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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

1,987 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
1401Unrankedmcp-bing-webmastermcp · observabilityProvides secure, read-only access to Bing Webmaster Tools analytics and non-destructive URL submission for indexing, without destructive site…No signals yetNo one-command install · Source
1402Unrankedcronalertmcp · observabilityManage CronAlert uptime monitors, check results, and handle incidents.No signals yetNo one-command install · Source
1403Unrankedzabbix-mcpmcp · observabilityExposes Zabbix monitoring capabilities as callable tools for AI agents and MCP-compatible clients.No signals yetNo one-command install · Source
1404Unrankedhospital-clinical-intelligence-mcp-platformmcp · observabilityIntegrates healthcare data from multiple sources (HL7 v2, FHIR, DICOM, device telemetry) and provides clinicians with secure, role-based access to…No signals yetNo one-command install · Source
1405Unrankedsentry-mcp-servermcp · observabilityEnables searching and analyzing Sentry issues, events, and traces via natural language, providing tools for error investigation and distributed…No signals yetNo one-command install · Source
1406Unrankedmartech-mcp-servermcp · observabilityExposes marketing catalogs (offers, assets, campaigns, and computed metrics) to MCP clients, enabling natural language queries and AI-driven marketing…No signals yetNo one-command install · Source
1407Unrankedgrafana-mcp-adaptermcp · observabilityRead-only MCP server that exposes Grafana dashboards, datasources, and metric/log queries as tools, for use by skills in the TICKETS workspace.No signals yetNo one-command install · Source
1408Unrankedakyroslabs-hostatlasmcp · observabilityMonitor servers, manage alerts, tail logs, and defend against attacks on HostAtlas.No signals yetNo one-command install · Source
1409Unrankedguarded-whatsapp-mcpmcp · observabilityGoverns and automates WhatsApp messaging for AI agents with security controls like recipient allowlisting, secret scanning, rate limiting, and audit…No signals yetNo one-command install · Source
1410Unrankedposthog-mcp-2mcp · observabilityEnables interaction with PostHog product analytics API, supporting project listing, event queries, insight analysis, feature flag management, and…No signals yetNo one-command install · Source
1411Unrankedtiktok-organic-mcpmcp · observabilityEnables AI assistants to access TikTok organic analytics including video performance, engagement metrics, and profile insights via the TikTok…No signals yetNo one-command install · Source
1412Unrankedstillos-edge-gatemcp · observabilityGrades prediction market trade logs to determine if a strategy has a statistically significant, fee-adjusted edge using out-of-sample holdout…No signals yetNo one-command install · Source
1413Unrankedhrishikesh-thakre-ai-workbenchmcp · observabilityGoose-compatible acceptance evidence tracking, validation gates, and analytics for AI workbench workflows.No signals yetNo one-command install · Source
1414Unrankedchatwoot-mcpmcp · observabilityLocal Node/TypeScript MCP server for read-only Chatwoot analytics, providing tools to list accounts, scopes, cache sync status, and conversation…No signals yetNo one-command install · Source
1415Unrankedseo-thermostat-mcpmcp · observabilityEnables analyzing SEO page performance using data from Google Search Console, Google Analytics, and PostHog to identify weak CTR, decaying rankings…No signals yetNo one-command install · Source
1416Unrankeddummy-nest-mcpmcp · observabilityA minimal MCP server built with NestJS to test PostHog MCP analytics integration, exposing mocked tools for trends and funnel analysis.No signals yetNo one-command install · Source
1417Unrankedmcp-dlpmcp · observabilityA data-loss-prevention (DLP) layer for AI agents that intercepts document reads, scans for sensitive data, and redacts or blocks it before it reaches…No signals yetNo one-command install · Source
1418Unrankedtime-tracker-ai-mcpmcp · observabilityEnables tracking work time with start/stop timers, logging entries, and generating reports.No signals yetNo one-command install · Source
1419Unrankedagent-audit-logger-mcpmcp · observabilityHash-chained HMAC-signed audit log MCP for A2A (agent-to-agent) calls. Every tool-call, agent-handoff, decision gets a tamper-evident signed record.No signals yetNo one-command install · Source
