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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
120122.557hipercampomcp · ai-agentsAn MCP server that gives Claude a memory system modeled on the hippocampus using hyperdimensional computing, with features like surprise-gated…1 starNo one-command install · Source
120222.557flutter-orchestratormcp · ai-agentsEnables building Flutter and Dart apps through a multi-agent system that orchestrates specialized agents for UI design, backend development, testing…1 starNo one-command install · Source
120322.557kotlin-multi-agent-orchestratormcp · ai-agentsEnables end-to-end generation, scaffolding, testing, diagnosis, and auditing of Kotlin applications for Android, Compose Multiplatform, Ktor, and…1 starNo one-command install · Source
120422.557ultron-control-centermcp · ai-agentsAn MCP server that provides persistent, governed memory for Claude Code, enabling local storage and retrieval of decisions, architecture, and context…1 starNo one-command install · Source
120522.557waybillmcp · ai-agentsA token accounting plugin for Claude Code that meters AI token usage, attributes costs to Jira stories, and generates evidence-backed reports for…1 starNo one-command install · Source
120622.557que-paso-ayermcp · ai-agentsMCP server that helps software teams track and understand technical debt, recurring issues, project dependencies, and real-time agent handoffs through…1 starNo one-command install · Source
120722.557ledgerfc-mcpmcp · ai-agentsProvides AI agents with live, grounded sports data including model probabilities, track records, and European soccer and tennis arbitrage…1 starNo one-command install · Source
120822.557remote-agentsmcp · ai-agentsA unified MCP-compatible system for controlling fleets of remote machines through AI agents.1 starNo one-command install · Source
120922.557url-safety-validator-mcpmcp · ai-agentsEnables AI agents to check URL safety before fetching content, using Google Web Risk, URLhaus, PhishTank, and AI analysis to return…1 starNo one-command install · Source
121022.557qector-claude-pluginmcp · ai-agentsQECTOR Quantum Error Correction: High-performance, mathematically verified local QEC engineering environment for Claude Code and Claude Desktop.1 starNo one-command install · Source
121122.557bg-tasks-mcpmcp · ai-agentsMCP server that enables AI agents to start, monitor, and stop background processes like dev servers, builds, and tests, with a web dashboard.1 starNo one-command install · Source
121222.557yoru-studio-mcpmcp · ai-agentsMCP server for Yoru Studio that lets AI agents read projects, schedules, and inbox, and safely append inspiration, storyboard shots, and execution…1 starNo one-command install · Source
121322.557hachimanmcp · ai-agentsEnables AI agents and MCP servers to operate under autonomous security enforcement, including pre-deployment scanning, per-call authorization, runtime…1 starNo one-command install · Source
121422.557hcom-mcpmcp · ai-agentsA control-plane MCP server for launching and supervising hcom-managed agents, running as a single persistent HTTP server to coordinate multiple…1 starNo one-command install · Source
121522.557ths-stock-trading-mcpmcp · ai-agentsEnables AI agents to automate simulated stock trading on the Tonghuashun trading system, including checking account balances and positions, viewing…1 starNo one-command install · Source
121622.557ykastelnik-realeventsmcp · ai-agentsEvent creation and management tool for AI agents — no account required.1 starNo one-command install · Source
121722.557llm-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
121822.557buyapimcp · ai-agentsUnbiased vendor intelligence MCP server that helps AI agents and developers make informed infrastructure decisions by providing current, structured…1 starNo one-command install · Source
121922.557filemanmcp · ai-agentsEnables agents to organize messy folders into structured libraries by scanning, planning, and applying reorganization via a manifest-first…1 starNo one-command install · Source
122022.557ellmos-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
122122.557agent-sleepmcp · ai-agentsEnables AI agents to persist and recall episodic memories across sessions, consolidating experiences into reusable rules and lessons to reduce…1 starNo one-command install · Source
122222.557forgesworn-braymcp · ai-agentsTrust-aware Nostr MCP server for AI agents with tools for social interactions, direct messages, payments, and cryptographic identity.1 starNo one-command install · Source
122322.557vibekit-mcpmcp · ai-agentsMCP server for VibeKit — build, deploy, and manage hosted apps and chat with each app's persistent server-side AI agent from Claude Desktop, Cursor…1 starNo one-command install · Source
