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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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13,106 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
470176.349pycentauri-mcp-servermcp · ai-agentsAn MCP server that enables AI agents to monitor and control an Elegoo Centauri Carbon 3D printer via local network, supporting status checks…22 stars · 4 forksNo one-command install · Source
470276.349godkiller-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
470376.349stt-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
470476.453kagemcp · ai-agentsShared, code-grounded memory for developers and their coding agents. Capture a learning once and the whole team plus every agent recalls it; memory is…33 stars · 2 forksNo one-command install · Source
470576.462ia-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
470676.463superclaude-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
470776.469videonote-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
470876.503rachittshah-llm-councilmcp · ai-agentsMulti-LLM deliberation council with voting, debate, synthesis, critique, and verification protocols.26 stars · 3 forksNo one-command install · Source
470976.503geo2004-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
471076.524marrvel-mcpmcp · ai-agentsAn MCP server for MARRVEL that enables AI agents to access genetics databases and variant analysis tools for rare disease research.20 stars · 5 forksNo one-command install · Source
471176.524cve-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
471276.524codex-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
471376.524ai-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
471476.661sifter-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
471576.673cn-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
471676.673fusemcp · 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
471776.779a2a-rustmcp · ai-agentsRust A2A tools for the greater good23 stars · 4 forksNo one-command install · Source
471876.779fibo-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
471976.779morimcp · ai-agentsMori (森) is a shared memory layer for AI coding agents — one that compounds.23 stars · 4 forksNo one-command install · Source
472076.779yutori-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
472176.807biocontext-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
472276.807razee4315-netlogomcp · ai-agentsIntegrates with the NetLogo agent-based modeling platform for creating, executing, and analyzing simulation models with customizable parameters and…27 stars · 3 forksNo one-command install · Source
472376.807netlogo-mcpmcp · ai-agentsThe 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
472476.826aigen-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
472576.851notioncode-mcpmcp · ai-agentsBridges Notion AI models to coding environments like OpenCode, Claude Code, and Codex CLI, enabling local file operations and shell commands via MCP…19 stars · 6 forksNo one-command install · Source
472676.851agentsafe-tooltrust-scannermcp · ai-agentsScans MCP servers for prompt injection, data exfiltration, and privilege escalation vulnerabilities.19 stars · 6 forksNo one-command install · Source
472776.880prltmcp · 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
472876.880bhivedmcp · ai-agentsShared knowledge graph, skills, and tool discovery network for AI agents.35 stars · 2 forksNo one-command install · Source
472976.942acashmoney-biomcp · ai-agentsEnabling agent-based biomedical R&D via protein structure analysis capabilities18 stars · 7 forksNo one-command install · Source
473076.942mcp-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
473176.942zacccck-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
473276.942xiaolai-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
473377.022codex-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
473477.022segundo-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
473577.068grazer-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
473677.169elysia-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
473777.169mcp-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
473877.240openmarkdownmcp · 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
473977.256maven-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
474077.256blockworldmcp · 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
474177.267trip2gmcp · 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
474277.278colour-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
474377.315emzimmer-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
474477.315othervibes-as-a-judgemcp · ai-agentsBehavioral MCP that strengthens AI coding assistants via explicit LLM evaluations17 stars · 9 forksNo one-command install · Source
474577.315mcp-as-a-judgemcp · ai-agentsA 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
474677.330grok-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
474777.330distill-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
474877.375value-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
474977.375m1ndmcp · 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
