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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
1201Unrankedtophatmcpmcp · ai-agentsAn authenticated OpenAI-compatible inference gateway with an async job broker that bridges a coding agent to a ChatGPT MCP worker, enabling ChatGPT to…No signals yetNo one-command install · Source
1202Unrankedagent-regressmcp · ai-agentsA local MCP server that provides tools for AI coding agents to execute, evaluate, and diff regression tests for LLM agents.No signals yetNo one-command install · Source
1203Unrankedwebnavmcp · ai-agentswebnav is an MCP server that gives web-browsing AI agents a reusable, deterministic site map, so they stop re-exploring sites every run. It enables…No signals yetNo one-command install · Source
1204Unrankedapache-atlas-mcpmcp · ai-agentsConnects LLM agents to Apache Atlas for searching, tracing lineage, and managing metadata. Read-only by default, with optional write mode for creating…No signals yetNo one-command install · Source
1205Unrankedmcp-pdf-tokensavermcp · ai-agentsA layout-aware local MCP server that analyzes PDF structures (multi-columns, tables, LaTeX equations) to save up to 90% context tokens for LLMs in…No signals yetNo one-command install · Source
1206Unrankedopenchronicle-mcpmcp · ai-agentsPersistent memory database for LLM agents with hybrid semantic/keyword search, project scoping, and git commit clustering.No signals yetNo one-command install · Source
1207Unrankeddag-studio-mcpmcp · ai-agentsMCP server for the DAG Studio causal-inference engine, enabling AI agents to construct, analyze, and validate causal directed acyclic graphs (DAGs)…No signals yetNo one-command install · Source
1208Unrankedyoutuberboxmcp · ai-agentsMCP server for faceless YouTube video automation, turning LLM-authored scripts into narrated, captioned videos with AI-generated images and motion.No signals yetNo one-command install · Source
1209Unrankedpending-medicare-mcpmcp · ai-agentsRead-only MCP server providing a validated public preview of behavioral-health NPIs newly present in CMS pending first-time Medicare enrollment files…No signals yetNo one-command install · Source
1210Unrankedwheel-size-mcpmcp · ai-agentsOfficial MCP server for the Wheel Fitment API, giving LLM agents access to vehicle wheel and tire compatibility data, including OEM specs, reverse…No signals yetNo one-command install · Source
1211Unrankedcalifornia-assisted-living-waiver-mcp-servermcp · ai-agentsA read-only MCP server that enables AI assistants to query 1,224 public DHCS participating-provider records for California's Medi-Cal Assisted Living…No signals yetNo one-command install · Source
1212Unrankedllm-bridge-mcp-servermcp · ai-agentsA local-first MCP server that enables MCP hosts to use GLM-family LLM providers for knowledge consultation, reasoning, UI auditing, repository…No signals yetNo one-command install · Source
1213Unrankedmcp-server-llm-wikimcp · ai-agentsA generic MCP server that turns a directory of Markdown wiki pages into a network-reachable knowledge base, queryable and updatable by any…No signals yetNo one-command install · Source
1214Unrankedbrand-registrymcp · ai-agentsMCP server that exposes brand identity guidelines (visual look and voice) as markdown, enabling LLMs to produce on-brand content.No signals yetNo one-command install · Source
1215Unrankedpixel-mcpmcp · ai-agentsEnables LLMs to create and edit pixel art reliably with support for layers, frames, symmetry, and various drawing tools.No signals yetNo one-command install · Source
1216Unrankedcreator-research-mcpmcp · ai-agentsFetches content data from YouTube, TikTok, Twitter, LinkedIn, articles, and PDFs so LLM clients can analyze content performance and generate insights.No signals yetNo one-command install · Source
1217Unrankeddiataxis-mcp-servermcp · ai-agentsEnables agents to classify, audit, and plan documentation using the Diataxis framework with deterministic heuristics and no external LLM calls.No signals yetNo one-command install · Source
1218Unrankedvecmorymcp · ai-agentsAn MCP server that provides AI agents with a contextual memory system, storing query-error-solution chains as a typed graph with local embedding…No signals yetNo one-command install · Source
1219Unrankedsquarespace-mcpmcp · ai-agentsEnables LLM agents to interact with Squarespace Commerce APIs (products, orders, inventory, transactions) using natural language.No signals yetNo one-command install · Source
