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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

13,106 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
100177.568spritecookmcp · ai-agentsGenerate game sprites and assets from text prompts.30 stars · 3 forksNo one-command install · Source
100177.568yoavf-ai-sessionsmcp · ai-agentsProvides unified access to local AI assistant CLI session histories from Claude Code, Gemini CLI, and OpenAI Codex with tools for listing, browsing…30 stars · 3 forksNo one-command install · Source
100377.551entity-verificationmcp · ai-agentsVerified business-identity intelligence for AI agents & MCP clients — company verification, VAT, BORME, GLEIF, ownership and risk signals across 34…15,809 installsNo commit datelisted No one-command install · Source
100477.489irahulpandey-promptlabmcp · ai-agentsTransforms basic user queries into optimized prompts for AI systems by automatically detecting content type and applying tailored templates from a…8 stars · 11 forksNo one-command install · Source
100577.488justcallmcp · ai-agentsIntegrates with JustCall's voice communication platform to retrieve and analyze call data with filtering options for date ranges, contact numbers…25 stars · 4 forksNo one-command install · Source
100677.436everything-mcpmcp · ai-agentsThe definitive MCP server for voidtools Everything - lightning-fast file search for AI agents.19 stars · 7 forksNo one-command install · Source
100677.436ontology-mcp-self-healingmcp · ai-agentsSelf-healing MCP server that monitors database schema changes, detects differences, and automatically updates ontology mappings using AI to ensure…19 stars · 7 forksNo one-command install · Source
100877.401madarmcp · ai-agentsGive your coding agent the repo context it needs before it starts searching. Madar builds a local graph of your TypeScript or Node.js repository and…18 stars · 8 forksNo one-command install · Source
100977.366recommend-agentic-trust-layermcp · ai-agentsEnables agents to verify claims with evidence-based truth scores and confidence levels by running a deterministic pipeline of evidence lanes and…22 stars · 5 forksNo one-command install · Source
100977.366m1ndmcp · ai-agentsm1nd is a local MCP runtime that gives coding agents graph-native memory of a codebase: structure, docs, decisions, change impact, recovery state, and…22 stars · 5 forksNo one-command install · Source
100977.366value-investing-agentmcp · ai-agentsAn AI-powered MCP server for value investors. Analyze stocks using principles from Benjamin Graham and Warren Buffett.22 stars · 5 forksNo one-command install · Source
101277.305mcp-as-a-judgemcp · ai-agentsalso listed as othervibes-as-a-judgeA validation layer for AI coding assistants that enforces explicit LLM evaluations on plans, code diffs, and tests to ensure safer and higher-quality…17 stars · 9 forksNo one-command install · Source
101277.305emzimmer-mozilla-readability-parsermcp · ai-agentsIntegrates Mozilla's Readability algorithm to extract and transform webpage content into clean, LLM-optimized Markdown.17 stars · 9 forksNo one-command install · Source
101577.286distill-kuramcp · ai-agentsEnables agents to store and recall long-term memories by semantic relevance rather than exact keywords, with writes gated by verbatim evidence and…29 stars · 3 forksNo one-command install · Source
101577.286rememmcp · ai-agentsLocal-first persistent memory for Claude Code and OpenAI Codex CLI. A single Rust binary captures, distills, searches, and injects project memory…29 stars · 3 forksNo one-command install · Source
101577.286grok-image-mcpmcp · ai-agentsMCP server for generating and editing images using xAI's Grok image model, supporting text prompts, batch generation, local files, and optional proxy…29 stars · 3 forksNo one-command install · Source
101877.278colour-memory-cultural-color-intelligence-for-aimcp · ai-agentsThe world's only historically grounded colour archive built for AI agents. Thousands of named colours across dozens of cultural archives spanning…15,140 installsNo commit datelisted No one-command install · Source
101977.233blockworldmcp · ai-agentsEnables AI agents to build voxel structures in a 3D world using primitive shape tools like boxes, cylinders, cones, spheres, and tubes.20 stars · 6 forksNo one-command install · Source