1420Unrankedcsoai-agent-audit-loggermcp · observabilityHash-chained HMAC-signed audit log for agent-to-agent calls with tamper-evident records of every tool invocation.No signals yetNo one-command install · Source
1421Unrankedlog-reader-mcpmcp · observabilityMCP server to start, monitor, search, and detect errors in logs from any project, even those without log files.No signals yetNo one-command install · Source
1422Unrankedzoho-recruitmcp · observabilityEnables Claude to manage Zoho Recruit ATS operations including candidates, jobs, interviews, analytics, email, and AI-assist through natural language.No signals yetNo one-command install · Source
1423Unrankedagentledgermcp · observabilityMCP server that stores AI agent reasoning traces permanently on 0G Storage, enabling immutable and verifiable decision logging.No signals yetNo one-command install · Source
1424Unrankedmcp-streaming-msk-bedrockmcp · observabilityStreams real-time log context from Amazon MSK to a Bedrock AI agent for anomaly detection and root cause analysis. Enables AI-powered monitoring with…No signals yetNo one-command install · Source
1425Unrankedastrbot-mcp-servermcp · observabilityEnables remote management and debugging of AstrBot servers via SSH, including log monitoring, status checks, and command execution.No signals yetNo one-command install · Source
1426Unrankedqss-gps-mcpmcp · observabilityEnables adding GPS goals and logging time directly from Claude Desktop, with support for bulk backfill and session management.No signals yetNo one-command install · Source
1427Unrankedclickhouse-trace-activity-mcp-servermcp · observabilityTracks a user's activity by trace ID from application logs stored in ClickHouse. Provides tools for log timeline, trace summaries, and search across…No signals yetNo one-command install · Source
1428Unrankeddelmain-ga4-mcpmcp · observabilityEnables querying Google Analytics 4 properties using natural language through MCP clients. Supports customizable reports with any dimensions and…No signals yetNo one-command install · Source
1429Unrankedsubscriberapi-mcp-servermcp · observabilityEnables GitHub Copilot CLI to query SFMC SubscriberAPI execution logs for health checks, email lookups, execution traces, and recent errors.No signals yetNo one-command install · Source
1430Unrankedglassflow-mcp-servermcp · observabilityModel Context Protocol server for managing and diagnosing GlassFlow streaming pipelines, exposing pipeline CRUD, metrics queries, log search, and a…No signals yetNo one-command install · Source
1431Unrankedworkspaceguardmcp · observabilityStructured workspace runtime for long-running coding agents, providing controlled workspace capabilities with task state, snapshots, checkpoints…No signals yetNo one-command install · Source
1432Unrankedfindme-mcpmcp · observabilityEnables AI clients to create and manage FindMe Photo wedding galleries, upload photos from local files or URLs, and retrieve analytics and QR codes…No signals yetNo one-command install · Source
1433Unrankedfindme-photomcp · observabilityCreate wedding galleries, upload photos, and pull analytics on FindMe Photo from any AI assistant.No signals yetNo one-command install · Source
1434Unrankedgh-disane87-weishaupt-wem-portalmcp · observabilityControl and monitor Weishaupt heating systems via the WEM Portal.No signals yetNo one-command install · Source
1435Unrankedsendbyte-mcpmcp · observabilityEnables AI agents to send emails and manage sending domains, templates, analytics, and content checks through the SendByte platform using the Model…No signals yetNo one-command install · Source
1436Unrankedmcplogviewmcp · observabilityExposes configured log files as MCP tools, enabling agents to list, query, and follow logs from local and SSH sources.No signals yetNo one-command install · Source
1437Unrankedtrading-platform-mcp-servermcp · observabilityEnables Claude to monitor and execute Binance trading strategies through a bounded MCP tool interface, with risk controls and audit logging.No signals yetNo one-command install · Source
1438Unrankedclaude-code-traceparentmcp · observabilityEcho tool MCP server that extracts and logs W3C Trace Context from requests to verify propagation from Claude Code.No signals yetNo one-command install · Source
1439Unrankedjenkins-mcp-proxymcp · observabilityEnables AI agents and external systems to programmatically trigger and monitor Jenkins jobs, retrieve build status and logs via MCP standards.No signals yetNo one-command install · Source