1220Unrankedpuzzletide-mcpmcp · ai-agentsMCP server for puzzle generation: word search generator, crossword generator, and sudoku generator + solver, with printable PDF worksheets, themed…No signals yetNo one-command install · Source
1221Unrankedcomic-chat-mcpmcp · ai-agentsAn MCP server that recreates Microsoft Comic Chat (1996) to generate comic strips from conversation summaries, using original character art and…No signals yetNo one-command install · Source
1222Unrankedwinvm-mcpmcp · ai-agentsAn MCP server that gives an LLM full control over a VMware-hosted Windows VM: lifecycle, snapshots, remote execution, file transfer, and kernel…No signals yetNo one-command install · Source
1223Unrankednodeproxymcp · ai-agentsMCP server that converts web pages to clean Markdown for LLMs via two paid tools: surface_markdown_parser and stealth_markdown_parser.No signals yetNo one-command install · Source
1224Unrankedcirculara-observe-mcp-pluginmcp · ai-agentsProvides Claude Code integration to capture LLM usage events and surface cost, carbon, and savings reports via tools and hooks.No signals yetNo one-command install · Source
1225Unrankedvectorlanemcp · ai-agentsProvides a local vector memory store for AI agents with semantic search, offline embeddings, and MCP integration, enabling tools like Claude and…No signals yetNo one-command install · Source
1226Unrankedllmemory-mcp-servermcp · ai-agentsA remote MCP server that enables AI coding agents to search and retrieve context from imported AI chat history (ChatGPT, Claude, Codex, Claude Code)…No signals yetNo one-command install · Source
1227Unrankedwirimcp · ai-agentsWiri is a headless wireframing MCP server designed for an LLM operator. It stores each screen as a small semantic scene graph, lays elements out…No signals yetNo one-command install · Source
1228Unrankedagentic-ssh-mcpmcp · ai-agentsEnables secure SSH command execution and log retrieval with intelligent summarization using local LLM (Ollama) and Model Context Protocol (MCP)…No signals yetNo one-command install · Source
1229Unrankederlik-graphmcp · ai-agentsEnables LLMs to perform OSINT link-analysis by exposing transforms (DNS, WHOIS, Shodan, etc.) as MCP tools for autonomous investigation and graph…No signals yetNo one-command install · Source
1230Unrankedarm-migrate-mcpmcp · ai-agentsAnalyzes, plans, and benchmarks LLM workload migration from x86 to Arm64, generating measurable speedups using free GitHub Arm runners.No signals yetNo one-command install · Source
1231Unrankedmulti-cloud-llm-platformmcp · ai-agentsExposes multiple LLM providers (AWS Bedrock, OpenAI, Google Gemini, local Ollama) as MCP tools with automatic routing by task type and Prometheus…No signals yetNo one-command install · Source
1232Unrankedjudge-audit-mcpmcp · ai-agentsAn MCP server that audits LLM-as-judge evaluations, detecting judge drift across runs, measuring bias through controlled probes, and comparing judge…No signals yetNo one-command install · Source
1233Unrankedpact-mcpmcp · ai-agentsEnables MCP-capable agents to create, fund, and settle pacts with escrow, using an LLM evaluator for dispute resolution.No signals yetNo one-command install · Source
1234Unrankedpact-mcp-2mcp · ai-agentsMCP server for Pact, an escrow protocol for agent-to-agent commerce, enabling agents to create pacts, fund escrow, deliver work, and settle with an…No signals yetNo one-command install · Source
1235Unrankedproxyllm-mcpmcp · ai-agentsMCP server for ProxyLLM, the OpenAI-compatible LLM gateway, enabling live model catalogs, plan-savings calculations, routing key management, and…No signals yetNo one-command install · Source
1236Unrankedhatfetchmcp · ai-agentsEnables LLM agents to read any website by scraping and crawling into clean Markdown, automatically bypassing bot detection with residential proxies.No signals yetNo one-command install · Source
1237Unrankedloki-auto-mcp-servermcp · ai-agentsEnables LLM agents to automate browser tasks through secure, sandboxed Rhai scripts executed in a WebAssembly VM, supporting DOM interactions and tab…No signals yetNo one-command install · Source
1238Unrankedmcp-socketmcp · ai-agentsStateful outbound TCP/UDP MCP server enabling LLMs to perform multi-step network protocols like HTTP/1.x, SMTP, Redis, and DNS.No signals yetNo one-command install · Source
1239Unrankedthermo-control-mcpmcp · ai-agentsEnables LLM agents to monitor Mac thermals and control fan speed with safety limits enforced by a root daemon.No signals yetNo one-command install · Source
1240Unrankedpbxmcpmcp · ai-agentsEnables LLM agents to communicate with each other by placing and answering calls via a telephone exchange, with routing, hop budget, and call…No signals yetNo one-command install · Source
