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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

11,931 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
430122.524mcp-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
430122.524auto-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
430122.524uacosmcp · 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
430122.524k-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
430122.524thinking-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
430122.524hireme-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
430122.524subaco-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
430122.524groupdocs-comparisonmcp · ai-agentsCompares documents and inspects source metadata using GroupDocs.Comparison via AI agents.1 starNo one-command install · Source
430122.524apc-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
430122.524speclawmcp · 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
430122.524toolforge-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
430122.524heu-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
430122.524emergent-wisdom-understanding-graphmcp · ai-agentsalso listed as understanding-graphPersistent reasoning memory for AI agents via typed cognitive nodes and supersedes edges.1 starNo one-command install · Source
430122.524memtrustmcp · ai-agentsMCP server exposing a "run" tool that benchmarks agent-memory backends and returns a reproducible JSON report.1 starNo one-command install · Source
430122.524form4api-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
430122.524ssh-bridge-mcpmcp · ai-agentsAn MCP server that enables LLMs to operate on remote Linux machines via SSH, providing tools for running commands, file transfer, and background…1 starNo one-command install · Source
430122.524dsh-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
430122.524faultlinemcp · 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
430122.524shippage-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
430122.524ellmos-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
430122.524dcc-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
430122.524codememorymcp · 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
430122.524qnexus-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
430122.524warrant-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
430122.524pathrulemcp · ai-agentsPath-scoped team memories, rules and skills for AI coding agents.1 starNo one-command install · Source
430122.524rnv-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
430122.524codex-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
430122.524vibekit-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
430122.524forgesworn-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
430122.524agent-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
430122.524ellmos-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
430122.524filemanmcp · 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
430122.524buyapimcp · 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
430122.524llm-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
430122.524ykastelnik-realeventsmcp · ai-agentsEvent creation and management tool for AI agents — no account required.1 starNo one-command install · Source
430122.524ths-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
430122.524hcom-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
430122.524hachimanmcp · 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
430122.524yoru-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
430122.524bg-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
430122.524qector-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
430122.524url-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
430122.524remote-agentsmcp · ai-agentsA unified MCP-compatible system for controlling fleets of remote machines through AI agents.1 starNo one-command install · Source
430122.524ledgerfc-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
430122.524que-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
430122.524waybillmcp · 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
430122.524ultron-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
430122.524kotlin-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
430122.524flutter-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
430122.524hipercampomcp · 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
430122.524memory-mcpmcp · ai-agentsPersistent project memory for AI models and coding agents. Memory MCP stores architecture, decisions, tasks, warnings, preferences, and session state…1 starNo one-command install · Source
430122.524pet-tools-mcpmcp · ai-agentsEnables AI agents to code and debug Commodore PET software using the VICE emulator, with CLI and MCP tools for session control, screen reading, memory…1 starNo one-command install · Source
