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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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Needs the armory CLI · not on npm yet, build it from cli/ in the repository

3,606 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
30122.557tableragmcp · searchTurns Excel/CSV folders into a traceable, read-only AI knowledge layer; provides deterministic data queries, schema discovery, and evidence-backed…1 starNo one-command install · Source
30222.557grok-searchmcp · searchProvides AI-driven web search, page fetching, and site mapping with real xAI citations, enabling LLM clients to access up-to-date external…1 starNo one-command install · Source
30322.557dev-diary-mcpmcp · searchTurns a folder of Markdown files into a searchable work journal that any LLM can read and write.1 starNo one-command install · Source
30422.557llm-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
30522.557ellmos-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
30622.557rnv-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
30722.557bongocat-mcpmcp · front-endUnifies multiple BongoCat desktop pets into MCP tools, enabling LLM clients to control cat animations, typing, expressions, and chat bubbles via a…1 starNo one-command install · Source
30822.557ellmos-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
30922.557speclawmcp · 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
31022.557maxaeo-ai-visibility-mcpmcp · searchEnables AI agents to check whether a public website is crawlable, understandable, and ready for AI search workflows through local-only audits of…1 starNo one-command install · Source
31122.557utel-mcpmcp · back-endAn MCP server that wraps the UTEL IP-telephony REST API as MCP tools, enabling LLM agents to make authenticated HTTP requests to the UTEL API via a…1 starNo one-command install · Source
31222.557k-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
31322.557multidim-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
31422.557io-github-brightdotdev-darwin-ragmcp · searchA local-first RAG engine that ingests documents (PDF, Markdown, images, etc.) and provides hybrid search, reranking, and LLM answer synthesis via MCP…1 starNo one-command install · Source
31522.557spark-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
31622.557flexorch-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
31722.557mathmethods-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
31822.557origin-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
31922.557legion-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
32022.557mcp-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
32122.557protein-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
32222.557lego-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
32322.557ellmos-controlcenter-mcpmcp · back-endAn alpha-stage MCP control plane for local MCP stacks, enabling discovery of local servers, profile management, capability bundles, tool-list probes…1 starNo one-command install · Source
32422.557cisco-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
32522.557neo-memmcp · databaseProvides persistent, graph-based memory for AI agents using Neo4j and vector embeddings, enabling semantic recall across sessions via MCP.1 starNo one-command install · Source
32622.557openaimcpmcp · back-endA Model Context Protocol server for OpenAI API access via AceDataCloud, enabling chat completions, image generation, text embeddings, and more from…1 starNo one-command install · Source
32722.557mcp-dev-serversmcp · back-endProvides 7 MCP servers with 95 tools for git, GitHub, .NET, Ollama, Rust, template sync, and Python, enabling natural-language commands to perform…1 starNo one-command install · Source
32822.557slimatlas-aimcp · browserAn MCP server for lightweight browser automation using Lightpanda with Chrome fallback, providing LLM-optimized accessibility tree snapshots for…1 starNo one-command install · Source
32922.557mosaic-mcp-servermcp · searchProvides 11 MCP tools for deterministic, local semantic search over your documents, including indexing, retrieval, exact-match facets, temporal truth…1 starNo one-command install · Source
33022.557planckbotmcp · 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
33122.557trm-mcpmcp · searchA local, offline-first MCP server for searching, grepping, reading, rendering, and comparing long datasheet/TRM PDFs, using hybrid retrieval with…1 starNo one-command install · Source
33222.557anythingllm-control-plane-mcp-servermcp · back-endEnables managing and controlling AnythingLLM instances through MCP, providing tools to list, create, and delete workspaces, retrieve system…1 starNo one-command install · Source
33322.557gw1-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
33422.557unraid-code-mode-mcpmcp · back-endA code-mode MCP server for the Unraid 7.2+ GraphQL API that exposes search and execute tools, allowing LLM agents to introspect and call any GraphQL…1 starNo one-command install · Source
33522.557mcp-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
33622.557anker-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
33722.557infra-advisor-mcpmcp · devopsEstimates GPU requirements, training/inference costs, and cloud-vs-on-prem TCO for AI workloads using deterministic calculators.1 starNo one-command install · Source
33822.557midasheng-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
33922.557astra-aigatemcp · back-endUnified AI gateway that aggregates MCP tools from multiple servers and routes LLM requests with provider combos and fallback, all managed through a…1 starNo one-command install · Source
34022.557knowledgemcp · 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
34122.557agentops-evalbench-mcpmcp · searchEnables LLM evaluation and observability by uploading documents, building test sets, running RAG pipelines, and automatically scoring answers for…1 starNo one-command install · Source
34222.557allnewsapi-mcpmcp · searchEnables LLMs to search for news articles, get top headlines, and access comprehensive news data with advanced filtering options through AllNewsAPI.1 starNo one-command install · Source
34322.557ellmos-blender-use-mcpmcp · otherEnables headless Blender asset QA and FBX reimport verification for game and 3D asset pipelines, checking mesh count, material count, and naming…1 starNo one-command install · Source
34422.557apick-mcpmcp · back-endEnables access to 82 Korean data and AI tools through MCP, including business registry lookup, ID document verification, parcel tracking, OCR, file…1 starNo one-command install · Source
34522.557context-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
34622.557arxivummcp · 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
34722.557atriumn-tokencostmcp · ai-agentsLLM pricing oracle for model lookup, cost estimation, and comparison via LiteLLM.1 starNo one-command install · Source
34822.557evidence-mcpmcp · searchProvides an evidence-oriented MCP interface for Evidence RAG Pilot, enabling retrieval of evidence packages, chunks, and evidence images from…1 starNo one-command install · Source