475077.375recommend-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
475177.440madarmcp · 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
475277.484ontology-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
475377.484everything-mcpmcp · ai-agentsThe definitive MCP server for voidtools Everything - lightning-fast file search for AI agents.19 stars · 7 forksNo one-command install · Source
475477.507irahulpandey-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
475577.528justcallmcp · 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
475677.551entity-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
475777.561agent-care-mcpmcp · ai-agentsIntegrates with EMRs like Cerner and Epic via FHIR to retrieve patient data, and provides medical research tools (PubMed, clinical trials, FDA) for…1 star · 27 forksNo one-command install · Source
475877.611yoavf-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
475977.611spritecookmcp · ai-agentsGenerate game sprites and assets from text prompts.30 stars · 3 forksNo one-command install · Source
476077.611ya-frida-mcpmcp · ai-agentsA comprehensive MCP server for Frida dynamic instrumentation, enabling AI agents to manage devices, processes, scripts, memory, and ADB operations.30 stars · 3 forksNo one-command install · Source
476177.611ya-fridamcp · ai-agentsComprehensive Frida dynamic instrumentation toolkit with 59 tools for device management, process control, script injection, memory operations, and ADB…30 stars · 3 forksNo one-command install · Source
476277.754mcp-server-client-demomcp · ai-agentsA demo MCP server with streamable HTTP transport and auto tool registry, enabling LLMs to connect with external data sources and tools.21 stars · 6 forksNo one-command install · Source
476377.754manujbawa-minimemcp · ai-agentsProvides persistent memory management and meta-learning capabilities for software development workflows, featuring sequential thinking, task…21 stars · 6 forksNo one-command install · Source
476477.822codemesh-2mcp · ai-agentsCodeMesh enables AI agents to orchestrate any MCP server by writing TypeScript code, with self-improving capabilities through auto-augmentation of…26 stars · 4 forksNo one-command install · Source
476577.822joehaddad2000-claude-todo-emulatormcp · ai-agentsEmulates Claude Code's task management system with persistent todo functionality, providing workspace-local storage and validation rules that ensure…26 stars · 4 forksNo one-command install · Source
476677.822linemcp · ai-agentsReads local LINE chat history from your own computer and summarizes daily conversations through Claude Code, extracting decryption keys from LINE's…26 stars · 4 forksNo one-command install · Source
476777.822scholarmcpmcp · ai-agentsAn MCP server that enables coding agents to search academic papers, ingest full-text PDFs, extract structured details, and manage citations in…26 stars · 4 forksNo one-command install · Source
476877.850akshayaggarwal99-ampmcp · ai-agentsProvides local-first persistent memory with episodic and semantic storage, enabling context retention across sessions and knowledge graph building…31 stars · 3 forksNo one-command install · Source
476977.869crazyrabbitltc-vibecodermcp · ai-agentsGuides LLMs through structured software development workflows with feature clarification, PRD generation, and phase-based tracking using a hybrid…18 stars · 9 forksNo one-command install · Source
477077.869rvt-mcpmcp · ai-agentsAn MCP server that bridges AI agents to Autodesk Revit, enabling local tool-based interaction with Revit models, including query, create, and modify…18 stars · 9 forksNo one-command install · Source
477177.869bimwrightmcp · ai-agentsAI-native Revit MCP server with 28 transaction-safe tools — control Revit 2022–2027 from Claude Code or any MCP client via a pure C# implementation.18 stars · 9 forksNo one-command install · Source
477277.982garblesnarff-gemini-imagemcp · ai-agentsBridges Claude Desktop with Google's Gemini for seamless, configurable image generation via a JSON-RPC protocol that enables direct conversational…19 stars · 8 forksNo one-command install · Source
477378.073unofficial-davinci-mcpmcp · ai-agentsLets AI agents drive DaVinci Resolve for video editing, including beat-synced cuts, color matching, and loudness normalization, with both live Resolve…32 stars · 3 forksNo one-command install · Source
477478.073markmhendrickson-neotomamcp · ai-agentsDeterministic state layer for AI agents. Stores versioned entities (contacts, tasks, transactions, decisions) with immutable observations, full…32 stars · 3 forksNo one-command install · Source
477578.107antigravity-internmcp · ai-agentsAn MCP server that bridges Claude Code with Antigravity CLI using a Swarm Agent architecture to optimize local development workflows and minimize LLM…22 stars · 6 forksNo one-command install · Source
477678.125vic563-memgptmcp · ai-agentsImplements a multi-provider memory system for LLMs, enabling conversation history management and seamless model switching across OpenAI, Anthropic…27 stars · 4 forksNo one-command install · Source
477778.125kael-bit-engram-rsmcp · ai-agentsHierarchical memory system for AI agents with three-layer architecture and decay promotion.27 stars · 4 forksNo one-command install · Source
