Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1901 | Unranked | posthogmcp · observability | Integrates with PostHog product analytics to query analytics data, manage feature flags, create insights, run experiments, and track errors. | No signals yet | No commit datelisted | No one-command install · Source |
| 1902 | Unranked | power-bi-performance-expertsubagent · observability | Expert Power BI performance optimization guidance for troubleshooting, monitoring, and improving the performance of Power BI models, reports, and… | No signals yet | No commit datelisted | armory install power-bi-performance-expert --cli claude |
| 1903 | Unranked | ppc-prophetmcp · observability | Integrates with Amazon Advertising accounts to provide campaign analytics, wasted spend analysis, performance diagnostics, and automation through PPC… | No signals yet | No commit datelisted | No one-command install · Source |
| 1904 | Unranked | prdsubagent · observability | Generate a comprehensive Product Requirements Document (PRD) in Markdown, detailing user stories, acceptance criteria, technical considerations, and… | No signals yet | No commit datelisted | armory install prd --cli claude |
| 1905 | Unranked | pre-edit-write-suggest-compacthook · observability | PreToolUse hook: Suggest manual compaction at logical intervals (matcher: Edit|Write). | No signals yet | No commit datelisted | armory install pre-edit-write-suggest-compact --cli claude |
| 1906 | Unranked | predictedge-data-mcpmcp · observability | Live analytics at the edge across prediction markets | No signals yet | No commit datelisted | No one-command install · Source |
| 1907 | Unranked | prelimmcp · observability | Access AI preliminary phone screen results, candidate scores, transcripts, and hiring analytics. | No signals yet | No commit datelisted | No one-command install · Source |
| 1908 | Unranked | pricing-strategyskill · observability | When the user wants help with pricing decisions, packaging, or monetization strategy. Also use when the user mentions 'pricing,' 'pricing tiers,'… | No signals yet | No commit datelisted | armory install pricing-strategy --cli claude |
| 1909 | Unranked | privacy-focusedrules · observability | Maximize privacy by disabling all telemetry, error reporting, and non-essential network traffic. Ideal for sensitive development environments or… | No signals yet | No commit datelisted | armory install privacy-focused --cli claude |
| 1910 | Unranked | programming-fitness-tracker-statuslinerules · observability | Track your coding fitness with steps and calories burned through programming. Earn badges and monitor your coding intensity levels. Displays: Activity… | No signals yet | No commit datelisted | armory install programming-fitness-tracker-statusline --cli claude |
| 1911 | Unranked | progress-trackersubagent · observability | PROACTIVELY USE this agent when you need to monitor project progress, analyze sprint performance, track task completion rates, identify delivery… | No signals yet | No commit datelisted | armory install progress-tracker --cli claude |
| 1912 | Unranked | project-health-checkworkflow · observability | Analyze overall project health and generate comprehensive metrics report | No signals yet | No commit datelisted | armory install project-health-check --cli claude |
| 1913 | Unranked | pulsemcp-appsignalmcp · observability | Integrates with AppSignal's monitoring platform to provide incident tracking, anomaly detection, performance monitoring, and log analysis with… | No signals yet | No commit datelisted | No one-command install · Source |
| 1914 | Unranked | pytorch-lightning-2skill · observability | Deep learning framework (PyTorch Lightning). Organize PyTorch code into LightningModules, configure Trainers for multi-GPU/TPU, implement data… | No signals yet | No commit datelisted | armory install pytorch-lightning-2 --cli claude |
| 1915 | Unranked | qa-expertsubagent · observability | Use this agent when you need comprehensive quality assurance strategy, test planning across the entire development cycle, or quality metrics analysis… | No signals yet | No commit datelisted | armory install qa-expert --cli claude |
| 1916 | Unranked | quant-analystsubagent · observability | Use this agent when you need to develop quantitative trading strategies, build financial models with rigorous mathematical foundations, or conduct… | No signals yet | No commit datelisted | armory install quant-analyst --cli claude |
