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Scored on public signals; components with none are listed as Unranked · Formula

Component
Allmcp 61,707skill 1,132subagent 724rules 461hook 134workflow 62cli 57identity 38
4 More
eval 37memory 36observability 34infra 26
Domain
Allback-end 23,922ai-agents 13,106other 9,354search 4,535database 2,789front-end 2,201observability 1,987auth 1,508
5 More
devops 1,377browser 1,330comms 1,112payments 1,089github-vcs 929
Vertical
Allfinance 4,779ai-infra 3,606security 3,313productivity 2,190marketing 1,395data-analytics 1,204legal 1,129devtools 1,006
4 More
education 574healthcare 489e-commerce 468gaming 396
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1,737 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
60123.374deepsiftmcp · ai-agentsDeepSIFT is an MCP server that wraps SANS SIFT Workstation forensic tools with structured JSON output and RAG threat intelligence, reducing LLM…1 forkNo one-command install · Source
60123.374platform-adapter-mcpmcp · ai-agentsWraps multiple bug bounty platform APIs (HackerOne, Bugcrowd, etc.) behind a uniform MCP tool surface, enabling LLM agents to query programs, scope…1 forkNo one-command install · Source
60123.374mcp-llm-offloadmcp · ai-agentsAn MCP server that offloads light LLM work from Claude to a model you control, such as a local LLM or any OpenAI-compatible provider, saving…1 forkNo one-command install · Source
60123.374synapse-researchmcp · ai-agentsA deep-research MCP server exposing a single task-augmented tool that runs GPT-Researcher with Tavily search, Anthropic Claude, and OpenAI embeddings…1 forkNo one-command install · Source
60123.374nwtools-mcpmcp · ai-agentsProvides accurate IPv4 subnet and address tools for LLMs using Python's ipaddress library. Includes CIDR parsing, overlap detection, IP…1 forkNo one-command install · Source
60123.374alephantmcp · ai-agentsAI cost control and BYO-key routing across 50+ LLM providers and 320+ models.1 forkNo one-command install · Source
60123.374sapmcpmcp · ai-agentsEnables operating and querying SAP ECC/S/4HANA systems via SAP NetWeaver RFC SDK, exposing MCP tools, resources, and prompts for LLMs.1 forkNo one-command install · Source
60123.374pathcourse-healthmcp · ai-agentsMCP server integrating PathCourse Health services for LLM inference, USDC-based agent payments, and agent identity lookup.1 forkNo one-command install · Source
60123.374pch-mcp-servermcp · ai-agentsMCP server for PathCourse Health enabling cheaper LLM inference, USDC-based agent payments, and agent identity/reputation lookup.1 forkNo one-command install · Source
60123.374mdfifty50-boop-agentic-observabilitymcp · ai-agentsAgent tracing, cost tracking, and anomaly detection for LLM-based agents.1 forkNo one-command install · Source
60123.374tesseract-26-eyeshot-mcpmcp · ai-agentsEnables AI-driven CAD operations through natural language, integrating LLM and Eyeshot SDK for model manipulation.1 forkNo one-command install · Source
60123.374agent-output-guard-mcpmcp · ai-agentsValidates agent outputs in multi-agent systems to prevent coordination failures, with tools for schema verification, hallucination detection, and…1 forkNo one-command install · Source
60123.374camofox-browser-mcpmcp · ai-agentsMCP server for controlling a local camofox-browser instance, enabling LLM agents to perform web automation tasks such as navigation, interaction…1 forkNo one-command install · Source
60123.374cmmv-mcpmcp · ai-agentsEnables standardized interactions between LLMs and CMMV applications using the Model Context Protocol, with decorator-based tool registration and…1 forkNo one-command install · Source
60123.374tagny-web-accessmcp · ai-agentsProvides web access tools for fetching URL text content and extracting page links using BeautifulSoup for HTML parsing, enabling locally served LLMs…1 forkNo one-command install · Source
60123.374lmstudio-mcpmcp · ai-agentsA Model Control Protocol (MCP) server that allows Claude to communicate with locally running LLM models via LM Studio.1 forkNo one-command install · Source
61722.557vox-mcpmcp · ai-agentsEnables MCP clients like Claude Code and Cursor to use multiple AI models (Gemini, GPT, Grok, DeepSeek, Kimi, Ollama) via a unified chat tool with…1 starNo one-command install · Source
61722.557gitea-mcp-servermcp · ai-agentsProvides ~200 auto-generated tools and resources for LLM agents to interact with Gitea and Forgejo instances via the Model Context Protocol.1 starNo one-command install · Source
