Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1501 | 22.557 | fastcontext-hybrid-mcpmcp · ai-agents | MCP server for context-aware codebase exploration using FastContext model, combining LLM-guided search with fuzzy matching to find relevant code… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | pysince-mcpmcp · ai-agents | Provides tools for tracking file reads and staleness, enabling LLM agents to detect when files have changed between turns for improved context… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | oci-mcp-servermcp · ai-agents | An MCP server that exposes Oracle Cloud Infrastructure (OCI) control plane to LLM clients, enabling management of compute, networking, storage… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | paperwithcode-mcpmcp · back-end | MCP server that brings AI paper reading and code repository discovery from Hugging Face Papers into any MCP-compatible client. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | eleata-verify-mcpmcp · back-end | MCP server for verifying claims against evidence using natural language inference, providing verdicts like Supports, Refutes, or Not Enough Evidence. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | lerobot-mcpmcp · back-end | Typed MCP server for Hugging Face LeRobot workflows. Provides a structured, auditable interface for LeRobot CLI, examples, datasets, and dataset… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | consulting-mcp-servermcp · search | Exposes RAG and document intelligence pipelines as 8 composable tools for MCP-compatible clients, enabling querying, indexing, classifying… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | ragshieldmcp · ai-agents | RAG corpus poisoning detector that scans for embedding anomalies and backdoor triggers, with an MCP server for AI agent integration. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | llm-cost-guardmcp · ai-agents | MCP server for tracking LLM costs, setting spending limits, and receiving budget alerts directly within AI editors via slash commands like /guard. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | armbench-mcp-servermcp · back-end | Enables benchmarking and inference of LLMs on Arm64 cloud instances with KleidiAI optimizations, providing an MCP-compatible API for serving results. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | ai-test-pilotmcp · ai-agents | An MCP server that generates, runs, and triages tests by introspecting Python modules or web pages, using structured LLM outputs for scenario… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | mcp-k8s-deployermcp · devops | Enables LLMs to dynamically orchestrate containerized application deployments to a Kubernetes cluster, handling configuration validation, manifest… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | mythos-reasoning-mcpmcp · ai-agents | A deterministic verification gate for MCP clients that independently checks model outputs against evidence, contradictions, calibration, and… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | sonu-davinceresolve-mcpmcp · ai-agents | An MCP server that connects LLMs (Ollama, OpenAI, Anthropic) with desktop automation (mouse, keyboard, screenshots) using PyAutoGUI, with exclusive… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | skillmcpmcp · ai-agents | Serves project-specific skills and behavioral rules to AI agents via MCP, enabling automatic injection of behavioral rules and on-demand knowledge for… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | gwen-digestormcp · back-end | Model Context Protocol server for conversation compression that reduces token consumption using deterministic, embedding-free compression with… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | alihsh0-gemini-mediamcp · ai-agents | Generates videos and images using Google VEO 3.1 and Gemini Imagen 3 with async job management, multi-resolution support, and prompt engineering… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | shotgrid-mcpmcp · ai-agents | A lean MCP server giving LLM agents full access to the ShotGrid / Autodesk Flow Production Tracking API through 15 curated tools, including generic… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | mcp-apache-supersetmcp · database | Connects LLM clients to Apache Superset for querying charts, dashboards, datasets, databases, and executing SQL. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | advanced-mcp-http-servermcp · ai-agents | An HTTP-based MCP server that provides filesystem tools and code analysis, enabling LLMs to read, write, list files, and analyze code securely. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | sakenowa-mcpmcp · search | Enables LLMs to search, profile, and compare Japanese sake using a flavor-space engine, including similarity recommendations and side-by-side… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | warcraft-wiki-mcpmcp · back-end | MCP server that gives LLMs live access to warcraft.wiki.gg API documentation with behavioral notes, restrictions, and patch history for World of… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | snapstack-servermcp · browser | Enables MCP-capable LLM clients to read browser screenshots captured by the SnapStack extension, stored locally and served over Streamable HTTP. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | file-manager-mcpmcp · ai-agents | Enables AI agents and LLMs to perform comprehensive file system operations including CRUD, search, archive, hashing, and duplicate detection via the… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | protocol-sift-async-bridgemcp · ai-agents | A production-grade, type-safe MCP server for memory forensics via Volatility 3, enabling LLM-assisted incident response without timeouts or evidence… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | mcp-second-opinionmcp · ai-agents | An MCP server that queries a panel of LLMs from different providers via OpenRouter and returns their answers side by side, optionally synthesizing… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | mcp-appmcp · github-vcs | Fetches public GitHub repositories and uses an LLM to generate a json-render UI specification. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | rag-mcp-server-2mcp · database | A RAG knowledge base MCP server that adds vector search and reranking capabilities to opencode, supporting multimodal embeddings, multiple knowledge… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | apple-fm-mcpmcp · ai-agents | Exposes Apple's on-device 3B parameter LLM to Claude Code and Claude Desktop via MCP. Zero API cost, fully private, runs on Neural Engine. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | litellm-admin-mcpmcp · ai-agents | Exposes LiteLLM Proxy admin APIs as MCP tools for managing internal users, virtual keys, and spend logs via streamable-http, enabling agents to… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | confluencemcpmcp · ai-agents | MCP server for searching internal Confluence documentation with features like score-based ranking, noun extraction, and LLM query rewriting. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | sdwan-netops-public-examplemcp · back-end | Enables LLMs to create, onboard, and diagnose Cisco SD-WAN branch edges using MCP tools that interact with a FastAPI automation backend, with… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | pinterest-vision-mcpmcp · ai-agents | MCP server that gives AI agents visual intelligence — search Pinterest, analyze images with LLM vision, build a semantic reference library, and… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | fairchem-mcpmcp · ai-agents | An interactive MCP server for FAIRChem and ASE simulations that allows LLM agents to load a model once and steer relaxations, MD, NEB, phonons, and… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | aap-mcp-servermcp · ai-agents | Enterprise-grade MCP server exposing Ansible Automation Platform 2.x as a complete AI interface for LLMs, enabling natural language management of… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | contextcrumbmcp · ai-agents | ContextCrumb compresses long text, local files, and MCP catalog descriptions into denser context for LLM agents. It helps agents load more useful… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | nikhilntmcp · ai-agents | Track LLM token costs across Claude, GPT and Gemini. MCP server + CLI with optimization hints and $ savings estimates. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | semhoodmcp · search | AST-aware semantic code search engine for AI agents, enabling code retrieval by intent with call-graph context and optional LLM enrichment. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | voxell-forge-mcpmcp · back-end | MCP server for Forge's hosted text-embedding API, providing tools to embed text into vectors and list available models. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | rlm-mcpmcp · search | Implements the Recursive Language Model pattern, enabling LLMs to process arbitrarily long contexts through session-based document management… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | justice8096-sagemathmcp · ai-agents | Access SageMath's computer algebra system with 10 symbolic-math tools for LLMs. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | open-memorymcp · database | Gives AI tools (Copilot, Claude, etc.) access to a personal knowledge base stored as plain markdown files, indexed and searched via QMD (BM25 + vector… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | code-quality-mcpmcp · ai-agents | Provides deterministic Python code quality analysis using flake8, mypy, McCabe, and vulture, enabling LLMs to access real linting and type checking… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | brianmeyer-mollygraphmcp · database | Local-first self-improving knowledge graph for AI agents with three-layer entity extraction, parallel graph and vector retrieval, and automated LoRA… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | local-llm-delegation-mcpmcp · ai-agents | Optimizes token costs by intelligently delegating low-complexity tasks to local LLMs via LiteLLM, enabling cost-effective development workflows. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | achreftlili-code-indexmcp · database | SQLite-backed hybrid search combining vector embeddings and full-text search for code repositories. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | harness-to-mcpmcp · ai-agents | Exposes internal tools from agent harnesses (Claude Code, Codex, etc.) as a standard MCP server by intercepting LLM API calls. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | spacemandomains-top-gun-geo-lensmcp · search | Audits brand visibility across AI-powered search engines and LLM-indexed sources for Generative Engine Optimization. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | st-k8s-mcp-servermcp · devops | Exposes Kubernetes cluster management tools to LLMs, enabling querying pods, deployments, logs, metrics, and managing port forwards via natural… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | distillmcp · ai-agents | MCP server that provides a shared team knowledge base by transforming raw input into anonymous, factual knowledge via a local LLM before storage… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | json-contractsmcp · ai-agents | Contract registry and validator for structured JSON outputs from LLMs and agents. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | spatial-memory-mcpmcp · ai-agents | A persistent semantic memory system for LLMs with time-based decay, automatic memory capture, and spatial navigation tools for exploring knowledge… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | zero-core-verifymcp · ai-agents | Post-transaction outcome verification for agents using LLM-as-judge scoring. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | toonight-mnemoscopemcp · ai-agents | Observability layer for LLM agent memory systems with predictive context degradation scoring, signed audit journals, and hierarchical knowledge… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | promptlint-mcpmcp · ai-agents | A static analyzer for AI prompts that runs as a CLI and MCP server, enabling linting of system prompts, agent instructions, and tool descriptions to… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | buildin-mcpmcp · database | Enables LLMs to interact with Buildin.ai workspaces, providing tools to manage pages, databases, blocks, search, users, and convert Markdown content. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | bluesky-mcp-servermcp · ai-agents | MCP server for Bluesky/AT Protocol enabling LLM clients and agents to authenticate, search, post, like, follow, and manage chat on Bluesky. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | llm-brand-monitormcp · observabilityalso listed as llm-brand-monitor-mcp-server | Track how 350+ AI models mention your brand — monitor visibility, sentiment, and competitor mentions. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | mcp-delonghi-ecammcp · observability | Enables LLMs to control DeLonghi ECAM espresso machines over a local network, including brewing beverages, monitoring status, and managing machine… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | electronics-docs-mcp-servermcp · database | Provides LLMs with direct access to official vendor PDF documentation for electronics components (TI, ST, ADI) via a local SQLite full-text index and… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | scopa-mcp-servermcp · ai-agents | An MCP server for playing the Italian card game Scopa, supporting 2-4 players, Redis-backed event logging, real-time synchronization, and an optional… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | agentic-visionmcp · ai-agents | Enables LLMs to autonomously analyze camera images for occupational safety violations, generate risk reports per ISG regulations, and log violations… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | context-anchor-mcp-servermcp · ai-agents | Git-native MCP server for managing AI context across sessions. Enables LLMs to access project and feature context via markdown files, preserving… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | qmcpmcp · database | Semantic search server for code and documentation using Qdrant vector database. Supports multi-language indexing, live updates, and natural language… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | ai-mcp-systemmcp · back-end | An MCP-compatible RAG backend using LangGraph and FastAPI, enabling chaining of AI model logic with document context search. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | rxolve-artsciimcp · ai-agents | ASCII art generation for LLMs with 81 curated artworks, 100 kaomoji, diagrams, FIGlet banners, and image-to-ASCII conversion. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | llm-conveyorsmcp · ai-agents | Connects to the LLM Conveyors platform for job hunting, B2B sales outreach, resume management, and ATS scoring with pay-per-action pricing. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | flsteven87-llm-wikimcp · ai-agentsalso listed as llm-wiki-mcp | Persistent Karpathy-style LLM wiki with markdown pages your agent grows over time. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | mcp-docs-helpermcp · ai-agents | Enables LLMs to access MCP protocol specifications and TypeScript SDK documentation with context-aware search and code templates for building custom… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | mcp-knowledge-base-servermcp · database | A local knowledge base server that connects to AI assistants, turning markdown files into a semantically searchable memory layer via OpenAI embeddings… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | vaultbridgemcp · ai-agents | Secret management MCP server for AI coding agents that prevents secrets from entering the LLM context window by returning metadata only and using… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | preslaff-llama-local-llmmcp · back-end | Bridges MCP clients with local LLM models via llama-server or Ollama for GPU-accelerated text and code generation. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | preset-mcpmcp · ai-agents | MCP server for Preset (managed Apache Superset). Manage dashboards, charts, and datasets from Claude Code and other LLM agents. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | llm-benchmark-mcp-servermcp · ai-agents | Enables AI agents to compare LLM benchmarks, get pricing, and receive model recommendations for tasks and budgets. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | codetex-mcpmcp · database | A commit-aware code context manager for LLMs that indexes Git repositories into a multi-tier knowledge hierarchy (repo overviews, file summaries… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | locus-mcpmcp · back-end | MCP server for Locus, a local semantic dataspace manager powered by Ollama. It exposes all Locus HTTP endpoints as MCP tools to manage dataspaces… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | open-brainmcp · ai-agents | A remote MCP server enabling semantic memory across multiple AI platforms like Perplexity Comet and Claude Desktop, with vector embeddings for… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | mi25-tuning-mcpmcp · observability | Manages multi_llm-client operations for MI25/gfx900 GPUs, enabling configuration updates, inference execution, benchmarking, and performance log… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | snap-mcp-servermcp · back-end | A Model Context Protocol server that parses code, documents, data, and config files into structured database snapshots for targeted AI retrieval… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | newsapi-mcpmcp · back-end | A Model Context Protocol (MCP) server that provides real-time news intelligence using NewsAPI.ai. This server enables LLMs to search articles, track… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | modular-rag-mcp-server-2mcp · search | A fully modular RAG system with MCP protocol integration, enabling hybrid retrieval, multimodal support, and dual-mode transport for connecting to AI… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | xxo47oxx-spa-readermcp · ai-agents | Renders JavaScript single-page application pages via headless Chromium and extracts clean, LLM-ready Markdown content. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | douyin-mcp-servermcp · ai-agents | An MCP server that enables LLMs to automatically upload videos to the Douyin (TikTok China) creator platform with features like automated login, smart… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | cloud-commandmcp · devops | Enables LLMs to create, destroy, and manage AWS EC2 instances, including running commands via interactive shells. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | msfixer101-idea-basinmcp · database | Connects to an Idea Basin knowledge graph for semantic search, node browsing, and resource saving with vector embeddings. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | mcp-log-analyzermcp · observability | Analyzes log files locally using Ollama and files structured GitHub Issues automatically, with all processing kept on your machine. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | povmcp · ai-agents | Enables LLM agents to capture screenshots, control mouse/keyboard, and manage windows on desktop platforms, primarily Windows, via an MCP server. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | localstack-mcp-servermcp · devops | Exposes LocalStack-managed AWS services as AI-agent tools, enabling LLMs and AI agents to interact with local AWS infrastructure during development… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | fiware-orion-mcpmcp · ai-agents | MCP server for FIWARE Orion Context Broker enabling LLMs to manage NGSI-v2 context entities like IoT devices, sensors, and vehicles. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | ollama-websearch-mcpmcp · back-end | Enables performing web searches and fetching web page content via Ollama's hosted APIs, providing search results and raw page data. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | geoscore-mcp-servermcp · back-end | Enables scanning websites for AI search readiness, generating fixes like llms.txt, and comparing GEO scores across domains. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | huanwang0-privacyguardmcp · ai-agents | Routes sensitive prompts to local Ollama instances instead of cloud LLMs using keyword-based pattern matching for PII, PHI, and credential detection. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | cognos-session-memorymcp · ai-agents | Enables persistent session memory for LLMs by trust-scoring and injecting verified context between conversations. | 1 star | No one-command install · Source | |
| 1501 | 22.557 | vault-mcpmcp · ai-agents | Enables LLM agents to securely use credentials like passwords and API keys without exposing them in the context window, through encrypted storage and… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | lfm2-5-localmcp · ai-agents | Run Liquid AI's LFM2.5 model locally on Mac with a chat UI and MCP server for integration with Claude Desktop, Cursor, and other tools. Offers fast… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | mcp-crawl4ai-ragmcp · search | A database-agnostic MCP server that integrates web crawling with Retrieval Augmented Generation, supporting multiple AI providers and vector database… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | hansdoebel-lancedbmcp · database | Zed editor extension integrating LanceDB vector database for document ingestion with auto-embeddings, vector search, full-text search, and hybrid… | 1 star | No one-command install · Source | |
| 1501 | 22.557 | docs-to-aimcp · search | Enables LLMs to query documents using semantic search, supporting PDFs, Word, Excel, and more. Organizes documents by topics from folder structure and… | 1 star | 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.