| 1917 | Unranked | quant-analyst-2subagent · observability | Use this agent when you need to develop quantitative trading strategies, build financial models with rigorous mathematical foundations, or conduct… | No signals yet | No commit datelisted | armory install quant-analyst-2 --cli claude |
| 1918 | Unranked | railway-metricsskill · observability | Query resource usage metrics for Railway services. Use when user asks about resource usage, CPU, memory, network, disk, or service performance like… | No signals yet | No commit datelisted | armory install railway-metrics --cli claude |
| 1919 | Unranked | re-leak-scanmcp · observability | MCP server for detecting publisher telemetry pipeline leaks in binary artifacts by scanning for sensitive strings like Sentry DSNs, Slack tokens, and… | No signals yet | No commit datelisted | No one-command install · Source |
| 1920 | Unranked | reading-coachmcp · observability | An AI reading companion that curates next books based on the Chicago Plan curriculum and tracks user reading progress with personal tokens. It offers… | No signals yet | No commit datelisted | No one-command install · Source |
| 1921 | Unranked | recipe-log-deal-updateworkflow · observability | Append a deal status update to a Google Sheets sales tracking spreadsheet. | No signals yet | No commit datelisted | armory install recipe-log-deal-update --cli claude |
| 1922 | Unranked | reelriftermcp · observability | Gives AI assistants access to your ReelRifter streaming watchlist, viewing history, and analytics. | No signals yet | No commit datelisted | No one-command install · Source |
| 1923 | Unranked | reportworkflow · observability | Generate comprehensive reports on task execution, progress, and metrics. | No signals yet | No commit datelisted | armory install report --cli claude |
| 1924 | Unranked | resource-monitorsubagent · observability | PROACTIVELY USE this agent when you need to monitor Claude Code resource usage, analyze API consumption patterns, track token usage and costs… | No signals yet | No commit datelisted | armory install resource-monitor --cli claude |
| 1925 | Unranked | resume-bullet-writerskill · observability | Transform weak resume bullets into achievement-focused statements with metrics and impact. Use when the user wants to rewrite bullets, strengthen… | No signals yet | No commit datelisted | armory install resume-bullet-writer --cli claude |
| 1926 | Unranked | resume-quantifierskill · observability | Find opportunities to add metrics and estimate numbers when exact data is unavailable. Use when the user wants to quantify achievements, add numbers… | No signals yet | No commit datelisted | armory install resume-quantifier --cli claude |
| 1927 | Unranked | retrospective-analyzerworkflow · observability | Analyze team retrospectives with quantitative metrics and actionable insights generation | No signals yet | No commit datelisted | armory install retrospective-analyzer --cli claude |
| 1928 | Unranked | revertworkflow · observability | Git-aware undo by logical work unit (track, phase, or task) | No signals yet | No commit datelisted | armory install revert --cli claude |
| 1929 | Unranked | ringba-api-mcpmcp · observability | Enables AI assistants to query Ringba call analytics, including running EHG insights reports and listing available metrics and dimensions. | No signals yet | No commit datelisted | No one-command install · Source |
| 1930 | Unranked | risk-manager-2subagent · observability | Use this agent when you need to identify, quantify, and mitigate enterprise-level risks across financial, operational, regulatory, and strategic… | No signals yet | No commit datelisted | armory install risk-manager-2 --cli claude |
| 1931 | Unranked | roo-loggermcp · observability | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 1932 | Unranked | runrevealmcp · observability | Security log management and threat detection platform with AI-powered investigations | No signals yet | No commit datelisted | No one-command install · Source |
| 1933 | Unranked | saas-browsermcp · observability | Search and filter a database of over 400,000 SaaS products by category, technology, country, pricing, and growth metrics. | No signals yet | No commit datelisted | No one-command install · Source |
| 1934 | Unranked | salesforce-invocable-actionsmcp · observability | Exposes Apex @InvocableMethod classes as callable tools for running custom Salesforce business logic from AI agents. | No signals yet | No commit datelisted | No one-command install · Source |