477878.125aidongise-cell-prism-scannermcp · ai-agentsScans AI agent skills, plugins, and MCP servers for security vulnerabilities using 39 detection rules.27 stars · 4 forksNo one-command install · Source
477978.195yjcho9317-nworksmcp · ai-agentsNAVER WORKS CLI + MCP server. 26 tools for messages, calendar, drive, mail, tasks, and boards. AI agents can manage NAVER WORKS directly.24 stars · 5 forksNo one-command install · Source
478078.305p-poss-dj-claudemcp · ai-agentsLive music coding for AI agents with oscillators, effects, and real-time audio synthesis.33 stars · 3 forksNo one-command install · Source
478178.305dj-claudemcp · ai-agentsA music MCP server enabling multi-agent collaboration where AI agents jam together in real-time, with 20 tools, conductor mode, and zero dependencies.33 stars · 3 forksNo one-command install · Source
478278.305brainmdmcp · ai-agentsLocal-first markdown vault with a built-in MCP server (streamable HTTP). 16 tools and 2 resources for Claude Code / Desktop / Cursor…33 stars · 3 forksNo one-command install · Source
478378.387contextualai-enterprise-searchmcp · ai-agentsIntegrates with Contextual AI's platform to provide enterprise search, multi-agent routing with automatic reranking, and intelligent document…21 stars · 7 forksNo one-command install · Source
478478.387response-mcp-servermcp · ai-agentsEnables agentic SecOps by executing Microsoft Defender XDR response actions (device isolation, antivirus scans, forensic collection, incident…21 stars · 7 forksNo one-command install · Source
478578.387local-codex-bridgemcp · ai-agentsEnables ChatGPT or other MCP clients to control native Codex sessions on Windows, providing tools for thread management, turns, observation, steering…21 stars · 7 forksNo one-command install · Source
478678.387xiaolai-claude-octopusmcp · ai-agentsSpawn multiple specialized Claude Code agents as MCP servers, each independently configured.21 stars · 7 forksNo one-command install · Source
478778.388a-modular-kingdommcp · ai-agentsProduction-ready MCP server providing RAG, hierarchical memory, and 8+ tools for AI agents via the Model Context Protocol.44 stars · 2 forksNo one-command install · Source
478878.399planka-mcpmcp · ai-agentsMCP server enabling AI agents to manage PLANKA kanban boards with full CRUD support for cards, tasks, labels, comments, and lists.8 stars · 12 forksNo one-command install · Source
478978.411claude-google-sheets-mcp-servermcp · ai-agentsA comprehensive MCP server for Google Sheets integration with Claude, enabling spreadsheet discovery, data manipulation, and formatting through…19 stars · 9 forksNo one-command install · Source
479078.411polymarket-mcpmcp · ai-agentsEnables AI agents to discover and analyze prediction markets, execute trades, and manage positions on Polymarket via the Model Context Protocol.19 stars · 9 forksNo one-command install · Source
479178.511alejandroqh-npctermmcp · ai-agentsHeadless in-memory terminal emulator for AI agents to spawn shells, run commands, and interact with TUI applications.45 stars · 2 forksNo one-command install · Source
479278.524io-github-diaaaj-a-mem-mcpmcp · ai-agentsA-MEM is a self-evolving memory system for coding agents that automatically organizes knowledge into a Zettelkasten-style graph with dynamic…34 stars · 3 forksNo one-command install · Source
479378.524diaaaj-a-memmcp · ai-agentsSelf-evolving memory system with dynamic knowledge graph for AI agents.34 stars · 3 forksNo one-command install · Source
479478.537memxtmcp · ai-agentsMemXT is a Local long-term memory for Claude Code & coding agents. 100% local23 stars · 6 forksNo one-command install · Source
479578.537mission69b-t2000mcp · ai-agentsNon-custodial DeFi banking for AI agents on Sui. 35 tools, 20 prompts for save, borrow, invest, exchange, send, pay — with auto yield optimization…23 stars · 6 forksNo one-command install · Source
479678.542boss-climcp · ai-agentsMCP server for searching BOSS直聘 (Boss Zhipin) job listings. It provides a boss_search tool that supports multi-city queries, keyword filtering, and…11 stars · 11 forksNo one-command install · Source
479778.554marcopesani-thinkmcp · ai-agentsProvides a dedicated thinking space for complex reasoning with encouraging feedback, enabling step-by-step analysis and memory retention without…25 stars · 5 forksNo one-command install · Source
479878.554ferodrigop-forgemcp · ai-agentsTerminal MCP server for AI coding agents with persistent PTY sessions, ring-buffer incremental reads, headless xterm screen capture, multi-agent…25 stars · 5 forksNo one-command install · Source
479978.642mammothgrowth-dbt-climcp · ai-agentsBridges Claude with dbt Core CLI, enabling direct execution of data transformation workflows, model management, and pipeline analysis within…18 stars · 10 forksNo one-command install · Source
480078.648cooper-cyber-coffee-opencti-mcp-servermcp · ai-agentsThis MCP server connects Claude Desktop to OpenCTI for AI-augmented threat intelligence analysis, enabling natural language queries and instant…29 stars · 4 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.

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