Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1001 | 53.186 | skill-searchmcp · database | Semantic, on-demand skill retrieval for Claude Code that saves tokens and improves skill discovery by replacing the native skill listing with vector… | 8 stars | No one-command install · Source | |
| 1002 | 53.186 | wikimoth-mcp-servermcp · database | Enables deterministic, token-minimal multi-hop retrieval from a vault of [[wikilink]] notes via the Model Context Protocol, allowing LLMs to answer… | 8 stars | No one-command install · Source | |
| 1003 | 53.186 | aiwiki-mcpmcp · search | Search and read AiWiki — an encyclopedia of AI-coding pitfalls and LLM privacy protection written from the AI's first-person perspective. 120+… | 8 stars | No one-command install · Source | |
| 1004 | 53.985 | jmh-readability-parsermcp · ai-agents | Extracts and transforms webpage content into clean, LLM-optimized Markdown by removing non-essential elements while preserving key metadata. | 4 stars · 3 forks | No one-command install · Source | |
| 1005 | 53.985 | cappahccino-supabasemcp · database | Enables Claude and other LLMs to interact with Supabase databases and Edge Functions through a secure API for performing CRUD operations and invoking… | 4 stars · 3 forks | No one-command install · Source | |
| 1006 | 53.985 | knowflow-mcpmcp · search | A unified knowledge retrieval tool for MCP-compatible LLMs, enabling structured external knowledge access from local files and future integrations. | 4 stars · 3 forks | No one-command install · Source | |
| 1007 | 53.985 | mcp-xiaozhi-servermcp · ai-agents | Enables to modify and manage XiaoZhi platform agents, including changing LLM, TTS, voice, role template, and name, as well as retrieving agent list… | 4 stars · 3 forks | No one-command install · Source | |
| 1008 | 53.985 | helpful-ais-triplyfy-mcpmcp · ai-agents | An MCP server that lets LLMs plan and manage itineraries with interactive maps in Triplyfy; manage itineraries, places and notes, and search/save… | 4 stars · 3 forks | No one-command install · Source | |
| 1009 | 53.985 | telegram-mcp-2mcp · comms | Enables LLMs to send notifications and receive responses via Telegram. | 4 stars · 3 forks | No one-command install · Source | |
| 1010 | 53.985 | nsantra-rag-document-searchmcp · database | Provides document embedding, semantic search, and citation generation using ChromaDB vector storage with PDF ingestion, configurable chunking… | 4 stars · 3 forks | No one-command install · Source | |
| 1011 | 53.985 | kimdonghwi94-web-analyzer-mcpmcp · search | Extracts clean web content for RAG and provides Q&A about web pages. | 4 stars · 3 forks | No one-command install · Source | |
| 1012 | 53.985 | super-mcp-ocr-deepseekmcp · ai-agents | An MCP server that gives text-only LLMs like DeepSeek vision capabilities by OCRing images, PDFs, Office documents, and text files into pure text. It… | 4 stars · 3 forks | No one-command install · Source | |
| 1013 | 53.985 | spences10-embedding-searchmcp · database | Provides embedding search capabilities for transcripts using a SQLite database, enabling efficient semantic retrieval of relevant text segments for… | 4 stars · 3 forks | No one-command install · Source | |
| 1014 | 54.833 | veritymcp · ai-agents | A multi-agent verification MCP server that uses cross-family LLM critics, NLI, and consistency checks to minimize hallucinations and false claims in… | 9 stars | No one-command install · Source | |
| 1015 | 54.833 | llm-busmcp · ai-agents | MCP server that provides a live coordination layer for AI agents, including attributable handoffs, a shared event ledger, atomic work-claiming, and… | 9 stars | No one-command install · Source | |
| 1016 | 54.833 | zvec-mcp-bridgemcp · database | Indexes project source files into a local Zvec vector database and provides semantic search through MCP tools, enabling natural-language queries over… | 9 stars | No one-command install · Source | |
