Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1101 | Unranked | mcp-trust-scannermcp · ai-agents | Scans MCP tools for trust drift, composition risks, and runtime policy violations, with optional LLM explanations. | No signals yet | No one-command install · Source | |
| 1102 | Unranked | agentic-mcp-solutionmcp · ai-agents | A modular backend that connects language models to real-world tools like Gmail and Google Docs via MCP server abstractions, enabling agentic workflows… | No signals yet | No one-command install · Source | |
| 1103 | Unranked | openclaw-consensusmcp · ai-agents | Multi-LLM consensus scoring with disagreement detection and cost-optimized model routing. | No signals yet | No one-command install · Source | |
| 1104 | Unranked | cognitivebiaslabs-mcpmcp · ai-agents | An MCP server that enables LLMs to detect cognitive biases and logical fallacies in text, list supported biases, and provide links to relevant… | No signals yet | No one-command install · Source | |
| 1105 | Unranked | llm-memory-toolmcp · ai-agents | MCP server that enables persistent, hybrid, local memory for LLM agents, with vector + BM25 search, knowledge graph, and policy-driven retention… | No signals yet | No one-command install · Source | |
| 1106 | Unranked | finpilot-aimcp · ai-agents | An MCP server that transforms standard LLMs into autonomous investment bankers, enabling live market data retrieval, fundamental ratio calculations… | No signals yet | No one-command install · Source | |
| 1107 | Unranked | brain-fight-mcpmcp · ai-agents | An MCP server that stages Angel vs Devil inner conflict debates with deterministic relationship, memory, and turn management, letting client LLMs… | No signals yet | No one-command install · Source | |
| 1108 | Unranked | mcp-enterprise-aiops-agentmcp · ai-agents | An MCP server that enables autonomous self-healing AIOps by monitoring system metrics and executing dynamic remediation through LLM-driven tool… | No signals yet | No one-command install · Source | |
| 1109 | Unranked | ailab-rip-mcp-appmcp · ai-agents | A demo MCP server that exposes stock-quote tools to LLMs via FastMCP over streamable HTTP. It can be deployed to AWS ECS and integrated with ChatGPT… | No signals yet | No one-command install · Source | |
| 1110 | Unranked | perf-mcpmcp · ai-agents | Enables LLMs to analyze Linux perf data files using 26 perf analysis commands, including report, script, annotate, and more, through typed tool… | No signals yet | No one-command install · Source | |
| 1111 | Unranked | pubdata-mcpmcp · ai-agents | Enables querying Korean public datasets (apartment prices, weather, air quality) via natural language using an MCP server and local LLM agent. | No signals yet | No one-command install · Source | |
| 1112 | Unranked | wtrl-mcpmcp · ai-agents | Assist LLM writing Waterloo Docstrings, a format with emphasis on machine-verifyable normativity. | No signals yet | No one-command install · Source | |
| 1113 | Unranked | notmuchmcp · ai-agents | An MCP server that exposes a local notmuch email database to an LLM client such as Claude. It is read-first: searching, reading, and understanding… | No signals yet | No one-command install · Source | |
| 1114 | Unranked | agentic-rag-mcp-servermcp · ai-agents | MCP server providing tools for entity extraction, query refinement, and relevance checking to build Agentic RAG applications. | No signals yet | No one-command install · Source | |
| 1115 | Unranked | qiuchimcp · ai-agents | A production-grade MCP server framework with plugin system, middleware pipeline, and multi-transport support for building LLM tool services. | No signals yet | No one-command install · Source | |
| 1116 | Unranked | ligo-mcpmcp · ai-agents | A gravitational-wave detection pipeline combining lightweight signal-processing with an LLM triage layer, featuring a pre-registered evaluation… | No signals yet | No one-command install · Source | |
| 1117 | Unranked | llm-wikimcp · ai-agents | Builds a local, citation-aware wiki from an approved project scope and exposes it as an MCP server with a single read-only tool for agents to explore… | No signals yet | No one-command install · Source | |