61722.557article-research-mcpmcp · ai-agentsMulti-source article and tutorial research for agent planning, providing deduplicated ranked briefs from dev.to, Hacker News, and configurable RSS…1 starNo one-command install · Source
61722.557searxng-deepdivemcp · ai-agentsAn MCP server for SearXNG that provides LLM agents with advanced search tools, including engine and category targeting, multi-page fanout, and dynamic…1 starNo one-command install · Source
61722.557pisama-mcp-servermcp · ai-agentsEnables analysis of AI agent traces to detect and fix failures using heuristic detectors, with no LLM calls required.1 starNo one-command install · Source
61722.557dcl-trust-oraclemcp · ai-agentsDCL Trust Oracle is a deterministic AI audit layer, natively integrated with MCP, that evaluates LLM and agent outputs against configurable policies…1 starNo one-command install · Source
61722.557ableton-agent-mcpmcp · ai-agentsAn MCP server that exposes Ableton Live control (session state, transport, tracks, devices, clips, MIDI note editing) as tools for LLM agents…1 starNo one-command install · Source
61722.557arkheiamcp · ai-agentsHallucination and fabrication detection for LLM outputs across 30+ models.1 starNo one-command install · Source
61722.557llm-browser-multicast-mcpmcp · ai-agentsAn MCP server that enables multiple AI models (ChatGPT, Gemini, Claude, Grok) to discuss, debate, and reach consensus via browser automation.1 starNo one-command install · Source
61722.557carrelmcp · ai-agentsEnables local file search, packing into LLM-ready context, and inspection via an MCP server on stdio.1 starNo one-command install · Source
61722.557mgi-linkmcp · ai-agentsAn MCP server that provides mouse genetics data from Mouse Genome Informatics (MGI), enabling LLM agents to query markers, mutations, alleles…1 starNo one-command install · Source
61722.557policy-gate-mcpmcp · ai-agentsPolicy-as-code gate for AI-SDLC, providing MCP tools to review prompts, diff tool manifests, vet MCP servers, and run evaluation suites for LLM agent…1 starNo one-command install · Source
61722.557nextjs-mcp-kit-mcp-servermcp · ai-agentsAn MCP server built into a Next.js app that serves prompts via the Model Context Protocol, supporting local and cloud LLM providers.1 starNo one-command install · Source
61722.557atriumn-tokencostmcp · ai-agentsLLM pricing oracle for model lookup, cost estimation, and comparison via LiteLLM.1 starNo one-command install · Source
61722.557arxivummcp · ai-agentsAn MCP server that enables searching arXiv, importing papers, enriching with citation data, generating summaries and research ideas, and querying a…1 starNo one-command install · Source
61722.557context-doctormcp · ai-agentsProvides MCP tools to profile and optimize LLM conversation context, identifying token waste and applying deterministic fixes to reduce context window…1 starNo one-command install · Source
61722.557knowledgemcp · ai-agentsA local MCP server that gives LLMs long-term memory by indexing code, infrastructure, logs, and docs into a queryable graph. It enables semantic and…1 starNo one-command install · Source
61722.557midasheng-gen-mcpmcp · ai-agentsGenerates coherent mixed audio scenes (speech, music, SFX, ambience) from text using an LLM-driven model, with speech in 9 languages and emotion…1 starNo one-command install · Source
61722.557anker-solix-mcpmcp · ai-agentsEnables LLM agents to query live data from Anker Solix solar systems (Solarbank, expansion batteries, Smartmeter) via natural language, such as…1 starNo one-command install · Source
61722.557mcp-codebase-analyzermcp · ai-agentsEnables LLMs to explore codebases structurally via MCP tools for outlines, function sources, imports, complexity, git changes, and dead code…1 starNo one-command install · Source
61722.557gw1-mcpmcp · ai-agentsAn MCP server that gives LLM clients reliable, deterministic knowledge of Guild Wars 1 builds: skill data lookup, official template code…1 starNo one-command install · Source
61722.557planckbotmcp · ai-agentsAn adaptive tiny-model layer that sits between an LLM and its MCP tools, compressing verbose tool outputs to reduce token usage by up to two orders of…1 starNo one-command install · Source
61722.557cisco-sdwan-mcpmcp · ai-agentsAn MCP server for Cisco Catalyst SD-WAN that lets LLM clients query fabric inventory, device health, alarms, and path quality from vManage. It is…1 starNo one-command install · Source