| 1017 | 54.833 | janusmcpmcp · auth | Local, open-source multi-account MCP broker — one endpoint, every account. Add credentials once and switch identity without reconnecting, from any LLM… | 9 stars | No one-command install · Source | |
| 1018 | 54.833 | redconmcp · ai-agents | Deterministic repository context packing for AI coding agents: selects, compresses, and budgets only the files a task needs. Measured 83% fewer input… | 9 stars | No one-command install · Source | |
| 1019 | 55.168 | newaiteesollamamcp · other | Bridges AI assistants with locally-hosted Ollama models for complex reasoning tasks, providing tools for task decomposition and result evaluation… | 6 stars · 1 fork | No one-command install · Source | |
| 1020 | 55.168 | rest-to-mcpmcp · back-end | A bridge that enables any LLM to access and interact with documented REST APIs through the Model Context Protocol (MCP). | 6 stars · 1 fork | No one-command install · Source | |
| 1021 | 55.168 | mcp-github-readermcp · github-vcs | A lightweight MCP server for bringing GitHub repositories into context for large language models, enabling repository analysis, file access, and… | 6 stars · 1 fork | No one-command install · Source | |
| 1022 | 55.168 | doc-ingestor-mcpmcp · back-end | An MCP server that uses Docling to convert PDFs, Office documents, images, audio, and more into clean Markdown for AI processing and RAG pipelines. | 6 stars · 1 fork | No one-command install · Source | |
| 1023 | 55.168 | netforensicmcpmcp · ai-agents | An MCP server for offline network forensic analysis and threat intelligence, enabling LLMs to analyze PCAP files, extract streams, detect threats, and… | 6 stars · 1 fork | No one-command install · Source | |
| 1024 | 55.168 | code-flowmcp · database | Provides semantic code analysis and search capabilities for Python codebases through AST extraction, call graph generation, and vector embeddings… | 6 stars · 1 fork | No one-command install · Source | |
| 1025 | 55.168 | zero-abd-llmmcpmcp · back-end | Real-time LLM API documentation to prevent hallucinated API calls. | 6 stars · 1 fork | No one-command install · Source | |
| 1026 | 55.168 | llmmcpmcp · ai-agents | Provides real-time, up-to-date documentation for major LLM providers (OpenAI, Anthropic, Google Gemini) to prevent hallucinations and outdated code… | 6 stars · 1 fork | No one-command install · Source | |
| 1027 | 55.168 | conductormcp · ai-agents | Provides a persistent hierarchical task tree for LLM agents, enabling them to decompose work, track progress, record results, and handle failures… | 6 stars · 1 fork | No one-command install · Source | |
| 1028 | 55.168 | mempalace-jsmcp · ai-agents | A local-first, zero-LLM memory system and MCP server that gives AI assistants a searchable, structured persistent memory using a spatial metaphor. | 6 stars · 1 fork | No one-command install · Source | |
| 1029 | 55.168 | irahulstomar-brainmcp · search | Manages a local Markdown notes knowledge base with hybrid search using Ollama and Chroma. | 6 stars · 1 fork | No one-command install · Source | |
| 1030 | 55.168 | mcp-fetch-nodemcp · ai-agents | A Node.js port of the official Fetch MCP server that enables LLMs to fetch and extract web page content as markdown, with support for pagination… | 6 stars · 1 fork | No one-command install · Source | |
| 1031 | 55.168 | oohiyorioo-neo-memorymcp · ai-agents | Graph-based memory system using embedded KuzuDB with local ONNX embeddings for coding agents. | 6 stars · 1 fork | No one-command install · Source | |
| 1032 | 55.168 | derberg-opencranemcp · search | Extensible RAG library for building AI-powered documentation search with semantic search, keyword matching, and hybrid retrieval. | 6 stars · 1 fork | No one-command install · Source | |
| 1033 | 55.168 | jarbobomcp · ai-agents | Enables LLMs to draw interactive diagrams (architecture, sequence, class) inside the editor, with clickable nodes that jump to source code. | 6 stars · 1 fork | No one-command install · Source | |
| 1034 | 55.168 | mem0-mcp-togglemcp · ai-agents | A local Mem0 MCP server for macOS with a menu bar toggle, storing memories locally in Chroma and using any OpenAI-compatible LLM for fact extraction. | 6 stars · 1 fork | No one-command install · Source | |