| 1118 | Unranked | chainmemory-mcpmcp · ai-agents | Cross-model, cryptographically verifiable memory for AI agents, enabling portable, encrypted memory and project state management across different LLMs… | No signals yet | No one-command install · Source | |
| 1119 | Unranked | atlassian-marketplace-mcpmcp · ai-agents | Exposes Atlassian Marketplace vendor APIs as 95 MCP tools, 3 resources, and 4 prompts, enabling LLMs to manage licenses, promotions, reviews, and… | No signals yet | No one-command install · Source | |
| 1120 | Unranked | antibrowser-mcpmcp · ai-agents | Enables LLM agents to browse and interact with web pages using a stealth Chromium browser, with an accessibility-tree interface for low token usage. | No signals yet | No one-command install · Source | |
| 1121 | Unranked | mcp-geo-servermcp · ai-agents | Enables natural language interaction with a GeoServer instance for managing workspaces, datastores, feature types, layers, styles, and OGC services… | No signals yet | No one-command install · Source | |
| 1122 | Unranked | mcp-arrstackmcp · ai-agents | MCP server that enables local LLMs to manage a home media stack including Radarr, Sonarr, Prowlarr, and others. | No signals yet | No one-command install · Source | |
| 1123 | Unranked | marl-book-mcpmcp · ai-agents | Provides an LLM with search, page retrieval, and chapter reading capabilities for the book 'Multi-Agent Reinforcement Learning: Foundations and Modern… | No signals yet | No one-command install · Source | |
| 1124 | Unranked | mcp-context-dedupmcp · ai-agents | Compresses verbose MCP output by deduplicating repeated lines and summarizing JSON arrays, achieving 60-80% token savings for LLM prompts. | No signals yet | No one-command install · Source | |
| 1125 | Unranked | handy-prompt-labmcp · ai-agents | MCP server for building a user-approved transcript corpus from Handy, optimizing post-processing prompts against LM Studio, and promoting winning… | No signals yet | No one-command install · Source | |
| 1126 | Unranked | smart-bug-triagemcp · ai-agents | MCP server that triages GitHub issues by classifying, ranking priority, and assigning an engineer using a local LLM (Ollama) with full traceability. | No signals yet | No one-command install · Source | |
| 1127 | Unranked | local-llm-delegatormcp · ai-agents | MCP server that enables delegation of small coding implementations to a cheaper language model with propose_patch and apply_patch tools, while the… | No signals yet | No one-command install · Source | |
| 1128 | Unranked | vram-mcpmcp · ai-agents | Enables AI agents to inspect and free NVIDIA GPU VRAM by managing Ollama models, helping make room for loading new models. | No signals yet | No one-command install · Source | |
| 1129 | Unranked | decroche-mcpmcp · ai-agents | Deterministic MCP server for job-landing pipeline that parses CVs into validated JSON Resume, detects sections, scores parse confidence, and exposes… | No signals yet | No one-command install · Source | |
| 1130 | Unranked | model-card-chatmcp · ai-agents | An MCP server that turns the Hugging Face Hub into a conversational model picker with a tool-use eval harness to prove the agent actually uses it… | No signals yet | No one-command install · Source | |
| 1131 | Unranked | math-i-choose-to-ignore-mcp-servermcp · ai-agents | AI-powered expense tracking MCP server that connects LLM clients to PostgreSQL for natural language expense management. | No signals yet | No one-command install · Source | |
| 1132 | Unranked | mcp-meta-inboxmcp · ai-agents | MCP server that wraps Meta's Messenger Platform, Instagram Messaging, and comment moderation APIs as semantic tools for LLM agents to read inbox… | No signals yet | No one-command install · Source | |
| 1133 | Unranked | asian-expats-mcp-servermcp · ai-agents | Provides real-time safety ratings, internet speeds, budget tiers, top sights, and trip cost estimates for Asian travel destinations to LLM agents via… | No signals yet | No one-command install · Source | |