| 1935 | Unranked | salesforce-tableau-nextmcp · observability | Provides access to Tableau analytics for discovering semantic models, querying KPIs, and performing data analysis. | No signals yet | No commit datelisted | No one-command install · Source |
| 1936 | Unranked | scikit-bioskill · observability | Biological data toolkit. Sequence analysis, alignments, phylogenetic trees, diversity metrics (alpha/beta, UniFrac), ordination (PCoA), PERMANOVA… | No signals yet | No commit datelisted | armory install scikit-bio --cli claude |
| 1937 | Unranked | sentry-selfhosted-mcpmcp · observability | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 1938 | Unranked | seolinkmapmcp · observability | Transforms SEO analytics into conversational queries, providing SERP correlation analysis, PageRank calculations, competitor backlink profiles, and… | No signals yet | No commit datelisted | No one-command install · Source |
| 1939 | Unranked | serankingmcp · observability | SEO analytics platform providing keyword rankings, site audits, backlink data, and competitor research for AI agents. | No signals yet | No commit datelisted | No one-command install · Source |
| 1940 | Unranked | serpstatmcp · observability | Automate daily SEO tasks including keyword research, competitor analysis, rank tracking, and site audits using Serpstat's analytics platform. | No signals yet | No commit datelisted | No one-command install · Source |
| 1941 | Unranked | session-endhook · observability | Run at session end, to flush logs, persist memory, or clean up. | No signals yet | No commit datelisted | armory install session-end --cli claude |
| 1942 | Unranked | setup-load-testingworkflow · observability | Configure comprehensive load testing with performance metrics and bottleneck identification | No signals yet | No commit datelisted | armory install setup-load-testing --cli claude |
| 1943 | Unranked | setup-monitoring-observabilityworkflow · observability | Setup comprehensive monitoring and observability with metrics, logging, tracing, and alerting | No signals yet | No commit datelisted | armory install setup-monitoring-observability --cli claude |
| 1944 | Unranked | sigparsermcp · observability | Query contacts, companies, relationships, and communication metrics from SigParser. | No signals yet | No commit datelisted | No one-command install · Source |
| 1945 | Unranked | sikbik-flux-cloudmcp · observability | Integrates with Flux Cloud and FluxOS node APIs to manage decentralized application lifecycles, monitor performance metrics, handle file operations… | No signals yet | No commit datelisted | No one-command install · Source |
| 1946 | Unranked | simpyskill · observability | Process-based discrete-event simulation framework in Python. Use this skill when building simulations of systems with processes, queues, resources… | No signals yet | No commit datelisted | armory install simpy --cli claude |
| 1947 | Unranked | skill-healthworkflow · observability | Show skill portfolio health dashboard with charts and analytics | No signals yet | No commit datelisted | armory install skill-health --cli claude |
| 1948 | Unranked | smart-debugworkflow · observability | You are an expert AI-assisted debugging specialist with deep knowledge of modern debugging tools, observability platforms, and automated root cause… | No signals yet | No commit datelisted | armory install smart-debug --cli claude |
| 1949 | Unranked | smart-debug-2workflow · observability | AI-assisted smart debugging — parse error messages, stack traces, and failure patterns to identify root causes and produce a fix with automated… | No signals yet | No commit datelisted | armory install smart-debug-2 --cli claude |
| 1950 | Unranked | speedofme-dev-speedofme-mcpmcp · observability | Official SpeedOf.Me server for accurate internet speed tests via 129 global Fastly edge servers with analytics dashboard and local history | No signals yet | No commit datelisted | No one-command install · Source |
| 1951 | Unranked | sscmfi-bond-analytics-mcp-servermcp · observability | Enables AI assistants to perform high-precision Price and Yield calculations for fixed income securities, including institutional risk metrics, using… | No signals yet | No commit datelisted | No one-command install · Source |