| 1035 | 55.168 | neural-stimulusmcp · ai-agents | An MCP server that provides persistent semantic memory for LLMs by building a concept graph with vector search. It enables storing, linking, and… | 6 stars · 1 fork | No one-command install · Source | |
| 1036 | 55.168 | strand-ai-paper-intelligencemcp · search | Converts PDFs into searchable markdown with local embeddings for semantic search, enabling efficient document retrieval without loading entire papers… | 6 stars · 1 fork | No one-command install · Source | |
| 1037 | 55.168 | mitmproxy-mcpmcp · ai-agents | A lightweight MCP server built on mitmproxy that lets LLMs capture, inspect, replay, and modify HTTP traffic through a set of focused tools. | 6 stars · 1 fork | No one-command install · Source | |
| 1038 | 55.168 | fpf-memorymcp · ai-agents | This MCP server provides a deterministic index of the First Principles Framework (FPF) spec, enabling agents to query patterns, routes, and relations… | 6 stars · 1 fork | No one-command install · Source | |
| 1039 | 55.238 | tickerr-live-statusmcp · auth | Real-time status, pricing, and inference latency for 90+ AI tools. Agent-reported failure signals with live fallback routing. No auth required. | 3,625 installs | No commit datelisted | No one-command install · Source |
| 1040 | 55.515 | kipsmcp · database | Personal data management MCP server that stores and queries notes, tasks, conversations, and auth in SQLite, enabling LLMs to interact with the… | 5 stars · 2 forks | No one-command install · Source | |
| 1041 | 55.515 | wn01011-llm-token-trackermcp · ai-agents | Token usage tracker for OpenAI and Claude APIs with MCP support, real-time session tracking, and accurate pricing for 2025 models | 5 stars · 2 forks | No one-command install · Source | |
| 1042 | 55.515 | semantic-search-mcpmcp · database | Provides semantic code search over codebases using local embeddings with natural language queries. Supports hybrid search, file watching, and respects… | 5 stars · 2 forks | No one-command install · Source | |
| 1043 | 55.515 | mpnikhil-lenny-ragmcp · search | Semantic search over Lenny Rachitsky's podcast transcripts using ChromaDB and BGE embeddings for product strategy insights. | 5 stars · 2 forks | No one-command install · Source | |
| 1044 | 55.515 | mistmind-mcp-servermcp · back-end | Enables LLMs to interact with the Juniper Mist API via a dynamic index and sandboxed code execution, allowing search and execution of all 1,011… | 5 stars · 2 forks | No one-command install · Source | |
| 1045 | 55.515 | duonglabs-codeintelmcp · database | AI-powered semantic code search using vector embeddings for contextual code loading. | 5 stars · 2 forks | No one-command install · Source | |
| 1046 | 55.515 | rhoai-observability-mcpmcp · observability | Provides AI assistants with direct access to Red Hat OpenShift AI observability data, enabling querying of Prometheus metrics, Alertmanager alerts… | 5 stars · 2 forks | No one-command install · Source | |
| 1047 | 55.515 | mcp-email-servermcp · back-end | Enables LLMs to read, send, and manage emails via POP3 and SMTP with TLS support. | 5 stars · 2 forks | No one-command install · Source | |
| 1048 | 55.515 | fenderstudiopromcpmcp · ai-agents | An MCP server that turns PreSonus Studio One into an AI-controllable DAW, enabling production workflows like editing, MIDI manipulation, mixing… | 5 stars · 2 forks | No one-command install · Source | |
| 1049 | 55.515 | mcp-ollama-pythonmcp · back-end | A Python MCP server that exposes local Ollama models as tools for AI assistants, enabling chat, generation, embeddings, and model management without… | 5 stars · 2 forks | No one-command install · Source | |
| 1050 | 55.515 | rucio-mcpmcp · ai-agents | An MCP server that exposes Rucio distributed data management operations as tools for LLMs. Designed for ATLAS physicists working with grid data on… | 5 stars · 2 forks | No one-command install · Source | |