34922.557sec-intelligence-mcpmcp · back-endMCP server for SEC EDGAR filing intelligence, providing tools for fetching, chunking/embedding, retrieval, and evaluation of filings.1 starNo one-command install · Source
35022.557nextjs-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
35122.557policy-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
35222.557djai-tools-mcpmcp · searchProvides AI agents with local file-processing capabilities for token counting, RAG chunking, CSV/JSON conversion, QR generation, and more, while…1 starNo one-command install · Source
35322.557model-price-watchmcp · back-endLive LLM API pricing: current token prices, model comparisons, cheapest-model lookups, and The LLM Price Index for 150+ models across 20+ providers…1 starNo one-command install · Source
35422.557mgi-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
35522.557carrelmcp · ai-agentsEnables local file search, packing into LLM-ready context, and inspection via an MCP server on stdio.1 starNo one-command install · Source
35622.557mcp-llm-bridgemcp · back-endCentralized encrypted gateway that routes requests to 11+ LLM providers (API keys and CLI subscriptions) through a single OpenAI-compatible endpoint…1 starNo one-command install · Source
35722.557vscode-mcp-supergatewaymcp · back-endA centralized MCP gateway that aggregates and routes requests from multiple IDE clients to backend services, while offloading context tasks to local…1 starNo one-command install · Source
35822.557llm-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
35922.557arkheiamcp · ai-agentsHallucination and fabrication detection for LLM outputs across 30+ models.1 starNo one-command install · Source
36022.557ableton-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
36122.557dcl-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
36222.557pisama-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
36322.557searxng-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
36422.557c2pa-mcpmcp · authVerifies C2PA Content Credentials for local files or URLs and returns an LLM-ready verdict on trust, AI generation, and provenance.1 starNo one-command install · Source
36522.557article-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
36622.557gitea-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
36722.557vox-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
36823.374shashwat001-langchain-integrationmcp · otherIntegrates Langchain with MCP tools.1 forkNo one-command install · Source
36923.374hzzy2o-flux-image-generatormcp · back-endEnables text-to-image generation through the Flux API on Cloudflare Workers with customizable parameters for dimensions, aspect ratio, and inference…1 forkNo one-command install · Source
37023.374jimmy974-qdrantmcp · databaseIntegrates with Qdrant vector database to provide semantic search capabilities for storing and retrieving information using multiple embedding…1 forkNo one-command install · Source
37123.374vurtnec-lancedb-vector-searchmcp · databaseEnables vector search capabilities using LanceDB and Ollama's embedding model for similarity searches on document collections without context…1 forkNo one-command install · Source
37223.374lmstudio-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
37323.374mcp-server-yapimcp · back-endMCP server for YApi that enables LLMs to manage API interfaces, projects, and categories through natural language, supporting multiple projects and…1 forkNo one-command install · Source
37423.374tagny-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
37523.374cmmv-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
37623.374ason-mcp-servermcp · back-endEnables compression and decompression of JSON data using the token-optimized ASON format, reducing token usage by 20-60% for LLM applications.1 forkNo one-command install · Source
37723.374obs-showrunner-mcpmcp · back-endMCP server enabling LLMs to control OBS Studio through high-level show and effect APIs.1 forkNo one-command install · Source
37823.374psd-mcp-servermcp · front-endEnables parsing of PSD files and extraction of layer information, design tokens, and assets to assist LLMs in converting designs to code.1 forkNo one-command install · Source
37923.374ygtdgn-codebase-indexermcp · databaseIndexes source code using Ollama embeddings and Qdrant vector database to enable natural language semantic search across codebases.1 forkNo one-command install · Source
38023.374tolgee-mcpmcp · back-endAn MCP server that wraps the Tolgee localization platform API, enabling LLMs to manage translation projects, keys, translations, languages, and…1 forkNo one-command install · Source
38123.374camofox-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
38223.374agent-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
38323.374tesseract-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
38423.374local-brain-mcpmcp · back-endA local MCP server for AI assistants to store and retrieve personal memories on disk, with optional semantic search using embeddings.1 forkNo one-command install · Source
38523.374embgrepmcp · searchProvides local semantic search over files using embeddings, enabling directory indexing and natural language queries without external services.1 forkNo one-command install · Source
38623.374utilifymcp · otherTexas utility plan comparison and enrollment for electricity, internet, natural gas, water, and trash across 4,844 ZIP codes.1 forkNo one-command install · Source
38723.374mdfifty50-boop-agentic-observabilitymcp · ai-agentsAgent tracing, cost tracking, and anomaly detection for LLM-based agents.1 forkNo one-command install · Source
38823.374pch-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
38923.374pathcourse-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
39023.374sapmcpmcp · 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
39123.374alephantmcp · ai-agentsAI cost control and BYO-key routing across 50+ LLM providers and 320+ models.1 forkNo one-command install · Source
39223.374abhishek2432001-deeprepomcp · searchRAG engine for local codebases with multi-provider AI support and semantic search.1 forkNo one-command install · Source
39323.374nwtools-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
39423.374synapse-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
39523.374mcp-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
39623.374platform-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
39723.374deepsiftmcp · 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
39823.374multi-model-mcpmcp · ai-agentsAn MCP server that exposes tools for sub-agent style reasoning across multiple LLM providers, enabling delegation of prompts to various models and…1 forkNo one-command install · Source
39923.374open-vision-mcpmcp · back-endProvider-neutral Vision MCP Server — image analysis via 10 inference providers through a single MCP server.1 forkNo one-command install · Source
40023.374auto-mcp-servermcp · back-endEnables LLMs to interact with any REST API that has an OpenAPI specification by providing a lightweight MCP server that translates between natural…1 forkNo 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