1440Unrankedpowerbi-ai-mcpmcp · observabilityEnables controlling Power BI with AI through natural language commands for creating DAX measures, explaining metrics, suggesting KPIs, and organizing…No signals yetNo one-command install · Source
1441Unrankedcompetitor-website-change-monitormcp · observabilityEnables monitoring competitor websites for price drops, new products, promotions, and content changes directly from Claude or any MCP-compatible AI…No signals yetNo one-command install · Source
1442Unrankedmcp-certificate-monitormcp · observabilityMonitor SSL/TLS certificate expiry across your domains by asking Claude, with no dashboards or command-line tools needed.No signals yetNo one-command install · Source
1443Unrankedcoredashmcp · observabilityReal User Monitoring platform for Core Web Vitals, providing LCP, INP, and CLS performance data from real site visitors.No signals yetNo one-command install · Source
1444Unrankedcore-agent-mcpmcp · observabilityRemote execution layer for agentic systems exposing 64 production tools via MCP for file, network, system, text, git, crypto, and monitoring…No signals yetNo one-command install · Source
1445Unrankedhardware-monitor-mcp-servermcp · observabilityEnables AI assistants to query real-time system metrics like CPU, RAM, disk, and battery usage, and check performance thresholds.No signals yetNo one-command install · Source
1446Unrankedverdictmcp · observabilityEnables autonomous DFIR investigation by turning the SIFT toolchain into evidence-safe MCP functions, with self-correction, corroboration, and…No signals yetNo one-command install · Source
1447Unrankedfsa-food-safety-mcpmcp · observabilityProvides tools for UK FSA and EU food safety compliance, including business classification, HACCP auditing, allergen labeling checks, traceability…No signals yetNo one-command install · Source
1448Unrankedcsoai-org-flight-logger-mcpmcp · observabilityTools for logging and tracking aviation flight records and logbook entries.No signals yetNo one-command install · Source
1449Unrankedcsoai-org-event-planning-ai-mcpmcp · observabilityAI tools for planning events, managing schedules, and coordinating logistics.No signals yetNo one-command install · Source
1450Unrankedcsoai-org-airspace-monitor-mcpmcp · observabilityAirspace monitoring and drone flight coordination tools.No signals yetNo one-command install · Source
1451Unrankedcsoai-org-ai-ops-mcpmcp · observabilityOperations monitoring and management tools for AI system lifecycle.No signals yetNo one-command install · Source
1452Unrankedcsoai-org-agriculture-robotics-mcpmcp · observabilityRobotics coordination and monitoring tools for agricultural automation workflows.No signals yetNo one-command install · Source
1453Unrankedkeeping-mcpmcp · observabilityEnables AI coding assistants to log billable hours into the Keeping time-tracking service via MCP tools, with dry-run protection for all write…No signals yetNo one-command install · Source
1454Unrankedjp-crypto-tax-rules-mcpmcp · observabilityExposes machine-readable Japanese crypto-asset tax rules with statutory citations, tax parameters, and transition logic for AI agents.No signals yetNo one-command install · Source
1455Unrankedyoutube-live-mcpmcp · observabilityEnables AI assistants to control YouTube Live Streaming, including creating broadcasts, managing chat, and monitoring stream health via MCP tools.No signals yetNo one-command install · Source
1456Unrankedpuffer-feedmcp · observabilityEnables logging progress updates to ThePuffer build tracker via a single tool, with safe concurrent writes.No signals yetNo one-command install · Source
1457Unrankedblizzard-wow-mcpmcp · observabilityAuction house analytics, market intelligence, crafting optimization, inventory valuation, farming routes, guild analytics, and token tracking — all…No signals yetNo one-command install · Source
1458Unrankedjotae-mcpmcp · observabilityConnects Claude to Jotae for creating events, configuring WhatsApp and email automations, and reading metrics through natural language.No signals yetNo one-command install · Source
1459Unrankedkernelmindmcp · observabilityEnables monitoring and optimization of Linux system kernel metrics via MCP, with ethical safeguards requiring human consent for actions.No signals yetNo one-command install · Source
1460Unrankedseoanalytics-read-mcpmcp · observabilityRead-only MCP server that retrieves SEO analytics data from WordPress, Google Search Console, and Google Analytics 4, enabling users to fetch posts…No signals yetNo one-command install · Source
