text of ebooks from Book Orbit, using a navigation-first approach with chapter listing and… | 2 stars | No one-command install · Source | |
| 573 | 32.223 | advanced-math-mcpmcp · ai-agents | Enables advanced mathematics operations including linear algebra, vector math, symbolic computation, and calculus through MCP tools. Designed for use… | 2 stars | No one-command install · Source | |
| 574 | 32.223 | aura-mcp-servermcp · ai-agents | Provides tools to cache answers, run local compute, and retrieve stats, reducing LLM calls by answering prompts for free when possible. | 2 stars | No one-command install · Source | |
| 575 | 32.223 | hermes-marketplace-toolsmcp · search | Provides MCP tools for searching and comparing products on Wildberries (and Ozon planned), including product search, detailed card retrieval, and… | 2 stars | No one-command install · Source | |
| 576 | 32.223 | vision-squeezermcp · ai-agents | LLM-native image optimization middleware & MCP server. Reduces vision model token consumption by preprocessing images into tile-boundary-aligned… | 2 stars | No one-command install · Source | |
| 577 | 32.223 | semantic-code-mcpmcp · search | A self-hosted semantic code retrieval MCP server that enables natural language queries to find relevant code snippets using Tree-sitter AST parsing… | 2 stars | No one-command install · Source | |
| 578 | 32.223 | jadx-rpcmcp · ai-agents | MCP server for analyzing Android APK, DEX, or JAR files via a headless jadx engine, enabling LLM agents to query decompiled code, symbols, call… | 2 stars | No one-command install · Source | |
| 579 | 32.223 | fullmt5mcpbyleomcp · ai-agents | Universal MCP server that enables AI assistants to control MetaTrader 5 directly, executing trades, managing data, and automating MT5 operations… | 2 stars | No one-command install · Source | |
| 580 | 32.223 | mcp-server-groqmcp · back-end | Enables AI tools to route high-speed inference and code analysis to Groq's LLaMA 3.3 70B engine via fast chat and code summarization tools. | 2 stars | No one-command install · Source | |
| 581 | 32.223 | modelatlasmcp · search | Enables LLMs to search open-source AI models by semantic meaning using directional coordinates and anchors, returning scored, ranked results in under… | 2 stars | No one-command install · Source | |
| 582 | 32.223 | membankmcp · database | LLM memory management system that stores corrections, preferences, decisions, and learnings in a local SQLite database with semantic search, exposed… | 2 stars | No one-command install · Source | |
| 583 | 32.223 | agent-kbmcp · search | A local-first knowledge base for LLM coding agents that indexes repository documentation, concept ontology, and build targets into Qdrant and exposes… | 2 stars | No one-command install · Source | |
| 584 | 32.223 | glm-4-6v-flash-mcp-servermcp · ai-agents | A Model Context Protocol server that wraps the free GLM-4.6V-Flash vision model, enabling text-only LLM clients like Codex, Cursor, and Claude Desktop… | 2 stars | No one-command install · Source | |
| 585 | 32.223 | mikes-moose-mcpmcp · ai-agents | An MCP server that provides LLMs with accurate, version-matched MOOSE framework knowledge to generate valid and idiomatic DCS mission code, with tools… | 2 stars | No one-command install · Source | |
| 586 | 32.223 | deepseek-visionmcp · ai-agents | MCP server that gives text-only LLMs vision capabilities by using a free multimodal model to perceive images, audio, and video, returning text for the… | 2 stars | No one-command install · Source | |
| 587 | 32.223 | agent-mailmcp · ai-agents | A NATS-backed mailbox for local LLM agents. Provides a simple way for AI coding agents to message and notify each other via a hostable MCP server. | 2 stars | No one-command install · Source | |
| 588 | 32.223 | axiom-advanced-math-mcpmcp · ai-agents | Provides an MCP server exposing compute, verify, and plot tools backed by Giac/Xcas for exact symbolic and numerical mathematics, enabling LLMs to… | 2 stars | No one-command install · Source | |
| 589 | 32.223 | systembridge-mcpmcp · ai-agents | MCP server that gives LLMs deep knowledge of design systems and tokens, enabling intelligent design evolution, token analysis, and… | 2 stars | No one-command install · Source | |
| 590 | 32.223 | p2pamcp · ai-agents | Headless, peer-to-peer context synchronization for local AI agents. It enables multiple LLM agents to share structured context and resolve state… | 2 stars | No one-command install · Source | |
| 591 | 32.223 | mannamcp · ai-agents | An MCP server exposing IVOA-compliant astronomical archives (NOIRLab Astro Data Lab, NRAO/ALMA, CADC, ESO, Gaia, …) to LLM clients. | 2 stars | No one-command install · Source | |
| 592 | 32.223 | dsh-vision-mcpmcp · ai-agents | Zero-dependency MCP server that equips text-only LLMs (e.g., DeepSeek) with vision by converting images to text descriptions via OpenAI-compatible… | 2 stars | No one-command install · Source | |
| 593 | 32.223 | picturereadermcp · ai-agents | Enables text-only LLMs to understand images by converting them into structured text grids (colors, textures, regions) and OCR via MCP tools. Runs… | 2 stars | No one-command install · Source | |
| 594 | 32.223 | geizhals-mcpmcp · ai-agents | An MCP server that lets an LLM search Geizhals, a leading German/DACH price-comparison site, for the cheapest offers on new products. | 2 stars | No one-command install · Source | |
| 595 | 32.223 | rocket-climcp · ai-agents | Rocket.Chat bridge with a local SQLite/FTS5 cache — CLI for humans, MCP server for LLM agents. | 2 stars | No one-command install · Source | |
| 596 | 32.223 | copalmcp · ai-agents | Copal is a self-hosted memory layer for LLMs, providing a persistent knowledge hub via MCP. It allows AI assistants to store and retrieve memory… | 2 stars | No one-command install · Source | |
| 597 | 32.223 | memory-fabricmcp · database | Enables AI coding assistants to store and retrieve project-aware context as plain Markdown files locally, with no cloud or vector database required. | 2 stars | No one-command install · Source | |
| 598 | 32.223 | rephonicmcp · ai-agents | Give AI agents and LLMs access to podcast data from Rephonic — covering 3+ million podcasts with listener estimates, demographics, contact details… | 2 stars | No one-command install · Source | |
| 599 | 32.223 | orbitmcpmcp · ai-agents | A lightweight, air-gapped desktop cockpit connecting local LLMs (Llama 3.2) to standard MCP tools with deterministic hardware safety, acting as an… | 2 stars | No one-command install · Source | |
| 600 | 32.223 | helldivers2-mcpmcp · ai-agents | Provides live Helldivers 2 galactic war data including war status, major orders, planet details, dispatches, Steam news, and DSS status to LLMs. | 2 stars | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.