61722.557lego-mcpmcp · ai-agentsAn MCP server that enables LLMs to build physically valid Lego models by enforcing catalog-only parts, no overlaps, stud-to-tube connections, and…1 starNo one-command install · Source
61722.557protein-design-mcp-servermcp · ai-agentsEnables LLM agents to design proteins, predict structures, score interfaces, and run molecular dynamics simulations through a unified interface.1 starNo one-command install · Source
61722.557mcp-wandbmcp · ai-agentsEnables LLM agents to query Weights & Biases experiments, including listing projects, runs, metrics, plotting metrics, and retrieving run details.1 starNo one-command install · Source
61722.557legion-mcp-servermcp · ai-agentsExposes multiple LLMs as individual tools via the OpenAI Responses API wire format, enabling the calling AI to get second opinions and orchestrate…1 starNo one-command install · Source
61722.557origin-memorycoremcp · ai-agentsEnables LLM agents to maintain a two-tier memory system with local hot storage and remote cold storage, automatically routing and overflowing facts…1 starNo one-command install · Source
61722.557mathmethods-mcpmcp · ai-agentsAn MCP server that exposes numerical and mathematical methods (root finding, integration, differentiation, ODEs, Monte Carlo, dynamic systems) as…1 starNo one-command install · Source
61722.557flexorch-mcpmcp · ai-agentsEnables Claude and other MCP-compatible agents to process documents, extract structured data, detect PII, and export LLM-ready datasets through…1 starNo one-command install · Source
61722.557spark-sense-aimcp · ai-agentsMCP server that diagnoses Apache Spark job failures and optimizes performance using stack-trace analysis and LLM providers, supporting EMR and local…1 starNo one-command install · Source
61722.557multidim-mcpmcp · ai-agentsProvides deterministic structured thinking grids and validation for AI agents, enabling consistent multi-lens analysis without network calls or model…1 starNo one-command install · Source
61722.557k-investmcp · ai-agentsRead-only MCP server that connects LLMs to personal investment accounts (Toss Securities, KIS), market data, SEC filings, and Binance futures for…1 starNo one-command install · Source
61722.557speclawmcp · ai-agentsLocal MCP server that gives AI agents a project constitution (LAWS.md), a code graph (Compass), and a spec-driven workflow — all 100% local with no…1 starNo one-command install · Source
61722.557ellmos-homebase-mcpmcp · ai-agentsEnables local-first LLM orchestration with persistent memory, knowledge management, routing, swarm patterns, API probing, tests, automation planning…1 starNo one-command install · Source
61722.557rnv-color-mcpmcp · ai-agentsExposes RNV color workflow tools for color mixing, conversion, harmony generation, text transformation, and palette management, allowing LLMs to…1 starNo one-command install · Source
61722.557ellmos-servercommander-mcpmcp · ai-agentsAlpha MCP server for server operations enabling deployment dry-runs, mail readiness diagnostics, access-log analysis, and HTTP health checks.1 starNo one-command install · Source
61722.557llm-sidecarmcp · ai-agentsMCP server for grounded, cited AI: answers questions from live web sources, verifies claims, fact-checks documents, searches and reads URLs…1 starNo one-command install · Source
61722.557llmsdottxt-mcpmcp · ai-agentsAuto-discovers llms.txt documentation from project dependencies and exposes it to AI coding agents via MCP, enabling agents to read first-party docs…1 starNo one-command install · Source
61722.557roundtable-mcpmcp · ai-agentsEnables role-based, multi-model AI orchestration by assigning specialized expert roles to a hybrid panel of local and cloud LLMs, generating unified…1 starNo one-command install · Source
61722.557readeck-mcpmcp · ai-agentsEnables AI agents to push generated HTML into a Readeck library with automatic LLM-based auto-labeling and to retrieve and read documents back…1 starNo one-command install · Source
61722.557boot-doctor-mcpmcp · ai-agentsProvides deterministic PC no-boot/no-display troubleshooting with ranked repair steps and real, sourced BIOS beep-code lookup tables. Enables users to…1 starNo one-command install · Source
61722.557marras0914-agent-toolbeltmcp · ai-agents20 focused API tools for AI agents: schema generation, text extraction, token counting, regex/cron building, prompt optimization, web summarization…1 starNo one-command install · Source