430122.524llmsdottxt-mcpmcp · ai-agentsAuto-discovers llms.txt documentation from project dependencies and exposes it to AI coding agents via MCP, enabling agents to read first-party docs…1 starNo one-command install · Source
430122.524knotenmcp · ai-agentsEnables coding agents to query and commit to a research graph that remembers failed experiments, ensuring reproducibility and preventing redundant…1 starNo one-command install · Source
430122.524hccmcp · ai-agentsLocal-first, cross-agent memory layer for Hermes, OpenClaw, and Claude Code (MCP) behind a single REST API. Hybrid BM25+pgvector+RRF retrieval with…1 starNo one-command install · Source
430122.524roundtable-mcpmcp · ai-agentsEnables role-based, multi-model AI orchestration by assigning specialized expert roles to a hybrid panel of local and cloud LLMs, generating unified…1 starNo one-command install · Source
430122.524promptoptmcp · ai-agentsEnables local, offline prompt compression, smart asking when needed, and routing to the cheapest capable model to save tokens and costs for terminal…1 starNo one-command install · Source
430122.524gitlmcp · ai-agentsAI code reviews and git activity digests with machine-readable risk scoring, available as an MCP server for use within an agent session.1 starNo one-command install · Source
430122.524amazon-india-product-research-mcpmcp · ai-agentsEnables beginner Amazon India sellers to research product opportunities, estimate demand, analyze competition, calculate profitability, find…1 starNo one-command install · Source
430122.524agent-nodemcp · ai-agentsMCP server that enables AI clients to orchestrate multi-node LAN agents, with tools for remote command execution, file transfer, task delegation, and…1 starNo one-command install · Source
430122.524local-kms-mcp-servermcp · ai-agentsLocal-first MCP server for per-agent key management, generating and using signing keys without external KMS.1 starNo one-command install · Source
430122.524readeck-mcpmcp · ai-agentsEnables AI agents to push generated HTML into a Readeck library with automatic LLM-based auto-labeling and to retrieve and read documents back…1 starNo one-command install · Source
430122.524cpzai-mcp-servermcp · ai-agentsMCP server for CPZAI platform, enabling AI agents to manage trading strategies, run backtests, route orders across brokers, and access portfolios…1 starNo one-command install · Source
430122.524agentsync-remotemcp · ai-agentsEnables claude.ai on your phone to act as a peer in the agentsync coordination mesh, using GitHub contents API instead of git to read and update…1 starNo one-command install · Source
430122.524winkitmcp · ai-agentsA Windows observability MCP server that lets AI agents inspect system health, processes, performance, hardware, and Windows diagnostics. WinKit…1 starNo one-command install · Source
430122.524java-inspectormcp · ai-agentsDecompiles Maven dependencies into readable Java source directly inside your AI agent.1 starNo one-command install · Source
430122.524yunlengmcp · ai-agentsA camera vision MCP server that lets AI agents capture frames, control camera parameters, recognize gestures, detect objects, and analyze scenes via…1 starNo one-command install · Source
430122.524annomcp · ai-agentsLocal-first HTML review workspace for AI coding agents, enabling direct text and formatting edits, element comments, area annotations, and slide-aware…1 starNo one-command install · Source
430122.524conxt-mcpmcp · ai-agentsLocal-first MCP server for governed AI memory where agents propose memories and humans approve them, with optional cloud sync.1 starNo one-command install · Source
430122.524adrmcpmcp · ai-agentsAn MCP server that turns a folder of Markdown ADRs into live tools for AI agents: search, author, validate, link, and trace architectural decisions…1 starNo one-command install · Source
430122.524arb-dex-mcpmcp · ai-agentsProvides live cross-DEX market data on six EVM chains, including per-venue prices, liquidity, and gross spreads with optimal trade sizes. Enables AI…1 starNo one-command install · Source
430122.524boot-doctor-mcpmcp · ai-agentsProvides deterministic PC no-boot/no-display troubleshooting with ranked repair steps and real, sourced BIOS beep-code lookup tables. Enables users to…1 starNo one-command install · Source
430122.524herdr-spawnmcp · ai-agentsSpawns a real coding agent on a specified host, submits a prompt from a chat, and returns a link to the session (for Claude Code) or a command to…1 starNo one-command install · Source
430122.524marras0914-agent-toolbeltmcp · ai-agents20 focused API tools for AI agents: schema generation, text extraction, token counting, regex/cron building, prompt optimization, web summarization…1 starNo one-command install · Source
430122.524baronmcp · ai-agentsalso listed as barpBaron gives an AI coding agent one normalized contract for work orchestration: create and transition issues, cut branches, open and merge pull…1 starNo one-command install · Source