| 1134 | Unranked | genesis-mcp-roboticsmcp · ai-agents | Enables LLM agents to control robot simulations (grasping, pouring) in the Genesis physics simulator through persistent sessions, allowing multi-turn… | No signals yet | No one-command install · Source | |
| 1135 | Unranked | neonize-whatsapp-gatewaymcp · ai-agents | A WhatsApp capture and messaging layer that provides MCP tools for LLM agents to read messages, list chats, manage contacts, and send replies. | No signals yet | No one-command install · Source | |
| 1136 | Unranked | sutton-barto-mcpmcp · ai-agents | MCP server exposing the full text of Sutton & Barto's Reinforcement Learning book, enabling LLMs to search, retrieve pages, and read chapters. | No signals yet | No one-command install · Source | |
| 1137 | Unranked | world-of-claudecraft-mcpmcp · ai-agents | An MCP server adapter that allows LLM agents to autonomously play World of ClaudeCraft by wrapping the game's headless environment as MCP tools for… | No signals yet | No one-command install · Source | |
| 1138 | Unranked | arena-mcp-extractormcp · ai-agents | Read-only MCP server that exposes Rockwell Automation Arena simulation models to LLM clients via COM, without modifying them. | No signals yet | No one-command install · Source | |
| 1139 | Unranked | frappe-lms-mcp-servermcp · ai-agents | An MCP server that enables AI agents to manage a Frappe LMS instance, including creating courses, chapters, lessons, quizzes, enrollments, batches… | No signals yet | No one-command install · Source | |
| 1140 | Unranked | escape-room-mcpmcp · ai-agents | An MCP server that turns any LLM into an escape room player. | No signals yet | No one-command install · Source | |
| 1141 | Unranked | mcp-docs-assistantmcp · ai-agents | An MCP server that retrieves documentation from official sources (LangChain, LlamaIndex, OpenAI, uv) using Serper API, extracts page content, and… | No signals yet | No one-command install · Source | |
| 1142 | Unranked | bulkheadmcp · ai-agents | Provides cascading content protection for AI coding assistants by detecting and redacting PII, secrets, prompt injection, and system prompt leakage… | No signals yet | No one-command install · Source | |
| 1143 | Unranked | servicenow-fastmcp-servermcp · ai-agents | MCP server that enables LLMs to interact with ServiceNow instances for managing incidents, users, stories, workflows, knowledge base articles, and… | No signals yet | No one-command install · Source | |
| 1144 | Unranked | artifactymcp · ai-agents | A local, agent-to-agent artifact exchange for LLM workflows. Enables MCP-capable tools like Claude, Codex, and Gemini to publish, list, read, update… | No signals yet | No one-command install · Source | |
| 1145 | Unranked | llmsecurity-mcpmcp · ai-agents | Provides local, dependency-free security scanning tools for LLM configurations, prompts, RAG sources, and more, enabling AI coding agents to detect… | No signals yet | No one-command install · Source | |
| 1146 | Unranked | multiservice-iamcp · ai-agents | A local MCP server that provides a sovereign memory substrate for LLMs, enabling capture, recall, explanation, and anticipation of conversation turns… | No signals yet | No one-command install · Source | |
| 1147 | Unranked | eco-loop-building-agentsmcp · ai-agents | Autonomous, carbon-aware building management system that pairs EnergyPlus digital twins with LLMs via the Model Context Protocol (MCP) for dynamic… | No signals yet | No one-command install · Source | |
| 1148 | Unranked | meraki-mcpmcp · ai-agents | A read-only MCP server for Cisco Meraki Dashboard, enabling LLMs to discover devices, check health, troubleshoot, and generate reports via natural… | No signals yet | No one-command install · Source | |
| 1149 | Unranked | verantyx-vera-mcp-servermcp · ai-agents | Provides LLM agents with hallucination-free external memory and knowledge tools, including ask, remember, forget, math, and code reasoning, with… | No signals yet | No one-command install · Source | |
| 1150 | Unranked | mcpmathservermcp · ai-agents | An MCP server that provides math tools (add, subtract, multiply) and a weather tool, with a LangChain agent client that uses Groq to answer natural… | No signals yet | No one-command install · Source | |