61722.557edgar-mcpmcp · ai-agentsMCP server providing read-only access to SEC EDGAR filings, allowing LLMs to look up companies, search filings, and retrieve securities offering data.1 starNo one-command install · Source
61722.557cks-mcpmcp · ai-agentsEnables LLMs to perform structured, verifiable knowledge operations using the Canonical Knowledge Structure (CKS) ecosystem, including validation…1 starNo one-command install · Source
61722.557memoryhubmcp · ai-agentsMCP server for persistent memory using Qdrant vector store. Stores text memories with LLM-generated embeddings and retrieves them via semantic search.1 starNo one-command install · Source
61722.557mcp-garmin-connectmcp · ai-agentsAn MCP server that gives LLMs access to Garmin Connect data, including training, recovery, sleep, stress, VO2 Max, and running summaries for…1 starNo one-command install · Source
61722.557classifinder-mcpmcp · ai-agentsEnables AI agents to scan text for leaked secrets and prompt injection markers, and redact them before reaching an LLM.1 starNo one-command install · Source
61722.557space-invaders-tuimcp · ai-agentsMCP server that lets LLMs play a terminal Space Invaders game with the SUPERHOT rule: time only moves when the agent moves. Exposes tools to start a…1 starNo one-command install · Source
61722.557nvidia-nim-mcpmcp · ai-agentsEnables AI agents to consume 50+ NVIDIA NIM models including LLMs, image generation, and vision through 10 MCP tools with rich metadata and advanced…1 starNo one-command install · Source
61722.557osm-mcp-servermcp · ai-agentsAn OpenStreetMap MCP server that provides location-based services including geocoding, route directions, points of interest search, and neighborhood…1 starNo one-command install · Source
61722.557llm-eval-mcpmcp · ai-agentsMCP server that provides tools for evaluating LLM agent reliability, including adversarial task generation, automated LLM-as-judge assessment, and…1 starNo one-command install · Source
61722.557simple-secret-storagemcp · ai-agentsMCP server for end-to-end encrypted secret storage and retrieval, enabling LLM agents to fetch secrets by name via one-time URLs while keeping…1 starNo one-command install · Source
61722.557jadx-mcp-servermcp · ai-agentsFully automated MCP server built to communicate with JADX-AI-MCP Plugin to analyze Android APKs using LLMs like Claude — uncover vulnerabilities…1 starNo one-command install · Source
61722.557mcp-agent-toolkitmcp · ai-agentsEnables agents to share state via a blackboard, record and retrieve failure resolutions, and cache LLM responses to avoid redundant API calls.1 starNo one-command install · Source
61722.557spz-mcpmcp · ai-agentsMCP server that lets an LLM agent drive StableProjectorz, a 3D modeling app, by inspecting the loaded model, app state, viewport screenshots, and…1 starNo one-command install · Source
61722.557codepage-bridge-mcpmcp · ai-agentsEncoding-transparent file tools for Claude Code and other MCP clients, converting project files between legacy codepages and Unicode for LLM…1 starNo one-command install · Source
61722.557john-ceo-agentic-memorymcp · ai-agentsMCP server that gives AI agents persistent, tenant-scoped memory with semantic search and consolidation, using CockroachDB vector indexes and Amazon…1 starNo one-command install · Source
61722.557llmconcilmcp · ai-agentsEnables Claude Code to send a prompt to multiple LLMs simultaneously and get a judge model's structured comparison of their responses. This surfaces…1 starNo one-command install · Source
61722.557rental-datamcp · ai-agentsExposes multifamily rental data including average rent by market, occupancy anomalies, and property summaries to LLM tools via MCP.1 starNo one-command install · Source
61722.557perfsage-jmeter-mcpmcp · ai-agentsEnables LLM agents to run self-healing JMeter performance tests via natural language, from environment setup to capacity discovery and SLO verdict…1 starNo one-command install · Source
61722.557autopsy-mcpmcp · ai-agentsRead-only MCP server that exposes Autopsy digital forensics case data as tools, enabling LLM clients like Cline to browse filesystems, query…1 starNo one-command install · Source
61722.557mcp-glm-kimi-ollamamcp · ai-agentsProvides three MCP servers for Claude Code to access free/low-cost LLM models: GLM (Zhipu), Kimi (Moonshot), and local Ollama, enabling chat, vision…1 starNo one-command install · Source