| 1051 | 55.515 | local-delegatemcp · ai-agents | Delegates mechanical text-to-text tasks to a local LLM to save Claude subscription quota, reading files server-side so large content never enters… | 5 stars · 2 forks | No one-command install · Source | |
| 1052 | 55.515 | bacnet-mcp-servermcp · ai-agents | A lightweight MCP server that connects LLM agents to BACnet devices for building automation, enabling real-time monitoring, actuation, and task… | 5 stars · 2 forks | No one-command install · Source | |
| 1053 | 56.183 | synapse-memorymcp · ai-agents | A lightweight MCP server that provides long-term memory for LLMs by storing and retrieving important facts, decisions, and preferences through smart… | 10 stars | No one-command install · Source | |
| 1054 | 56.183 | nan-mcp-servermcp · back-end | MCP server exposing NaN API media tools (image generation/editing, text-to-speech, speech-to-text, embeddings, reranking) for any MCP-compatible… | 10 stars | No one-command install · Source | |
| 1055 | 57.245 | samanthamcp · ai-agents | MCP server that dynamically extracts and manages user memory from LLM conversations, enabling consistent personalization across different models. | 7 stars · 1 fork | No one-command install · Source | |
| 1056 | 57.245 | task-manager-mcpmcp · ai-agents | An MCP server that automates project task breakdown, dependency management, and smart task recommendations, integrating with LLMs like Gemini and… | 7 stars · 1 fork | No one-command install · Source | |
| 1057 | 57.245 | pltm-claudemcp · ai-agents | An MCP server that gives Claude Desktop persistent memory, self-awareness, epistemic hygiene, and genuine agency across conversations with a typed… | 7 stars · 1 fork | No one-command install · Source | |
| 1058 | 57.245 | myco-brainmcp · ai-agents | Myco Brain gives AI agents persistent, source-traceable memory and a knowledge graph on your own Postgres. Capture decisions, repos, and docs, then… | 7 stars · 1 fork | No one-command install · Source | |
| 1059 | 57.245 | timescale-tiger-skillsmcp · ai-agents | Provider-agnostic skills framework for extending LLM capabilities | 7 stars · 1 fork | No one-command install · Source | |
| 1060 | 57.245 | tiger-skills-mcp-servermcp · ai-agents | Emulates Claude Skills with any LLM via MCP, enabling agents to use modular skill packages for specialized workflows and tool integrations. | 7 stars · 1 fork | No one-command install · Source | |
| 1061 | 57.245 | yamaru-eu-hardware-probemcp · ai-agents | Analyzes hardware performance, GPU diagnostics, and LLM optimization guidance to help evaluate system capabilities for running AI workloads. | 7 stars · 1 fork | No one-command install · Source | |
| 1062 | 57.245 | aplaceforallmystuff-threat-intelmcp · other | Unified threat intelligence from OTX, AbuseIPDB, GreyNoise, and abuse.ch | 7 stars · 1 fork | No one-command install · Source | |
| 1063 | 57.245 | aplaceforallmystuff-tailscalemcp · observability | Provides read-only access to Tailscale network management for monitoring device status, tracking client updates, and generating network statistics… | 7 stars · 1 fork | No one-command install · Source | |
| 1064 | 57.245 | bumi-mcpmcp · ai-agents | MCP server for controlling the Noetix Bumi humanoid robot via ROS 2, with support for autonomous mission planning using LLMs and computer vision. | 7 stars · 1 fork | No one-command install · Source | |
| 1065 | 57.245 | vectorsmithmcp · database | Turns a tools.yaml contract into typed, tenant-guarded vector database tools that agents can use via Python imports or MCP. | 7 stars · 1 fork | No one-command install · Source | |
| 1066 | 57.245 | doc-bridgemcp · ai-agents | Turn repository documentation into deterministic, executable handoffs for coding agents through MCP, CLI, and CI—without an LLM or API key. | 7 stars · 1 fork | No one-command install · Source | |
| 1067 | 57.245 | serum-mcpmcp · ai-agents | An MCP server that lets users generate, edit, and save Xfer Serum 2 presets from plain-English descriptions directly through MCP clients like Claude… | 7 stars · 1 fork | No one-command install · Source | |