| 1151 | Unranked | mcp-chessmcp · ai-agents | An MCP server that exposes Stockfish chess analysis to LLM chat clients, enabling move analysis, game review, and explanation of engine choices. | No signals yet | No one-command install · Source | |
| 1152 | Unranked | repolensmcp · ai-agents | Enables LLM agents to acquire token-budgeted, deterministic context packs from repositories, with hash-chained provenance for auditability. | No signals yet | No one-command install · Source | |
| 1153 | Unranked | pokerai-mcpmcp · ai-agents | MCP server for the Pokerai API providing solver-grade GTO strategy for 6-max No-Limit Hold'em, exposed as tools for LLM agents like Claude and Cursor. | No signals yet | No one-command install · Source | |
| 1154 | Unranked | mcp-citation-checkermcp · ai-agents | An MCP server that verifies whether a claim is actually supported by the source text at a given citation — independent of what the calling LLM… | No signals yet | No one-command install · Source | |
| 1155 | Unranked | procare-mcpmcp · ai-agents | First MCP server for the Procare Connect API, enabling querying child care center data (attendance, enrollments, family balances, etc.) via natural… | No signals yet | No one-command install · Source | |
| 1156 | Unranked | llmarrmcp · ai-agents | An MCP server that replicates Sonarr/Radarr/Lidarr functionality driven by an LLM, enabling automated torrent management for TV shows and movies. | No signals yet | No one-command install · Source | |
| 1157 | Unranked | mega-agent-mcpmcp · ai-agents | A unified MCP server providing tools for web search, GitHub analysis, document parsing, browser automation, secure code execution, and forum parsing… | No signals yet | No one-command install · Source | |
| 1158 | Unranked | brainmcp · ai-agents | A personal memory engine and MCP server that stores durable facts in markdown files managed via git, enabling hybrid search (lexical + semantic)… | No signals yet | No one-command install · Source | |
| 1159 | Unranked | quelllm-mcpmcp · ai-agents | MCP server for QuelLLM: recommends the best open-source LLM to run locally for your hardware (GPU/RAM), with model comparison and a cost calculator. | No signals yet | No one-command install · Source | |
| 1160 | Unranked | agent-mesh-coremcp · ai-agents | An MCP server for coordinating trusted local AI agents across machines on a private Tailscale network, enabling message passing and state management… | No signals yet | No one-command install · Source | |
| 1161 | Unranked | hypermnesiamcp · ai-agents | A semantic memory store for AI agents, enabling persistent memory across sessions via MCP tools with semantic search, scoped access, and local… | No signals yet | No one-command install · Source | |
| 1162 | Unranked | clean-markdown-mcpmcp · ai-agents | Converts any URL to clean, LLM-ready Markdown by removing ads, navigation, and other clutter, using Mozilla Readability and Turndown. | No signals yet | No one-command install · Source | |
| 1163 | Unranked | rca-mcp-connectormcp · ai-agents | Enables causal root cause analysis with 55 tools covering causal graph construction, 13 RCA model families, multi-model consensus, and report… | No signals yet | No one-command install · Source | |
| 1164 | Unranked | llm-d-bench-mcpmcp · ai-agents | Enables Claude Code to benchmark llm-d from plain English, providing 35 tools and 5 workflow prompts for probing clusters, planning, deploying… | No signals yet | No one-command install · Source | |
| 1165 | Unranked | stream-mcp-servermcp · ai-agents | An MCP server for Evertrust Stream, a PKI platform, allowing LLM clients to manage certificate authorities, issue/revoke X.509 and SSH certificates… | No signals yet | No one-command install · Source | |
| 1166 | Unranked | queue-inspector-mcpmcp · ai-agents | An MCP server that lets an agent inspect and operate Redis-backed job queues, supporting Asynq and BullMQ backends with per-state counts, job details… | No signals yet | No one-command install · Source | |
| 1167 | Unranked | unity-context-slicermcp · ai-agents | Graph-based context extraction engine and MCP server for Unity projects, providing targeted code context slicing and compression for LLMs. | No signals yet | No one-command install · Source | |