1461Unrankedats-resume-writermcp · observabilityRewrites resumes to beat ATS screening (Workday, Greenhouse, iCIMS, Taleo) against a specific job description, with strict truthfulness guardrails…No signals yetNo one-command install · Source
1462Unrankednecl-hn-mcpmcp · observabilityProvides AI agents with access to Hacker News data including top stories, story details, comment threads, and full-text search for content research…No signals yetNo one-command install · Source
1463Unrankedkrystalviewmcp · observabilityProvides AI agents with access to website analytics, session replay data, friction scoring, conversion funnels, and anomaly detection from…No signals yetNo one-command install · Source
1464Unrankedpartnerlens-mcpmcp · observabilityEnables querying Shopify App Store intelligence including 17,000+ apps, 829,000+ reviews, category rankings, and AI-analyzed review sentiment, with…No signals yetNo one-command install · Source
1465UnrankedagentmoneyOurscli · observabilityUse to track and cap what an agent run costs: meter token/compute spend, set budgets, and surface cost as a first-class signal so an autonomous agent…No signals yetNo one-command install · Source
1466UnrankedagentbenchOurseval · observabilityUse to put a number on harness quality: run an agent harness against a task set and get a score, so harness changes are validated by evidence. It is…No signals yetNo one-command install · Source
1467Unrankedtacc-mcp-biomcp · observabilityEnables Claude Code to interact with a TACC or SLURM HPC cluster for bioinformatics pipelines, allowing job management, log reading, file browsing…No signals yetNo one-command install · Source
1468Unrankedmcp-revelormcp · observabilityConnects AI assistants to Revelor e-shop analytics, search configuration, and recommendations, enabling both reading and optional writing for e-shop…No signals yetNo one-command install · Source
1469Unrankedryansheppard-intervals-icumcp · observabilityExposes athlete training data from Intervals.icu including fitness metrics, activities, and wellness tracking.No signals yetNo one-command install · Source
1470Unrankedagentguard-for-splunk-mcpmcp · observabilityA safety layer and monitoring copilot for AI agents using Splunk MCP, recording tool calls, enforcing policies, and blocking risky actions.No signals yetNo one-command install · Source
1471Unrankednexus-financemcp · observabilityAI workbench for financial contract analysis, risk analytics (VaR/CVaR, RWA Basel III), regulatory compliance (EMIR, REMIT, MiFID II, CBAM, EUDR) and…No signals yetNo one-command install · Source
1472Unrankedlogicroomx-mcpmcp · observabilityReal-time crypto spread, funding rates, and cash & carry yields across Binance and OKX for AI assistants.No signals yetNo one-command install · Source
1473Unrankedlogsentry-mcpmcp · observabilityEnables AI-powered centralized log monitoring and Q\&A for GCP Java microservices, allowing log query, service health checks, and anomaly detection…No signals yetNo one-command install · Source
1474Unrankedstudio-catharsis-universal-project-coordinator-mcpmcp · observabilityA cross-platform coordination layer that connects MCP-compatible tools to a shared project state, enabling task management, blocker tracking, decision…No signals yetNo one-command install · Source
1475Unrankeddavoxi-mcp-servermcp · observabilityEnables AI assistants to manage Davoxi voice agent platform resources such as businesses, agents, call logs, webhooks, analytics, and billing through…No signals yetNo one-command install · Source
1476Unrankedhholen-loddmcp · observabilityHeadless web analytics with 34 tools for traffic analysis, events, and funnel tracking.No signals yetNo one-command install · Source
1477Unrankedtrane-mcpmcp · observabilityProvides AI agents with read access to Trane Tracer SC+ building automation systems for inventory and telemetry retrieval.No signals yetNo one-command install · Source
1478Unrankedbitwig-gemini-mcpmcp · observabilityEnables AI agents to control and monitor Bitwig Studio in real-time using natural language commands through MCP and OSC.No signals yetNo one-command install · Source
1479Unrankedmux-mcpmcp · observabilityEnables AI agents to interact with Mux video infrastructure, providing tools for fetching video assets, clipping videos into shorts, monitoring live…No signals yetNo one-command install · Source