61722.557tribunal-mcpmcp · ai-agentsEnables fact-checking claims by providing a verify_claim tool that returns a verdict (True/False/Misleading/Unverifiable) with confidence score and…1 starNo one-command install · Source
61722.557vibe-auditmcp · ai-agentsA multi-agent system that scans a JavaScript or TypeScript source file for unbalanced addEventListener calls, flags memory-leak vectors, and produces…1 starNo one-command install · Source
61722.557ableton12-mcpmcp · ai-agentsMCP server for Ableton Live 12 enabling full DAW control (tracks, devices, mixer, clips, transport) and audio analysis via loopback capture, allowing…1 starNo one-command install · Source
61722.557ensemble-mcpmcp · ai-agentsAn MCP server providing intelligence infrastructure for AI agent pipelines, including vector memory, drift detection, model routing, skills discovery…1 starNo one-command install · Source
61722.557commerce-mcpmcp · ai-agentsAn MCP control plane for SAP Commerce Cloud that exposes safe, read-only tools to LLM agents for inspecting types, running FlexibleSearch, and…1 starNo one-command install · Source
61722.557shaddai-mcpmcp · ai-agentsMCP server that provides 7 specialized agents with RAG knowledge bases, allowing Claude to search and ask domain-specific questions and route tasks to…1 starNo one-command install · Source
61722.557mem0-mcp-selfhostedmcp · ai-agentsSelf-hosted mem0 MCP server for Claude Code that adds durable async ingestion, document support, and reranking, enabling persistent memory management…1 starNo one-command install · Source
61722.557codebaseagent-mcpmcp · ai-agentsCodebaseAgent-MCP is an MCP server that uses a lightweight RAG pipeline to delegate repository analysis to a dedicated OpenAI-compatible LLM, reducing…1 starNo one-command install · Source
61722.557mukundakatta-agentcastmcp · ai-agentsExtracts and validates JSON from LLM text output with structured retry feedback generation.1 starNo one-command install · Source
61722.557tpu-devopsmcp · ai-agentsMCP server for managing Google Cloud TPU capacity and serving Gemma 4 with vLLM, including provisioning, debugging, benchmarking, and teardown.1 starNo one-command install · Source
61722.557pico-mcpmcp · ai-agentsEnables LLMs to control a PicoScope 5000A USB oscilloscope for signal generation, block capture, measurements, and frequency response sweeps.1 starNo one-command install · Source
61722.557mukundakatta-agentvetmcp · ai-agentsValidates LLM-generated tool arguments before execution to prevent malformed calls.1 starNo one-command install · Source
61722.557midasmcp · ai-agentsLocal-first AI agent for approval-gated automation and verifiable LLM workflows.1 starNo one-command install · Source
61722.557linkedin-outreach-agentmcp · ai-agentsAn MCP server that enables agent-driven LinkedIn outreach across multiple accounts, with a safety gate for human approval and LLM-powered…1 starNo one-command install · Source
61722.557docshub-mcp-servermcp · ai-agentsAn MCP server that provides AI clients with access to developer documentation via llms.txt files. Exposes tools, resources, and prompts.1 starNo one-command install · Source
61722.557discord-mcp-4mcp · ai-agentsAn MCP server that exposes Discord bot actions as tools for LLM clients.1 starNo one-command install · Source
61722.557ichnus2mcp · ai-agentsEnables bug localization by analyzing a repo and bug report with an ant-swarm LLM, returning a HOT/WARM/COLD heatmap and JSON audit trail via MCP.1 starNo one-command install · Source
61722.557cn-llm-bridgemcp · ai-agentsEnables Claude Code to leverage Chinese LLMs for multimodal tasks including image analysis, audio transcription, and deep synthesis via MCP protocol.1 starNo one-command install · Source
61722.557llmintel-model-lifecyclemcp · ai-agentsCheck whether an LLM model id is deprecated, retiring, or retired, and what to migrate to. Covers OpenAI, Anthropic, Azure, Bedrock, Google, and…1 starNo one-command install · Source
61722.557agentic-androidmcp · ai-agentsMCP server that enables LLMs to control Android devices via ADB, providing tools for screen interaction and UI inspection.1 starNo one-command install · Source
61722.557ntnu-mcpmcp · ai-agentsA read-only MCP server exposing NTNU course data to LLM assistants, enabling course catalog search, teaching schedules, weekly timetables, grade…1 starNo 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.

Leaderboard · Armory