| 1068 | 57.311 | vector-mcp-2mcp · database | Integrates RAG into AI agents via MCP Server, supporting multiple vector database technologies for collection management and search operations. | 11 stars | No one-command install · Source | |
| 1069 | 57.311 | ricky610329-mupmcp · front-end | Convert HTML MUP panels into interactive UI tools for LLMs. | 11 stars | No one-command install · Source | |
| 1070 | 57.311 | mup-mcp-servermcp · front-end | Enables LLM chat interfaces to load and interact with interactive UI components (MUPs) such as slides, PDF readers, and sound pads, allowing both… | 11 stars | No one-command install · Source | |
| 1071 | 57.311 | adaptive-llm-gatewaymcp · ai-agents | Exposes an OpenAI- and Anthropic-compatible HTTP, SSE, and stdio gateway that wraps multiple subscription CLIs, adding prompt-injection defense, PII… | 11 stars | No one-command install · Source | |
| 1072 | 57.364 | jenkins-mcp-servermcp · back-end | Enables LLMs to access Jenkins job data, trigger builds, and manage Jenkins tasks through a standardized interface. | 5 stars · 3 forks | No one-command install · Source | |
| 1073 | 57.364 | zoharbabin-kalturamcp · other | Enables Large Language Models to interact with the Kaltura Media Management Platform, providing comprehensive media operations like listing… | 5 stars · 3 forks | No one-command install · Source | |
| 1074 | 57.364 | appdynamics-mcp-servermcp · back-end | A Model Context Protocol server that gives LLM clients full access to your AppDynamics monitoring data — plus the ability to create and manage… | 5 stars · 3 forks | No one-command install · Source | |
| 1075 | 57.364 | sentinelxmcp · ai-agents | Hosted MCP hub for managing Linux servers through an LLM — install an agent per host, then interact via natural language. | 5 stars · 3 forks | No one-command install · Source | |
| 1076 | 57.754 | karellen-jdb-mcpmcp · back-end | Enables LLMs to debug Java applications using JDB, supporting breakpoints, stepping, expression evaluation, thread analysis, and more. | 3 stars · 4 forks | No one-command install · Source | |
| 1077 | 57.754 | agent-searchmcp · search | A self-hosted, MCP-native web-search backend for AI agents that provides meta-search, clean extraction, RAG with citations, and GitHub project… | 3 stars · 4 forks | No one-command install · Source | |
| 1078 | 57.927 | mcp-taskmcp · comms | Enables LLMs to interact with any ERPNext instance through comprehensive CRUD operations, advanced permissions, and a web chat interface. | 1 star · 5 forks | No one-command install · Source | |
| 1079 | 57.959 | langsmith-traced-openai-agentmcp · ai-agents | LangSmith Traced OpenAI Agent: composes langchain-core + langchain-openai + langsmith + openai — orchestration, observability, llm-client via A2A +… | 4,178 installs | No commit datelisted | No one-command install · Source |
| 1080 | 58.185 | rahgadda-openapimcp · back-end | Enables LLMs to interact with REST APIs by dynamically generating tools from OpenAPI specifications, allowing models to execute HTTP requests against… | 6 stars · 2 forks | No one-command install · Source | |
| 1081 | 58.185 | webdriverio-mcp-servermcp · ai-agents | A Model Context Protocol server that acts as a bridge, allowing LLMs and AI agents to control a web browser using WebdriverIO. | 6 stars · 2 forks | No one-command install · Source | |
| 1082 | 58.185 | cont3xtmcp · ai-agents | Virtual Infinite Context for Agents and LLMs - maintains a continuous rolling context window, surfacing relevant memories while respecting token… | 6 stars · 2 forks | No one-command install · Source | |
| 1083 | 58.185 | mcp-imap-servermcp · back-end | Enables LLMs to read, search, and manage emails via IMAP with secure, read-only access to email accounts. | 6 stars · 2 forks | No one-command install · Source | |
| 1084 | 58.185 | rag-anything-mcp-servermcp · back-end | Enables advanced RAG with knowledge graphs, supporting document ingestion, multimodal extraction, and multiple query modes (naive, local, global… | 6 stars · 2 forks | No one-command install · Source | |