101977.233maven-decoder-mcp-servermcp · ai-agentsA comprehensive MCP server for analyzing Maven jar files in the local repository, enabling AI agents to understand dependencies, analyze bytecode, and…20 stars · 6 forksNo one-command install · Source
102177.232openmarkdownmcp · ai-agentsLocal-first Markdown editor whose MCP server lets a coding agent and a human co-edit the same .md file — it opens and reveals files in the editor and…60 stars · 1 forkNo one-command install · Source
102277.211trip2gmcp · ai-agentsSelf-hosted knowledge mesh with built-in MCP server enabling AI agents to search and retrieve notes across federated hubs.37 stars · 2 forksNo one-command install · Source
102377.143linemcp · ai-agentsReads local LINE chat history from your own computer and summarizes daily conversations through Claude Code, extracting decryption keys from LINE's…24 stars · 4 forksNo one-command install · Source
102377.143mcp-korean-spellmcp · ai-agentsProvides Korean spell checking and grammar correction via a single tool. It integrates into MCP clients like Cursor or Claude Desktop.24 stars · 4 forksNo one-command install · Source
102377.143elysia-mcp-servermcp · ai-agentsEnables creating high-performance MCP servers using Bun and Elysia, exposing resources, tools, and prompts to LLMs via SSE transport.24 stars · 4 forksNo one-command install · Source
102677.040grazer-mcpmcp · ai-agentsMulti-platform content discovery for AI agents over MCP — graze worthy content across BoTTube and an extensible set of sources.10 stars · 10 forksNo one-command install · Source
102777.014segundo-c-rebromcp · ai-agentsSelf-hosted personal knowledge graph running on Cloudflare, connecting to Claude as an MCP server for capturing atomic concepts and cross-domain…21 stars · 5 forksNo one-command install · Source
102777.014codex-cli-mcp-toolmcp · ai-agentsAn MCP server that allows Claude Code to interact with the OpenAI Codex CLI.21 stars · 5 forksNo one-command install · Source
102976.904xiaolai-codex-octopusmcp · ai-agentsMCP server that spawns multiple specialized OpenAI Codex agents with distinct personalities and constraints for multi-agent coding workflows.18 stars · 7 forksNo one-command install · Source
102976.904zacccck-claude-mcp-read-email-attachmentsmcp · ai-agentsRemote HTTP MCP server that reads Outlook email attachments via Microsoft Graph. Parses PDF, Word (with embedded image extraction for multimodal…18 stars · 7 forksNo one-command install · Source
102976.904mcp-analystmcp · ai-agentsEnables Claude to analyze local CSV or Parquet files, handling larger datasets without uploading full files.18 stars · 7 forksNo one-command install · Source
102976.904acashmoney-biomcp · ai-agentsEnabling agent-based biomedical R&D via protein structure analysis capabilities18 stars · 7 forksNo one-command install · Source
103376.838bhivedmcp · ai-agentsShared knowledge graph, skills, and tool discovery network for AI agents.35 stars · 2 forksNo one-command install · Source
103376.838prltmcp · ai-agentsEnables AI agents to orchestrate development tasks by creating tickets, spawning isolated worker agents, and managing multi-agent workflows through…35 stars · 2 forksNo one-command install · Source
103576.833aigen-protocol-safe-agentmcp · ai-agentsEVM token safety analysis with scam pattern detection across Ethereum, Base, Optimism, Arbitrum, BSC, and Polygon.4 stars · 13 forksNo one-command install · Source
103676.807agentsafe-tooltrust-scannermcp · ai-agentsScans MCP servers for prompt injection, data exfiltration, and privilege escalation vulnerabilities.19 stars · 6 forksNo one-command install · Source
103776.751netlogo-mcpmcp · ai-agentsalso listed as razee4315-netlogoThe first MCP server for NetLogo, enabling AI assistants to create, run, and analyze agent-based models through natural conversation.27 stars · 3 forksNo one-command install · Source
103776.751biocontext-ai-skill-to-mcpmcp · ai-agentsConverts AI Skills (following Claude Skills format) into discoverable resources, enabling automatic skill discovery from configurable directories with…27 stars · 3 forksNo one-command install · Source
104076.745yutori-mcpmcp · ai-agentsMCP server enabling web monitoring, deep research, and browser automation through Yutori's web agentic technology.23 stars · 4 forksNo one-command install · Source
104076.745morimcp · ai-agentsMori (森) is a shared memory layer for AI coding agents — one that compounds.23 stars · 4 forksNo one-command install · Source