1241Unrankedemacsclient-mcpmcp · ai-agentsAn MCP server that provides LLMs with direct access to Emacs via its server protocol, offering 22 tools for editing, search, buffer management, and a…No signals yetNo one-command install · Source
1242Unrankedidnow-mcp-servermcp · ai-agentsAn MCP server that lets LLM agents operate the IDnow Trust Platform sandbox to list verification flows, create sessions, check sessions, and get…No signals yetNo one-command install · Source
1243Unrankedmcp-email-orchestratormcp · ai-agentsAn intelligent email orchestration system that connects local LLMs to an SMTP email sender using the Model Context Protocol, enabling dynamic tool…No signals yetNo one-command install · Source
1244Unrankedcaveman-core-mcpmcp · ai-agentsMCP server that compresses LLM responses into caveman-style prose, reducing token usage by ~65% while maintaining technical accuracy.No signals yetNo one-command install · Source
1245Unrankedsre-toolkit-mcpmcp · ai-agentsEnables LLM agents to perform SRE reliability calculations like error budgets and burn rates using deterministic tools, integrating with Prometheus…No signals yetNo one-command install · Source
1246Unrankedcharlotte-mecklenburg-mcp-servermcp · ai-agentsAn MCP server that exposes Charlotte, NC and Mecklenburg County open data as tools for an LLM agent, enabling queries about trash pickup, parcels…No signals yetNo one-command install · Source
1247Unrankedsalyutmcp · ai-agentsFans out queries to multiple independent free LLMs from different providers and returns their answers side by side, enabling sanity-checking of…No signals yetNo one-command install · Source
1248Unrankedtripmoney-mcpmcp · ai-agentsMCP server for sharing and settling travel schedules and expenses, integrating with LLMs and Supabase.No signals yetNo one-command install · Source
1249Unrankedfetch-url-rawmcp · ai-agentsA stateless MCP server that provides a configurable HTTP client tool for LLM agents, supporting custom methods, headers, bodies, timeouts, redirects…No signals yetNo one-command install · Source
1250Unrankedgimpmcpmcp · ai-agentsAn MCP server that allows LLMs to control GIMP programmatically, including images, layers, selections, text, transforms, filters, and arbitrary…No signals yetNo one-command install · Source
1251Unrankedbrowsercard-ai-brokermcp · ai-agentsAn MCP server that lets an LLM build, inspect and drive a running BrowserCard deck live in the browser.No signals yetNo one-command install · Source
1252Unrankedmcp-multivision-servermcp · ai-agentsProvides image and video analysis capabilities for LLMs, with local preprocessing (ffmpeg/OpenCV) and any OpenAI-compatible vision model for…No signals yetNo one-command install · Source
1253Unrankedcivil3d-mcpmcp · ai-agentsMCP server that connects an LLM assistant to Autodesk Civil 3D via COM, enabling direct manipulation of surfaces, alignments, COGO points, layers…No signals yetNo one-command install · Source
1254Unrankedmcp-geomcp · ai-agentsMCP server exposing Generative Engine Optimization tools to any AI agent, enabling checking of llms.txt, auditing robots.txt for AI crawlers, and…No signals yetNo one-command install · Source
1255Unrankedtimeseries-mcpmcp · ai-agentsDeterministic time-series statistics for AI agents. This MCP server gives any LLM agent unit-tested statistical tools — anomaly detection, changepoint…No signals yetNo one-command install · Source
1256Unrankedsocrata-mcpmcp · ai-agentsAn MCP server that gives LLM agents typed, cached access to civic open-data portals via Socrata (SODA 2.1 + Discovery API), enabling search, query…No signals yetNo one-command install · Source
1257Unrankedtwiceshymcp · ai-agentsA self-hosted MCP server that retrieves git-backed engineering experience records (issues, fixes) to inform LLM coding agents, preventing repeated…No signals yetNo one-command install · Source
1258Unrankedmcp-altair-studiomcp · ai-agentsMCP server that enables Claude to control Altair AI Studio for data mining and machine learning tasks, including data import, cleaning…No signals yetNo one-command install · Source
1259Unrankedcoffee-shop-mcpmcp · ai-agentsAn MCP project that orchestrates coffee orders by coordinating a Barista server and machine servers (grinder, brew unit, steamer, dispenser) through…No signals yetNo one-command install · Source
1260Unrankedlethemcp · ai-agentsEnables offloading large tool outputs from LLM context and recalling them on demand to save tokens.No signals yetNo one-command install · Source