| 1952 | Unranked | startup-analystsubagent · observability | Expert startup business analyst specializing in market sizing, financial modeling, competitive analysis, and strategic planning for early-stage… | No signals yet | No commit datelisted | armory install startup-analyst --cli claude |
| 1953 | Unranked | staticapkauditor-mcpmcp · observability | Enables Android APK security auditing through natural language by decompiling APKs with Apktool and running static analysis heuristics for attack… | No signals yet | No commit datelisted | No one-command install · Source |
| 1954 | Unranked | statsigmcp · observability | Feature flags, experiments, and analytics platform | No signals yet | No commit datelisted | No one-command install · Source |
| 1955 | Unranked | statsmodelsskill · observability | Statistical modeling toolkit. OLS, GLM, logistic, ARIMA, time series, hypothesis tests, diagnostics, AIC/BIC, for rigorous statistical inference and… | No signals yet | No commit datelisted | armory install statsmodels --cli claude |
| 1956 | Unranked | stop-check-console-loghook · observability | Stop hook: Check for console.log in modified files after each response (matcher: *). | No signals yet | No commit datelisted | armory install stop-check-console-log --cli claude |
| 1957 | Unranked | stop-cost-trackerhook · observability | Stop hook: Track token and cost metrics per session (matcher: *). | No signals yet | No commit datelisted | armory install stop-cost-tracker --cli claude |
| 1958 | Unranked | strategic-compactskill · observability | Suggests manual context compaction at logical intervals to preserve context through task phases rather than arbitrary auto-compaction. | No signals yet | No commit datelisted | armory install strategic-compact --cli claude |
| 1959 | Unranked | subagent-starthook · observability | Run when a sub-agent starts, to set up context or log the delegation. | No signals yet | No commit datelisted | armory install subagent-start --cli claude |
| 1960 | Unranked | suprawallmcp · observability | Zero-trust runtime security layer for AI agents with policy enforcement, human approval workflows, and audit logging. | No signals yet | No commit datelisted | No one-command install · Source |
| 1961 | Unranked | sync-health-monitorworkflow · observability | Monitor and diagnose GitHub-Linear sync health with performance analytics and automated troubleshooting | No signals yet | No commit datelisted | armory install sync-health-monitor --cli claude |
| 1962 | Unranked | sync-statusworkflow · observability | Monitor GitHub-Linear sync health status with performance metrics and diagnostics | No signals yet | No commit datelisted | armory install sync-status --cli claude |
| 1963 | Unranked | system-monitor-mcp-servermcp · observability | Gives AI agents real-time access to system metrics, process management, and container orchestration. | No signals yet | No commit datelisted | No one-command install · Source |
| 1964 | Unranked | talkix-mcpmcp · observability | Provides read-only access to Talkix dashboard indicators (conversations, response times, SLA, CSAT, funnel metrics) via MCP, supporting stdio and HTTP… | No signals yet | No commit datelisted | No one-command install · Source |
| 1965 | Unranked | tenderlymcp · observability | Simulate transactions, create Virtual TestNets, trace execution, and inspect contracts across 100+ EVM networks. | No signals yet | No commit datelisted | No one-command install · Source |
| 1966 | Unranked | tensorboardskill · observability | Visualize training metrics, debug models with histograms, compare experiments, visualize model graphs, and profile performance with TensorBoard… | No signals yet | No commit datelisted | armory install tensorboard --cli claude |
| 1967 | Unranked | test-quality-analyzerworkflow · observability | Analyze test suite quality with comprehensive metrics and improvement recommendations | No signals yet | No commit datelisted | armory install test-quality-analyzer --cli claude |
| 1968 | Unranked | the-studio5000-ai-assistant-v35mcp · observability | Converts natural language specifications into working ladder logic and complete Studio 5000 projects, enabling AI-powered PLC programming with L5X and… | No signals yet | No commit datelisted | No one-command install · Source |
| 1969 | Unranked | thenextgennexus-hr-compensationmcp · observability | HR compensation benchmarks, salary data, and workforce analytics for AI assistants. | No signals yet | No commit datelisted | No one-command install · Source |