122422.557yeepforgemcp · ai-agentsEnables LLM hosts like Claude Code, Cursor, or Claude Desktop to drive YeepForge's 28 web penetration testing tools (recon, crawling, SQLi/XSS…1 starNo one-command install · Source
122522.557codex-upwork-mcp-bridgemcp · ai-agentsEnables Upwork's MCP server to work with OpenAI Codex and ChatGPT by normalizing protocol incompatibilities, allowing their tools to be listed and…1 starNo one-command install · Source
122622.557rnv-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
122722.557pathrulemcp · ai-agentsPath-scoped team memories, rules and skills for AI coding agents.1 starNo one-command install · Source
122822.557mcp-reviewmcp · ai-agentsAn MCP server for in-loop design review of web previews. It enables agents to submit a preview URL, receive structured findings with suggested fixes…1 starNo one-command install · Source
122922.557warrant-mcpmcp · ai-agentsAn MCP server that enforces plain-English rules on AI agent tool calls, deterministically blocking forbidden actions before execution via a Claude…1 starNo one-command install · Source
123022.557qnexus-mcpmcp · ai-agentsAn MCP server for Quantinuum Nexus that lets AI agents inspect projects and, when enabled, run quantum circuits on the free H2-1LE emulator. It is…1 starNo one-command install · Source
123122.557codememorymcp · ai-agentsEnables AI agents to locally search, query, and understand codebases with token-efficient context, dependency graphs, history, architecture diagrams…1 starNo one-command install · Source
123222.557dcc-mcp-renderdocmcp · ai-agentsEnables automated graphics capture and replay with RenderDoc, allowing agents to launch executables, inspect captures, and export thumbnails or…1 starNo one-command install · Source
123322.557ellmos-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
123422.557evipedia-mcpmcp · ai-agentsMCP server enabling AI agents to search and retrieve evidence reviews from evipedia.ai on health and longevity interventions, and to suggest new…1 starNo one-command install · Source
123522.557shippage-mcpmcp · ai-agentsEnables AI agents to publish HTML or Markdown to a public URL with a single HTTP POST, automatically converting Markdown to a styled webpage, with no…1 starNo one-command install · Source
123622.557faultlinemcp · ai-agentsAn MCP-native AI incident response system that empowers agents to investigate production incidents, collect evidence, hypothesize root causes, and…1 starNo one-command install · Source
123722.557dsh-helmmcp · ai-agentsEnables unified access to a multi-node DSH control plane, routing ChatGPT tool calls to appropriate node agents with presence awareness, health…1 starNo one-command install · Source
123822.557form4api-mcpmcp · ai-agentsReal-time SEC Form 4 insider trading data — transactions with post-trade returns, cluster-buy signals, Form 144 early warnings, and 13F institutional…1 starNo one-command install · Source
123922.557memtrustmcp · ai-agentsMCP server exposing a "run" tool that benchmarks agent-memory backends and returns a reproducible JSON report.1 starNo one-command install · Source
124022.557evolveguardmcp · ai-agentsMCP server wrapping the evolveguard CLI as a single generic run tool for agent-skill file safety checks.1 starNo one-command install · Source
124122.557understanding-graphmcp · ai-agentsEnables AI agents to maintain persistent, inspectable understanding through typed, revisable updates, and to coordinate multi-agent work via shared…1 starNo one-command install · Source
124222.557emergent-wisdom-understanding-graphmcp · ai-agentsPersistent reasoning memory for AI agents via typed cognitive nodes and supersedes edges.1 starNo one-command install · Source
124322.557heu-legal-mcpmcp · ai-agentsIntegrates the HEU Legal API to manage native HEU documents and PDFs, enabling creation, sharing for e-signature, prompting signers, and downloading…1 starNo one-command install · Source
124422.557toolforge-mcp-servermcp · ai-agentsEnables AI agents to securely discover, execute, and observe tools with role-based access control and audit logging. Serves tools over MCP stdio and…1 starNo one-command install · Source
124522.557speclawmcp · 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
124622.557apc-agentmcp · ai-agentsMCP server for AWS Payment Cryptography that gives AI coding assistants direct access to the APC control plane and data plane, with embedded knowledge…1 starNo one-command install · Source
124722.557groupdocs-comparisonmcp · ai-agentsCompares documents and inspects source metadata using GroupDocs.Comparison via AI agents.1 starNo one-command install · Source
124822.557subaco-hivemcp · ai-agentsAn MCP server for multi-agent collaboration, providing team messaging and long-term semantic memory with trust-based access control and single-writer…1 starNo one-command install · Source