| 1168 | Unranked | hyperon-mcpmcp · ai-agents | An MCP server that gives coding agents persistent, scoped symbolic memory with PLN/NAL inference on the OpenCog Hyperon MeTTa stack. | No signals yet | No one-command install · Source | |
| 1169 | Unranked | amatta-mcpmcp · ai-agents | Provides infant health references including WHO growth percentiles, NIP vaccine schedules, and national checkup schedules as tools for LLMs. | No signals yet | No one-command install · Source | |
| 1170 | Unranked | mcp-docgraphmcp · ai-agents | MCP server for building knowledge graphs from documents. It ingests PDF/PPTX/DOCX files, transcribes to Markdown, and uses LLM to bootstrap entity… | No signals yet | No one-command install · Source | |
| 1171 | Unranked | ie-mcpmcp · ai-agents | Enables LLMs to drive Edge in IE mode for automating legacy IE-only web applications, supporting tasks like clicking, filling forms, and data… | No signals yet | No one-command install · Source | |
| 1172 | Unranked | stickyincmcp · ai-agents | Captures commitments from LLM conversations into a persistent local task list shown on an edge strip, with tools to add, list, and complete tasks. | No signals yet | No one-command install · Source | |
| 1173 | Unranked | multicomp-mcpmcp · ai-agents | Enables control of the Multicomp Pro MP711134 bench power supply and multimeter over USB serial, allowing an LLM agent to power-cycle boards, measure… | No signals yet | No one-command install · Source | |
| 1174 | Unranked | file-system-mcp-servermcp · ai-agents | An MCP server that exposes filesystem operations — listing directories, reading, writing, and searching files — as tools an LLM can discover and… | No signals yet | No one-command install · Source | |
| 1175 | Unranked | klanex-mcpmcp · ai-agents | Reliable async execution for agent tool calls: schema-gate hallucinated payloads before they run, absorb rate limits and outages with retries and… | No signals yet | No one-command install · Source | |
| 1176 | Unranked | aws-readonly-mcpmcp · ai-agents | A read-only MCP server that lets an LLM inspect an AWS account — list EC2 instances, S3 buckets, IAM users, and cost — with a structural guarantee… | No signals yet | No one-command install · Source | |
| 1177 | Unranked | skrapemcp · ai-agents | Converts any webpage into clean, LLM-ready Markdown, removing noise and supporting JavaScript rendering. | No signals yet | No one-command install · Source | |
| 1178 | Unranked | skrape-2mcp · ai-agents | Converts any webpage into clean, LLM-ready Markdown using the skrape.ai API. Enables easy integration of web content into LLMs like Claude. | No signals yet | No one-command install · Source | |
| 1179 | Unranked | mcp-agent-sentinelmcp · ai-agents | Real-time agentic sentinel & breaking-change intelligence server for AI agents (Cursor, Hermes, Claude, LangChain). | No signals yet | No one-command install · Source | |
| 1180 | Unranked | web-summaries-mcpmcp · ai-agents | A Streamable HTTP MCP server that fetches YouTube transcripts and lets an LLM semantically search within them. | No signals yet | No one-command install · Source | |
| 1181 | Unranked | sec-graphmcp · ai-agents | Enables triage of SAST findings by exposing a read-only MCP server with tools to access hash-verified source-to-sink code slices, unguarded sinks, and… | No signals yet | No one-command install · Source | |
| 1182 | Unranked | mcp-server-with-tool-resource-prompt-and-samplingmcp · ai-agents | Enables LLMs to read and write local user data, generate fake users via sampling, and interact with structured prompts and resources. | No signals yet | No one-command install · Source | |
| 1183 | Unranked | emergencyops-mcp-servermcp · ai-agents | Enables LLM agents to access live seismic data, calculate emergency vehicle routes, and dispatch first responders to incidents. | No signals yet | No one-command install · Source | |
| 1184 | Unranked | spaceops-satellite-operations-mcp-servermcp · ai-agents | Connects LLM agents to live and simulated satellite telemetry, NOAA space weather data, and space debris orbital conjunction analysis. | No signals yet | No one-command install · Source | |