| 1970 | Unranked | thenextgennexus-newsmcp · observability | News articles, media coverage, and content monitoring data for AI assistants. | No signals yet | No commit datelisted | No one-command install · Source |
| 1971 | Unranked | thenextgennexus-real-estatemcp · observability | Real estate listings, property data, and market analytics for AI assistants. | No signals yet | No commit datelisted | No one-command install · Source |
| 1972 | Unranked | therealmrfunguy-uptime-probemcp · observability | HTTP health checks, SSL expiry monitoring, TCP port scanning, and batch URL testing. | No signals yet | No commit datelisted | No one-command install · Source |
| 1973 | Unranked | thinkchainai-uk-air-qualitymcp · observability | Access UK air quality monitoring data from the DEFRA AURN sensor network. | No signals yet | No commit datelisted | No one-command install · Source |
| 1974 | Unranked | ticket-forgemcp · observability | MCP server that parses stack traces and logs to generate deduplicated issue drafts with severity, repro steps, and owner guesses. | No signals yet | No commit datelisted | No one-command install · Source |
| 1975 | Unranked | trace-mcpmcp · observability | Framework-aware code intelligence — semantic navigation, impact analysis, and refactoring across 60 framework integrations and 81 languages with up to… | No signals yet | No commit datelisted | No one-command install · Source |
| 1976 | Unranked | transformseomcp · observability | SEO analysis with tools for keyword research, competitor analysis, backlink monitoring, and more. | No signals yet | No commit datelisted | No one-command install · Source |
| 1977 | Unranked | transitionmcp · observability | AI-powered multisport coaching with personalized workouts, adaptive training plans, and performance analytics for triathletes, runners, and cyclists. | No signals yet | No commit datelisted | No one-command install · Source |
| 1978 | Unranked | unifi-mcpmcp · observability | Enables management of a local UniFi controller, including devices, clients, network configuration, and monitoring through a single action tool. | No signals yet | No commit datelisted | No one-command install · Source |
| 1979 | Unranked | user-prompt-submithook · observability | Run when the user submits a prompt, to log it or inject extra context before the model sees it. | No signals yet | No commit datelisted | armory install user-prompt-submit --cli claude |
| 1980 | Unranked | valorlens-2mcp · observability | Provides structured Valorant esports analytics data and metrics through MCP, including match analysis, player profiling, scouting reports, and ad-hoc… | No signals yet | No commit datelisted | No one-command install · Source |
| 1981 | Unranked | velvoite-compliancemcp · observability | EU financial regulatory compliance monitoring across DORA, MiCA, MiFID II, AML, and Solvency II. | No signals yet | No commit datelisted | No one-command install · Source |
| 1982 | Unranked | vulnebifymcp · observability | Real-time vulnerability monitoring and threat intelligence for developers | No signals yet | No commit datelisted | No one-command install · Source |
| 1983 | Unranked | waitlist-kitmcp · observability | Viral waitlist management with referral tracking, leaderboards, analytics, and built-in themes. | No signals yet | No commit datelisted | No one-command install · Source |
| 1984 | Unranked | web-vitals-optimizersubagent · observability | Core Web Vitals optimization specialist. Use PROACTIVELY for improving LCP, FID, CLS, and other web performance metrics to enhance user experience and… | No signals yet | No commit datelisted | armory install web-vitals-optimizer --cli claude |
| 1985 | Unranked | weights-and-biasesskill · observability | Track ML experiments with automatic logging, visualize training in real-time, optimize hyperparameters with sweeps, and manage model registry with W&B… | No signals yet | No commit datelisted | armory install weights-and-biases --cli claude |
| 1986 | Unranked | yummy-health-mcpmcp · observability | Private, read-only health data bridge that reads from Android Health Connect and exposes heart rate, steps, sleep, and other health metrics to ChatGPT… | No signals yet | No commit datelisted | No one-command install · Source |
| 1987 | Unranked | zohaibcodez-discrete-structuresmcp · observability | Comprehensive tools for discrete mathematics including logic, algorithms, number theory, and cryptography. | No signals yet | No commit datelisted | No 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.