124922.557hireme-mcpmcp · ai-agentsEnables AI agents to vet a developer's shipped products, check fixed pricing and availability, and submit project briefs on behalf of users.1 starNo one-command install · Source
125022.557thinking-promptsmcp · ai-agentsEnables any MCP client to surface twelve structured thinking frameworks for clarifying questions, learning, problem-solving, decision-making, and…1 starNo one-command install · Source
125122.557k-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
125222.557uacosmcp · ai-agentsLocal-first code intelligence and safety layer for AI coding agents. MCP server exposes dependency graph, impact analysis, and AST-compressed repo…1 starNo one-command install · Source
125322.557auto-skill-connectormcp · ai-agentsEnables Claude to search and install skills from a database of ~200k scraped Claude skills, MCP servers, and plugins.1 starNo one-command install · Source
125422.557mcp-dbpediamcp · ai-agentsEnables querying DBpedia's structured knowledge graph using SPARQL and lookup tools, allowing AI agents to access Wikipedia-derived data.1 starNo one-command install · Source
125522.557yubinkim444-repo-memorymcp · ai-agentsShared, git-tracked working memory for AI agents collaborating on the same codebase.1 starNo one-command install · Source
125622.557forge-neo-mcpmcp · ai-agentsEnables AI agents to generate images on a local Stable Diffusion Forge Neo instance, automatically inferring prompt style and sampling parameters from…1 starNo one-command install · Source
125722.557multidim-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
125822.557yodmcpmcp · ai-agentsA production-oriented Agent Operating System kernel that provides multi-graph memory, durable tasks, portable skills, attestation, and plan-based…1 starNo one-command install · Source
125922.557superagenticmcpmcp · ai-agentsEnables a production-grade MCP-native router and multi-agent control plane, letting agents plan tasks, route tool calls to the right MCP servers…1 starNo one-command install · Source
126022.557mlua-swarmmcp · ai-agentsMCP server that executes Blueprint workflows (flow.ir) with swarm operations, dispatching agent steps to backends like Lua, Rust, processes, or…1 starNo one-command install · Source
126122.557spark-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
126222.557flexorch-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
126322.557engineer-mcpmcp · ai-agentsMCP server for mechanical engineering calculations, giving coding agents verified answers for beams, bolts, shafts, bearings, stress, sections, and…1 starNo one-command install · Source
126422.557hebbrix-mcp-servermcp · ai-agentsProvides long-term memory and a temporal knowledge graph for AI agents, enabling persistent memory and reasoning across sessions.1 starNo one-command install · Source
126522.557shopify-mcp-demomcp · ai-agentsEnables shopping a live Shopify store from inside ChatGPT or Claude with full catalog, cart, OTP login, saved addresses and payment via Cashfree, all…1 starNo one-command install · Source
126622.557oktopeak-filevinemcp · ai-agentsOpen-source MCP server connecting Claude to Filevine legal practice management, built by Oktopeak.1 starNo one-command install · Source
126722.557filevine-mcp-2mcp · ai-agentsAn open-source MCP server connecting Claude to Filevine practice management platform. Access cases, contacts, documents, notes, tasks, and custom PI…1 starNo one-command install · Source
126822.557dsh-mcp-syncmcp · ai-agentsAutomatically synchronizes and deduplicates MCP configurations from Claude Code, Codex CLI, Cursor Agent, and custom sources, providing a centralized…1 starNo one-command install · Source
126922.557mathmethods-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
127022.557bee-by-heossimcp · ai-agentsBee by HEOSSI is a governed MCP server exposing 14 tools for specialist intelligence, code, security, research, provenance, usage, tenant-scoped…1 starNo one-command install · Source
127122.557opeddmcp · ai-agentsLicensed, rights-cleared content for AI agents, 17 tools to discover, license, retrieve, and verify expert content with on-chain proof and EU AI Act…1 starNo one-command install · Source
127222.557origin-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
127322.557bybit-wsmcp · ai-agentsAn MCP server that enables AI agents to scan the market, manage positions, and retrieve trading metrics for Bybit through natural language commands.1 starNo one-command install · Source
127422.557salesforce-metadata-mcpmcp · ai-agentsEnables comprehensive Salesforce metadata management from MCP clients, providing 221 tools for creating objects, fields, Apex, flows, LWCs, Agentforce…1 starNo one-command install · Source
127522.557openmesha-mcpmcp · ai-agentsEnables MCP clients to manage and orchestrate autonomous agents, budgets, and multi-agent workflows within the OpenMesha agentic operating system.1 starNo one-command install · Source