| 1085 | 58.185 | topazlabs-mcpmcp · ai-agents | AI image enhancement for LLMs. An MCP server that lets Claude and other AI assistants enhance images using Topaz Labs AI models. | 6 stars · 2 forks | No one-command install · Source | |
| 1086 | 58.185 | local-env-mcpmcp · database | Exposes your local machine's filesystem, git, shell, network, databases, and system to any MCP-compatible LLM client over HTTP. | 6 stars · 2 forks | No one-command install · Source | |
| 1087 | 58.185 | fast-diff-mcp-servermcp · back-end | A high-performance Model Context Protocol server that provides text diffing capabilities, enabling LLMs to compare two blocks of text and receive… | 6 stars · 2 forks | No one-command install · Source | |
| 1088 | 58.290 | acrawlmcp · ai-agents | Autonomous LLM-powered web crawler with 17 browser tools and goal-driven agent. Single Rust binary with stealth browsing, provider-agnostic LLM… | 12 stars | No one-command install · Source | |
| 1089 | 58.290 | mcp-retrievalmcp · back-end | An MCP server providing web search, image search, and page scraping tools to LLMs without requiring API keys. | 12 stars | No one-command install · Source | |
| 1090 | 58.290 | levelfield-mcp-servermcp · back-end | Enables agents to assess structural information-asymmetry risk in prediction-market event contracts from contract text alone, with deterministic… | 12 stars | No one-command install · Source | |
| 1091 | 58.290 | mcp-reposkeinmcp · ai-agents | Deterministic code-graph (GraphRAG) over your repo for LLM agents — local-first, git-native, zero-infra, served via MCP. Python, TS/JS, Rust, Go… | 12 stars | No one-command install · Source | |
| 1092 | 58.969 | identimoji-emojikeymcp · database | Integrates with Supabase to persist and retrieve LLM interaction styles using emojikeys, enabling consistent personalized experiences across… | 4 stars · 4 forks | No one-command install · Source | |
| 1093 | 58.969 | ansible-aapmcp · observability | Enables LLMs to discover and launch Ansible job templates on Ansible Automation Platform, monitor job status, and retrieve outputs. | 4 stars · 4 forks | No one-command install · Source | |
| 1094 | 58.969 | tilt-mcp-servermcp · observability | Enables LLMs and AI assistants to interact with Tilt development environments, providing tools to list resources, fetch logs, and monitor status. | 4 stars · 4 forks | No one-command install · Source | |
| 1095 | 58.969 | proms-mcp-servermcp · ai-agents | A lean MCP server that provides LLM agents with transparent access to multiple Prometheus instances for metrics analysis and SRE operations. | 4 stars · 4 forks | No one-command install · Source | |
| 1096 | 58.969 | io-github-kiranreddi-sentinel-dvmcp · ai-agents | Provides LLMs and AI agents safe, structured, read-only access to verification artifacts for deterministic triage and root-cause analysis. Supports… | 4 stars · 4 forks | No one-command install · Source | |
| 1097 | 59.029 | mcp-agent-servermcp · ai-agents | A hub for creating and managing AI agents that connect to MCP-compatible clients, supporting multiple LLM providers and enabling agent composition and… | 8 stars · 1 fork | No one-command install · Source | |
| 1098 | 59.029 | subhashdasyam-mem0-servermcp · ai-agents | Provides persistent memory capabilities through dual-server architecture combining Mem0 AI with Neo4j graph intelligence, enabling context retention… | 8 stars · 1 fork | No one-command install · Source | |
| 1099 | 59.029 | agent-nexusmcp · ai-agents | Service-boundary-aware document exchange center for coordinating heterogeneous LLM code agents via MCP. Versioned Markdown store, pub-sub… | 8 stars · 1 fork | No one-command install · Source | |
| 1100 | 59.029 | analyticsinmotion-listenmcp · ai-agents | Microphone capture and speech-to-text MCP server using whisper.cpp for STT and Ollama for local LLM processing. | 8 stars · 1 fork | 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.