| 1185 | Unranked | k8s-readonly-mcpmcp · ai-agents | A read-only MCP server for inspecting Kubernetes clusters, allowing LLMs to list resources, describe pods, and read logs without mutation. | No signals yet | No one-command install · Source | |
| 1186 | Unranked | agid-llm-ui-mcp-servermcp · ai-agents | MCP server to help AI assistants generate Italian PA user interfaces by providing components, recipes, accessibility rules, and validation for… | No signals yet | No one-command install · Source | |
| 1187 | Unranked | threat-model-mcpmcp · ai-agents | Serves any STRIDE threat model to MCP-capable LLMs, enabling natural language querying of threat registers and export to the Microsoft Threat Modeling… | No signals yet | No one-command install · Source | |
| 1188 | Unranked | biblemcpmcp · ai-agents | Production-ready MCP server that lets LLMs explore, analyze, and reason over the Bible using local ChromaDB stores and Mistral embeddings. | No signals yet | No one-command install · Source | |
| 1189 | Unranked | codereview-mcpmcp · ai-agents | An MCP server that lets AI agents review code using language models, supporting git diffs, files, and snippets with severity levels. Works with Ollama… | No signals yet | No one-command install · Source | |
| 1190 | Unranked | nexus-worker-mcpmcp · ai-agents | Optimizes LLM costs by delegating heavy tasks to a cheap worker model via a supervisor-worker pattern, compatible with multiple providers and IDE… | No signals yet | No one-command install · Source | |
| 1191 | Unranked | pc-health-checking-mcpmcp · ai-agents | An AI-powered PC Health Assistant that uses MCP, LangChain, and Gemini to check CPU, memory, disk usage, and OS info through natural language queries. | No signals yet | No one-command install · Source | |
| 1192 | Unranked | tax-mcp-agentmcp · ai-agents | MCP server for VAT/tax calculation based on country and price, supporting integration with LLM clients like Claude and Ollama for natural language… | No signals yet | No one-command install · Source | |
| 1193 | Unranked | agent-mcp-thoughtflowmcp · ai-agents | Unifies structured reasoning (Tree of Thoughts) with reliable task execution, enabling LLM agents to think, commit, execute, and trace cognitive… | No signals yet | No one-command install · Source | |
| 1194 | Unranked | data-world-mcpmcp · ai-agents | Exposes data.world's catalog, glossary, lineage, and SQL/SPARQL query APIs to LLM agents, enabling natural language interaction with enterprise data… | No signals yet | No one-command install · Source | |
| 1195 | Unranked | vmware-mcp-server-for-llmsmcp · ai-agents | An MCP server that gives AI agents direct access to VMware vSphere infrastructure, enabling VM lifecycle management, snapshots, datastore operations… | No signals yet | No one-command install · Source | |
| 1196 | Unranked | tokensensemcp · ai-agents | Model-agnostic context management middleware for LLM-powered workflows, providing persistent selective memory across sub-conversations using RAG over… | No signals yet | No one-command install · Source | |
| 1197 | Unranked | mcp-blendermcp · ai-agents | Enables LLM clients like Claude to control Blender remotely, including scene inspection, object creation/modification, and Python code execution, via… | No signals yet | No one-command install · Source | |
| 1198 | Unranked | shack-mcpmcp · ai-agents | An MCP server that lets an LLM operate an amateur radio shack: query live APRS traffic, predict satellite passes, schedule SDR captures, and monitor… | No signals yet | No one-command install · Source | |
| 1199 | Unranked | archvanguard-mcpmcp · ai-agents | Framework-agnostic architecture-rule enforcement for AI agents: analyzes Python codebases import graphs against declarative rulesets to report layer… | No signals yet | No one-command install · Source | |
| 1200 | Unranked | goodmorning-mcpmcp · ai-agents | Exposes models available on the gm inference gateway as callable tools, enabling coding agents to query models and list available ones via natural… | No signals yet | 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.