1261Unrankedpirate-borg-mcpmcp · ai-agentsAn MCP server for generating Pirate Borg NPCs with procedurally rolled stats, allowing LLMs to create stat-accurate characters using the rulebook's…No signals yetNo one-command install · Source
1262Unrankedtotvs-tickets-mcpmcp · ai-agentsA read-only MCP server exposing TOTVS support tickets (Portal do Cliente) as tools for LLMs in Claude Code, Claude Desktop, and Cursor.No signals yetNo one-command install · Source
1263Unrankedkairosmcp · ai-agentswhen2meet-style scheduling polls — self-hostable, reverse-proxy-auth friendly, agent-first API (OpenAPI + llms.txt + MCP).No signals yetNo one-command install · Source
1264Unrankedfallmortgage-us-mcpmcp · ai-agentsA sovereign, MIT-licensed MCP server that wraps mortgage functionality into an AI-callable tool with Ed25519 signing and offline capability, enabling…No signals yetNo one-command install · Source
1265Unrankedmedia2htmlmcp · ai-agentsConverts images, videos, and audio into structured, cacheable HTML representations optimized for text-based LLM reasoning.No signals yetNo one-command install · Source
1266Unrankedcloudera-hive-mcp-servermcp · ai-agentsEnables LLM agents to query and explore Cloudera Hive virtual warehouses through tools like list_databases, list_tables, describe_table…No signals yetNo one-command install · Source
1267Unrankedfallmind-mcpmcp · ai-agentsMCP server for foldkit — exposes the 7-prime spine, 7 κ-bands, and 6 fold operations as native tools + resources in any MCP client (Claude Code…No signals yetNo one-command install · Source
1268Unrankedfallmortgage-mcpmcp · ai-agentsMCP server for foldkit that exposes 7-prime spine, κ-bands, and fold operations as tools and resources for use in MCP clients.No signals yetNo one-command install · Source
1269Unrankedfallmotion-mcpmcp · ai-agentsMCP server for foldkit, exposing 7-prime spine, κ-bands, and 6 fold operations as native tools and resources for use in any MCP client (Claude Code…No signals yetNo one-command install · Source
1270Unrankedfallmage-mcpmcp · ai-agentsMCP server for the foldkit SDK, exposing 7-prime spine, 7 κ-bands, and 6 fold operations as native tools and resources. Enables folding/unfolding…No signals yetNo one-command install · Source
1271Unrankedfallmirror-mcpmcp · ai-agentsMCP server for foldkit that exposes 7-prime spine, κ-bands, and fold operations as tools and resources, enabling natural language interaction with…No signals yetNo one-command install · Source
1272Unrankedfallmortgageonboard-mcpmcp · ai-agentsMCP server for foldkit, exposing 7-prime spine, 7 κ-bands, and 6 fold operations as tools and resources for fold-based state analysis and…No signals yetNo one-command install · Source
1273Unrankedfallmortgagepaper-mcpmcp · ai-agentsMCP server exposing foldkit's 7-prime spine, κ-bands, and fold operations as tools and resources for AI assistants, enabling fold arithmetic, band…No signals yetNo one-command install · Source
1274Unrankedmcp-node-tasks-05-samplingmcp · ai-agentsAn MCP server that demonstrates sampling, enabling the server to request LLM completions from the client to assist in workflow tasks like planning…No signals yetNo one-command install · Source
1275Unrankedbigmac-mcpmcp · ai-agentsA small MCP server that turns a shared Ollama box into a team resource for Claude Code, providing typed tools and delegated read-only repo exploration…No signals yetNo one-command install · Source
1276Unrankedsmart-read-mcpmcp · ai-agentsProvides a universal read path for agents to extract facts, metadata, and provenance from local files and guarded remote URLs without using generative…No signals yetNo one-command install · Source
1277Unrankeddocs-n8n-mcpmcp · ai-agentsMCP server providing access to n8n documentation and workflow templates, enabling LLM agents to search, read, and retrieve workflow examples for…No signals yetNo one-command install · Source
1278Unrankedllm-redteam-mcpmcp · ai-agentsAn MCP server that runs curated adversarial prompts against local Ollama models to test guardrails, scoring responses with heuristic verdicts for…No signals yetNo one-command install · Source
1279Unrankedwildberries-mcpmcp · ai-agentsMCP server that turns Wildberries marketplace into a toolkit for LLM agents, enabling product search, detailed card inspection, price history…No signals yetNo one-command install · Source
1280Unrankedsimple-mcp-demomcp · ai-agentsA secure, local communication runtime bridge that interfaces a cloud-based Large Language Model (Claude Desktop) with a local machine execution…No signals yetNo one-command install · Source