104076.745fibo-mcpmcp · ai-agentsProvides financial agents access to the Financial Industry Business Ontology (FIBO) for querying financial concepts, terms, and relationships through…23 stars · 4 forksNo one-command install · Source
104076.745a2a-rustmcp · ai-agentsRust A2A tools for the greater good23 stars · 4 forksNo one-command install · Source
104476.638sifter-ai-siftermcp · ai-agentsStructure any document, query it like a database. Open-source extraction engine that turns any document into typed, schema-defined records, queryable…54 stars · 1 forkNo one-command install · Source
104576.618fusemcp · ai-agentsA local .NET MCP server for coding agents, providing persistent semantic indexing, typed-graph DI wiring resolution, reduced context, and…34 stars · 2 forksNo one-command install · Source
104576.618cn-scraper-mcpmcp · ai-agentsMCP server that enables AI agents to search Chinese web platforms (Taobao, JD, Xiaohongshu, Zhihu, ZSXQ) without being blocked.34 stars · 2 forksNo one-command install · Source
104776.502ai-rotommcp · ai-agentsMCP server for Pokémon battle advising: provides type matchups, damage calculation, party analysis, and move/ability data for AI agents like Claude…20 stars · 5 forksNo one-command install · Source
104776.502codex-freemcp · ai-agentsAn MCP server that bridges ChatGPT Web Pro to local tools, enabling file read/write, shell command execution, git operations, and search within a…20 stars · 5 forksNo one-command install · Source
104776.502cve-mcpmcp · ai-agentsUnifies NVD, EPSS, CISA KEV, GitHub Advisory, and OSV into a single MCP server, enabling AI agents to query vulnerability intelligence…20 stars · 5 forksNo one-command install · Source
105076.462ia-qa-com-mcp-llm-and-rag-testing-dev-qa-toolboxmcp · ai-agentsIA-QA as an MCP Server Use IA-QA's developer tools to test your llm agents RAG ai tools, directly from Cursor, Claude Desktop, Windsurf, or any AI…12,754 installsNo commit datelisted No one-command install · Source
105176.446superclaude-org-superagentmcp · ai-agentsOrchestrates Codex and Gemini CLI agents with parallel execution across multiple working directories, enabling delegation of complex tasks to 16…14 stars · 9 forksNo one-command install · Source
105276.445videonote-mcpmcp · ai-agentsMCP server that converts video links into AI-generated Markdown notes, with tools for task management, transcription engines, and LLM providers.52 stars · 1 forkNo one-command install · Source
105376.443geo2004-arcgis-promcp · ai-agentsBridges Claude Desktop to ArcGIS Pro using natural language for spatial analysis, geoprocessing, and map creation via file-based IPC.26 stars · 3 forksNo one-command install · Source
105376.443rachittshah-llm-councilmcp · ai-agentsMulti-LLM deliberation council with voting, debate, synthesis, critique, and verification protocols.26 stars · 3 forksNo one-command install · Source
105576.331stt-mcp-server-linuxmcp · ai-agentsLocal speech-to-text MCP server for Linux that transcribes audio via push-to-talk (Right Ctrl) and injects the text into Claude's input stream in…22 stars · 4 forksNo one-command install · Source
105576.331godkiller-mcpmcp · ai-agentsAn MCP server that enforces hard quality gates on AI coding agents, including forced web search, planning, and empirical test execution, to prevent…22 stars · 4 forksNo one-command install · Source
105776.278mcp-server-tronmcp · ai-agentsA comprehensive MCP server that enables AI agents to interact with the TRON blockchain, including tools for blockchain data, token transfers, smart…16 stars · 8 forksNo one-command install · Source
105776.278tanker327-promptsmcp · ai-agentsManages prompt templates as markdown files with YAML frontmatter, providing structured organization, real-time file watching, and CRUD operations for…16 stars · 8 forksNo one-command install · Source
105976.275ib-async-mcp-servermcp · ai-agentsEnables read-only access to Interactive Brokers data including contracts, market data, news, fundamentals, and portfolio/account information for LLM…18 stars · 6 forksNo one-command install · Source
105976.275mcp-interactive-terminalmcp · ai-agentsMCP server that gives AI agents real interactive terminal sessions for running REPLs, SSH, database clients, and any interactive CLI with clean text…18 stars · 6 forksNo one-command install · Source
105976.275cloudwerxlab-gpt-image-1mcp · ai-agentsEnables direct image generation and editing through OpenAI's gpt-image-1 model with support for text prompts, file paths, and base64 encoded inputs…18 stars · 6 forksNo one-command install · Source