127622.557harness-bridgemcp · ai-agentsBridges Claude Code and OpenAI Codex through MCP, allowing cross-harness querying, code review, explanation, and implementation delegation.1 starNo one-command install · Source
127722.557legion-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
127822.557mcp-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
127922.557protein-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
128022.557partiful-mcpmcp · ai-agentsEnables AI agents to view Partiful events, RSVPs, hosted events, mutual connections, and user profiles via a community-built MCP server.1 starNo one-command install · Source
128122.557june-mcpmcp · ai-agentsOfficial MCP server connecting hosts to a June knowledge graph for agent memory, search, and cited answers.1 starNo one-command install · Source
128222.557coolplugzmcp · ai-agentsEnables autonomous Jira-to-PR workflows in Claude Code by fetching context from Jira, GitHub, Notion, and Slack, building structured prompts, and…1 starNo one-command install · Source
128322.557gatewerkmcp · ai-agentsThe open-source review layer for AI agents. Work done for humans is decided by humans.1 starNo one-command install · Source
128422.557forensics-mcp-servermcp · ai-agentsEnables AI agents to perform digital forensics and incident response tasks by dynamically discovering and utilizing host tools for memory analysis…1 starNo one-command install · Source
128522.557agentpoolmcp · ai-agentsA Stack Overflow for Claude Code agents — a shared pool of solved-problem fixes.An agent hits an error, calls ask_pool for ranked prior fixes; solves…1 starNo one-command install · Source
128622.557semantic-product-search-mcpmcp · ai-agentsExposes product catalog and semantic search as tools for an LLM agent, enabling natural language product recommendations based on intent rather than…1 starNo one-command install · Source
128722.557guardrails-mcp-servermcp · ai-agentsMCP server for AI agent security guardrails. Provides input validation, prompt injection detection, PII redaction, output filtering, policy…1 starNo one-command install · Source
128822.557expertvagabond-guardrailsmcp · ai-agentsSecurity guardrails layer for AI agent actions with policy enforcement.1 starNo one-command install · Source
128922.557ontomcp · ai-agentsConverts web pages to clean Markdown with AI-readability scoring for AI agent consumption.1 starNo one-command install · Source
129022.557legitagentmcp · ai-agentsAn MCP server that scans web projects for Russian Federal Law 152-FZ compliance, identifying risks like missing consent checkboxes, cookie banners…1 starNo one-command install · Source
129122.557lego-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
129222.557escalidrau-mcp-servermcp · ai-agentsMCP server for Escalidrau, a collaborative macOS whiteboard. Lets AI agents read, draw, edit, rearrange, and export diagrams on a shared canvas in…1 starNo one-command install · Source
129322.557reach-mcpmcp · ai-agentsA controllable multi-source search MCP server for AI agents. Enables searching multiple sources like Reddit, X, YouTube, and more, with control over…1 starNo one-command install · Source
129422.557veritap-lockermcp · ai-agentsMCP server for wallet-addressed encrypted data storage and retrieval, enabling agents to receive paid messages and maintain checkpoints with E2E…1 starNo one-command install · Source
129522.557trinity-memory-mcp-servermcp · ai-agentsA high-performance persistent memory layer for AI agents with multi-modal support, 47 retrieval channels, and 50-tier guardian chains, integrating 12+…1 starNo one-command install · Source
129622.557omp-worker-mcpmcp · ai-agentsEnables delegating asynchronous coding tasks and DAG workflows to local Oh My Pi (OMP) CLI sub-agents, with topological orchestration, path isolation…1 starNo one-command install · Source
129722.557jira-ai-auditormcp · ai-agentsEnables running Jira project health audits directly in Claude Desktop, providing real-time health scores, risk detection, and team workload analysis…1 starNo one-command install · Source
129822.557clauseiqmcp · ai-agentsA multi-agent AI system that reads Indian contracts, flags unfair clauses with severity scores, and provides citations to Indian law. Runs as an MCP…1 starNo one-command install · Source
129922.557short-video-agent-kitmcp · ai-agentsProvider-neutral short-form AI video toolkit for agents: Sora, Gemini Veo, xAI/Grok and Seedance.1 starNo one-command install · Source
130022.557humanforaimcp · ai-agentsEnables AI agents to hire real human operators for tasks requiring physical presence, human perception, or judgment, such as verification, testing…1 starNo one-command install · Source

Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.

Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.

Leaderboard · Armory