1281Unrankedgit-insights-mcpmcp · ai-agentsA local-only MCP server that exposes git repository history, diffs, and status as tools for LLM clients, working entirely against a local git repo on…No signals yetNo one-command install · Source
1282Unrankedmcp-roammcp · ai-agentsEnables AI agents to semantically search, retrieve, and augment an org-roam knowledge graph via MCP, with features like vector-based search, YouTube…No signals yetNo one-command install · Source
1283Unrankedmcp-orquestacion-de-agentesmcp · ai-agentsMCP server that exposes tools to query an e-commerce database (customers, sales, products) using natural language, orchestrated by a LangChain agent…No signals yetNo one-command install · Source
1284Unrankedmuninn-local-mcpmcp · ai-agentsA local-first MCP server providing persistent, project-scoped and global memory for AI agents using ChromaDB and Ollama embeddings, fully offline.No signals yetNo one-command install · Source
1285Unrankedopspilot-mcpmcp · ai-agentsAn MCP server exposing Kubernetes-style diagnostic tools to an LLM agent, with a safety approval gate for destructive actions, all backed by a mock…No signals yetNo one-command install · Source
1286Unrankedfallmind-v2-mcpmcp · ai-agentsMCP server for foldkit that exposes the 7-prime spine, 7 κ-bands, and 6 fold operations as tools and resources, enabling interaction with fold state…No signals yetNo one-command install · Source
1287Unrankedpathhound-mcpmcp · ai-agentsAn MCP server that enables LLMs to query and reason over Active Directory attack graphs collected by BloodHound, providing attack paths, blast radius…No signals yetNo one-command install · Source
1288Unrankedmcp-ccnu-libmcp · ai-agents封装华中师范大学图书馆空间预约系统（包括登录、查座位、预约、取消、暂离等操作）为一组MCP工具，供LLM调用执行。No signals yetNo one-command install · Source
1289Unrankedomega-tools-mcpmcp · ai-agentsA production-grade MCP server that provides a centralized microservice toolkit for LLM agents, enabling web search and extensible tool integration.No signals yetNo one-command install · Source
1290Unrankedbugsink-mcpmcp · ai-agentsHosted MCP server that exposes your self-hosted Bugsink error tracker as tools for LLMs, enabling issue management, release tracking, and stacktrace…No signals yetNo one-command install · Source
1291Unrankeddissid-audit-mcpmcp · ai-agentsWraps three deterministic audit scripts (funnel, accessibility, LLM visibility) as MCP tools, returning honest markdown reports with no fabricated…No signals yetNo one-command install · Source
1292Unrankedaviutl2-mcpmcp · ai-agentsEnables LLMs to create, edit, and manage AviUtl2 video projects, with optional real-time control via a native bridge plugin.No signals yetNo one-command install · Source
1293Unrankedagent-eyesmcp · ai-agentsMCP server that wraps Playwright to give AI agents eyes on the web, enabling browser search, navigation, extraction, and interaction with intelligent…No signals yetNo one-command install · Source
1294Unrankedmcp-project-context-servermcp · ai-agentsA Python MCP server that gives LLMs persistent, searchable access to project context — documentation, architecture decisions, and session notes.No signals yetNo one-command install · Source
1295Unrankedged-invest-mcpmcp · ai-agentsAn MCP server for construction tools that calculates wall formwork material takeoffs from geometry inputs, enabling LLMs to generate accurate bills of…No signals yetNo one-command install · Source
1296Unrankedscreenshot-vision-mcpmcp · ai-agentsAn MCP server that captures screenshots of URLs or local app windows and analyzes them with a local Ollama vision model, enabling Claude to visually…No signals yetNo one-command install · Source
1297Unrankedsafe-vision-mcpmcp · ai-agentsSafe Vision MCP enables safe and efficient local image inspection by generating thumbnails, contact sheets, and statistics, avoiding large images in…No signals yetNo one-command install · Source
1298Unrankedlocal-image-genmcp · ai-agentsMCP server for local image generation using FLUX.2 via Hugging Face diffusers, designed to run on a Windows GPU and be called remotely by Claude…No signals yetNo one-command install · Source
1299Unrankedbus-scheduling-mcpmcp · ai-agentsEnables LLM clients to access scheduling data, KPIs, routes, and trigger optimization algorithms via MCP.No signals yetNo one-command install · Source
1300Unrankedsearcharvester-mcp-servermcp · ai-agentsA self-hosted web search and page extraction service adapter that bridges your Searcharvester instance to LLM clients like Claude, enabling native web…No signals yetNo 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