106276.242dagster-mcpmcp · ai-agentsAn MCP server that gives AI agents full visibility and control over your Dagster instance, enabling autonomous monitoring, diagnosis, and remediation…13 stars · 9 forksNo one-command install · Source
106276.242agent-browser-mcpmcp · ai-agentsAn MCP server that provides browser automation capabilities, enabling LLMs to control a web browser for navigation, interaction, and data extraction.13 stars · 9 forksNo one-command install · Source
106276.242infinitimeless-claude-lmstudio-bridgemcp · ai-agentsBridges Claude with local LLMs running in LM Studio, enabling direct access to local model capabilities for text generation and chat completions while…13 stars · 9 forksNo one-command install · Source
106576.182cursor-history-mcpmcp · ai-agentsMCP server for browsing, searching, exporting, and backing up your Cursor AI chat history directly into Claude via natural language.32 stars · 2 forksNo one-command install · Source
106676.160adaptixc2-mcp-servermcp · ai-agentsEnables LLM agents to interact with and automate operations with the AdaptixC2 framework via the MCP protocol.25 stars · 3 forksNo one-command install · Source
106676.160rungraphmcp · ai-agentsrungraph is an MCP server (stdio, npx rungraph mcp) that turns Claude Code and Codex transcripts into an interactive run graph. Seven tools…25 stars · 3 forksarmory install rungraph --cli claude
106676.160shadowrootdev-awesome-agent-skillsmcp · ai-agentsCurated collection of AI agent skills from leading organizations25 stars · 3 forksNo one-command install · Source
106976.076rustfsmcp · ai-agentsAI agent access to RustFS S3-compatible object storage with tools for buckets, objects, uploads, and downloads.19 stars · 5 forksNo one-command install · Source
106976.076marrvel-mcpmcp · ai-agentsAn MCP server for MARRVEL that enables AI agents to access genetics databases and variant analysis tools for rare disease research.19 stars · 5 forksNo one-command install · Source
106976.076agentward-ai-agentwardmcp · ai-agentsPermission control plane for AI agents. MCP proxy that enforces least-privilege YAML policies on every tool call, classifies sensitive data (PII/PHI)…19 stars · 5 forksNo one-command install · Source
106976.076martparve-selvermcp · ai-agentsMCP server enabling Claude to shop at the Estonian grocery retailer Selver.ee with product search, smart cart building, and browser integration.19 stars · 5 forksNo one-command install · Source
107376.055gitintelmcp · ai-agentsA local Git intelligence MCP server that provides deep repository analytics including hotspots, temporal coupling, knowledge maps, churn analysis, and…12 stars · 9 forksNo one-command install · Source
107475.980sebbsssss-cludemcp · ai-agentsCognitive memory system with typed memory categories, differential decay rates, and autonomous dream cycles for persistent AI agent memory.21 stars · 4 forksNo one-command install · Source
107475.980evermemos-mcpmcp · ai-agentsLong-term memory for AI coding assistants. Remembers context once and recalls it across sessions.21 stars · 4 forksNo one-command install · Source
107475.980skills-mcp-servermcp · ai-agentsCentralized, sandboxed MCP server to manage, execute, and expose advanced Agent Skills to any MCP-capable framework or low-code platform.21 stars · 4 forksNo one-command install · Source
107475.980lean-lsp-mcpmcp · ai-agentsMCP server for agentic interaction with the Lean theorem prover via LSP, providing tools for understanding, analyzing, and interacting with Lean…21 stars · 4 forksNo one-command install · Source
107475.980nazar256-user-promptmcp · ai-agentsEnables Cursor users to provide additional input during AI generation through interactive dialog boxes, creating a more dynamic experience without…21 stars · 4 forksNo one-command install · Source
107975.946dotnet-mcpmcp · ai-agentsGive your AI assistant superpowers for .NET development! This MCP server connects GitHub Copilot, Claude, and other AI assistants directly to the .NET…31 stars · 2 forksNo one-command install · Source
107975.946codingbuddymcp · ai-agentsA multi-AI MCP server that orchestrates 37 specialist agents across 9 AI tools to measure and improve code quality with session impact reports and…31 stars · 2 forksNo one-command install · Source
108175.856giskard09-argentummcp · ai-agentsKarma economy for AI agents with community attestations and on-chain reputation on Arbitrum.5 stars · 11 forksNo one-command install · Source