430122.524dsh-cordis-mcpmcp · ai-agentsExposes DeepSeek Harness dynamic Cordis plugin management to Claude Code via MCP, enabling plugin install, run, stop, inspect, and session handling…1 starNo one-command install · Source
430122.524forcedream-mcpmcp · ai-agentsEnables discovery and invocation of AI agents from the ForceDream platform. Provides cryptographic verification of agent outputs for trustless task…1 starNo one-command install · Source
430122.524teta-pimcp · ai-agentsMCP server for the TETA+PI verified entity registry, enabling AI agents to search, verify, and route intents to trusted entities.1 starNo one-command install · Source
430122.524dark-memory-mcpmcp · ai-agentsAn MCP server that provides persistent memory for AI agents, enabling context retention across sessions and supporting vibe-loop workflows where agent…1 starNo one-command install · Source
430122.524ai-dimagmcp · ai-agentsMCP server that gives coding agents persistent, verified memory of codebase decisions, conventions, and skills, with evidence-based claims that are…1 starNo one-command install · Source
430122.524code-project-brainmcp · ai-agentsProvides AI agents with a governed, three-layer project memory (guide, code facts, and knowledge) through namespaced MCP tools for code search…1 starNo one-command install · Source
430122.524dsh-codex-bridgemcp · ai-agentsAn MCP server that enables AI coding assistants like Codex and Claude Code to use DSH as an external resumable sub-agent via async task management…1 starNo one-command install · Source
430122.524appoiintmcp · ai-agentsAgent communication platform enabling meetings, messaging, helpdesk, CRM, and scheduling via CLI and MCP integration.1 starNo one-command install · Source
430122.524lmms-mcpmcp · ai-agentsEnables AI agents to create, modify, and save LMMS music projects programmatically, including tracks, notes, mixer control, effects, and song…1 starNo one-command install · Source
430122.524tracetify-mcpmcp · ai-agentsMCP server for Tracetify — trace how any product actually grew, without leaving Claude Code or Cursor.1 starNo one-command install · Source
430122.524proton-drive-mcpmcp · ai-agentsMCP server that provides full access to Proton Drive via Claude Desktop or CLI, enabling file operations, sharing, and trash management with…1 starNo one-command install · Source
430122.524superdevmcp · ai-agentsSuperDev is a local-first desktop app + MCP server that gives AI coding agents (Claude Code, Codex, Cursor — anything MCP-compatible) access to the…1 starNo one-command install · Source
430122.524geekflaremcp · ai-agentsGeekflare MCP server connects your AI agents to the live web for scraping, search, screenshots, DNS lookup, site uptime and more.1 starNo one-command install · Source
430122.524code-audit-mcpmcp · ai-agentsEnables automated security code auditing using LLM and MCP, including AST parsing, taint analysis, dataflow tracing, and automated PoC generation for…1 starNo one-command install · Source
430122.524firmforgemcp · ai-agentsMCP server for firmware verification in MCU development, exposing a five-stage pipeline (Detect, Review, Build, Flash, Verify) as tools for AI agents…1 starNo one-command install · Source
430122.524docs2mcpmcp · ai-agentsEnables any compatible MCP client or AI agent to retrieve documentation from a local directory of Markdown, HTML, or TXT files via a remote, read-only…1 starNo one-command install · Source
430122.524codex-memory-mcp-servermcp · ai-agentsLocal stdio MCP server for long-term engineering memory, enabling Codex to store, search, and manage project facts, progress, interfaces, and…1 starNo one-command install · Source
430122.524shopify-ai-ops-agentmcp · ai-agentsMCP server that enables autonomous ecommerce operations on Shopify, including product analytics, Meta Ads, communications, and trend intelligence…1 starNo one-command install · Source
430122.524cs-agent-mcpmcp · ai-agentsA local stdio MCP service that unifies coding agents like Codex and Claude into cs_agent_* tools, enabling the root agent to create, invoke, and…1 starNo one-command install · Source
430122.524pi-subagent-mcpmcp · ai-agentsExposes pi as a sub-agent for MCP-capable coding assistants, enabling task dispatch, messaging, and interactive dialog handling via tools like…1 starNo one-command install · Source
430122.524ml-on-call-agentmcp · ai-agentsMCP server that diagnoses ML model regressions by correlating drift reports, eval runs, and deploy logs, providing evidence-cited incident reports…1 starNo one-command install · Source
430122.524freshgen-linkmcp · ai-agentsSelf-hosted MCP server that integrates Kie.ai image and video generation into GoHighLevel's AI tools, enabling AI agents to create media on demand.1 starNo one-command install · Source
430122.524jinero-mcp-servermcp · ai-agentsProvides AI agents with 22 read-only design tools: font search and recognition, color contrast/shades/naming, palette extraction, code minification…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