1480Unrankedppt-master-deck-mcpmcp · observabilityPaid remote MCP for generating, revising, rendering, and exporting PowerPoint decks with structured receipts and audit logs.No signals yetNo one-command install · Source
1481Unrankedzerolang-agent-compiler-mcpmcp · observabilityPaid remote MCP for ZeroLang, providing tools to compile ZeroLang programs, run fixtures, explain compile errors, and export agent plans, with…No signals yetNo one-command install · Source
1482Unrankedhyperframes-render-mcpmcp · observabilityPaid remote MCP for rendering hyperframe videos with structured receipts and audit logs. Enables rendering, status checking, artifact fetching, and…No signals yetNo one-command install · Source
1483Unrankedrafaelsztutman-dtc-ecommercemcp · observabilityContext-optimized analytics for DTC e-commerce brands, connecting Klaviyo and Shopify data with pre-aggregated campaign, sales, and subscriber…No signals yetNo one-command install · Source
1484Unrankedproductive-mcp-rb2mcp · observabilityEnables interaction with Productive.io for task management, time tracking, budget monitoring, and project overview through natural language.No signals yetNo one-command install · Source
1485Unrankedgrowi-defi-growi-financemcp · observabilityProgrammatic interaction with the GrowiHFVault smart contract on Arbitrum for deposits, withdrawals, and vault monitoring.No signals yetNo one-command install · Source
1486Unrankedmetricspotmcp · observabilitySEO and AI-readability auditing tool with 91 checks across 11 scoring modules for web pages.No signals yetNo one-command install · Source
1487Unrankedvola-trebla-ndjson-log-triagemcp · observabilityStreams NDJSON log triage: query patterns, detect anomalies, and summarize timelines without full file loading.No signals yetNo one-command install · Source
1488Unrankedfaaak2-telemetrydeckmcp · observabilityTelemetryDeck analytics API integration for querying app telemetry data with TQL.No signals yetNo one-command install · Source
1489Unrankedclauxel-pydantic-contractmcp · observabilityValidates Pydantic AI structured output with verdicts, receipts, usage logs, and audit-ready records.No signals yetNo one-command install · Source
1490Unrankedsourcemap-retrace-mcpmcp · observabilityEnables decoding minified production stack traces to original TypeScript source locations using source maps, with tools for retracing, code context…No signals yetNo one-command install · Source
1491Unrankedvola-trebla-sourcemap-retracemcp · observabilityDecodes minified production stack traces back to original TypeScript source using source maps.No signals yetNo one-command install · Source
1492Unrankedantigravityextensiongate-mcpmcp · observabilityAntigravity extension compatibility validation gate with structured receipts, audit logs, and reviewer-ready evidence.No signals yetNo one-command install · Source
1493Unrankedagentichtmlexportqa-mcpmcp · observabilityHTML export quality assurance with structured receipts, audit logs, and reviewer-ready evidence for agent workflows.No signals yetNo one-command install · Source
1494Unrankedsemblecodesearchgate-mcpmcp · observabilitySemble agent code search routing gate with structured receipts, audit logs, and reviewer-ready evidence.No signals yetNo one-command install · Source
1495Unrankedspec-kit-acceptance-gate-mcpmcp · observabilityEnables spec-driven development acceptance gate with structured receipts, audit logs, and reviewer-ready evidence.No signals yetNo one-command install · Source
1496Unrankedspeckitacceptance-mcpmcp · observabilitySpec-driven development acceptance gate with structured receipts, audit logs, and reviewer-ready evidence.No signals yetNo one-command install · Source
1497Unrankedveocreditwaste-mcpmcp · observabilityVeo 4 credit waste prevention gate with structured receipts, audit logs, and reviewer-ready evidence.No signals yetNo one-command install · Source
1498Unrankedai-studio-workspace-approval-gate-mcpmcp · observabilityPaid remote MCP for AI Studio Workspace with approval gate, structured receipts, audit logs, and reviewer-ready evidence, enabling workspace change…No signals yetNo one-command install · Source
1499Unrankedaistudioworkspaceapproval-mcpmcp · observabilityWorkspace approval gate for AI Studio with structured receipts, audit logs, and reviewer-ready evidence.No signals yetNo one-command install · Source
1500Unrankedwebmcpactionreceipt-mcpmcp · observabilityWebMCP action receipt management with structured audit logs and reviewer-ready evidence.No signals yetNo 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