108275.852peerbridge-mcpmcp · ai-agentsConnects multiple AI agents (Codex, Claude Code, Grok, etc.) into a coordinated, auditable team with shared memory, task ownership, and human…189 starsNo one-command install · Source
108375.845mayankthole-dhan-tradingmcp · ai-agentsControl your Dhan trading account through Claude using simple conversation. Check your account balance, view current holdings and positions, get live…7 stars · 10 forksNo one-command install · Source
108475.815emotion-enginemcp · ai-agentsLocal-first stdio MCP server for agent relationship-continuity state: PAD mood, affective pulse, trust, decay, and boundary signals kept beside…24 stars · 3 forksNo one-command install · Source
108475.815metatronmcp · ai-agentsMetatron is a self-hosted system that captures a codebase's real implementation decisions — preferred patterns, rejected approaches, edge cases…24 stars · 3 forksNo one-command install · Source
108475.815korkyzer-multicamcp · ai-agentsWraps the Multica CLI to manage issues, agents, workflows, and autopilots from AI coding assistants.24 stars · 3 forksNo one-command install · Source
108775.782estav-knowledge-graph-memorymcp · ai-agentsProvides a knowledge graph management system for storing, retrieving, and querying information to build and maintain long-term memory across…16 stars · 7 forksNo one-command install · Source
108775.782ejb503-systempromptmcp · ai-agentsIntegrates with SystemPrompt.io to enable centralized creation, management, and versioning of prompts.16 stars · 7 forksNo one-command install · Source
108975.737sparesparrow-project-orchestratormcp · ai-agentsStreamlines software project creation by analyzing user input to select appropriate structures, generate documentation with Mermaid diagrams, and…17 stars · 6 forksNo one-command install · Source
108975.737superpowers-mcpmcp · ai-agentsAn MCP server that makes superpowers skills available to any LLM that supports the Model Context Protocol.17 stars · 6 forksNo one-command install · Source
108975.737housecall-pro-mcp-serversmcp · ai-agentsA collection of over 20 specialized MCP servers that enable LLMs to manage customers, jobs, scheduling, invoicing, materials, and more in Housecall…17 stars · 6 forksNo one-command install · Source
108975.737databricks-genie-mcpmcp · ai-agentsConnects to the Databricks Genie API, enabling LLMs to ask natural language questions, run SQL queries, and interact with Databricks conversational…17 stars · 6 forksNo one-command install · Source
109375.719mimo-mcpmcp · ai-agentsEnables Claude Code and Codex to directly invoke Xiaomi MiMo's full-modal capabilities including multimodal dialogue, image/video understanding, TTS…30 stars · 2 forksNo one-command install · Source
109375.719context9mcp · ai-agentsContext9 is an MCP server that feeds AI agents with up-to-date documentation, reducing hallucinations by real-time knowledge synchronization.30 stars · 2 forksNo one-command install · Source
109575.646framesailmcp · ai-agentsCreate long-form (faceless YouTube) videos end to end from any MCP client: script, locked character references, storyboard, voiceover, and final video…11,533 installsNo commit datelisted No one-command install · Source
109675.613icepanel-mcp-servermcp · ai-agentsEnables interaction with IcePanel for architectural diagram management via MCP clients, such as Claude Desktop, Cursor, and Windsurf. Deprecated in…15 stars · 8 forksNo one-command install · Source
109675.613davidteren-context-managermcp · ai-agentsEnhances Claude's capabilities with context management across sessions, knowledge organization through hierarchical project contexts, and continuous…15 stars · 8 forksNo one-command install · Source
109675.613gongrzhe-langflow-document-qamcp · ai-agentsConnects Claude Desktop to a Langflow-powered document question-answering system through a query_docs tool that processes document-based questions…15 stars · 8 forksNo one-command install · Source
109975.544clio-memorymcp · ai-agentsA self-hosted MCP memory and state system for long-running AI relationships, storing source text locally with explicit memory tools and a web manager…18 stars · 5 forksNo one-command install · Source
109975.544aftrmcp · ai-agentsEnables AI agents to control Adobe After Effects to create videos programmatically, with commands for comps, layers, effects, and rendering.18 stars · 5 forksNo 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