Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1 | Unranked | agent-evaluationskill · observability | Testing and benchmarking LLM agents including behavioral testing, capability assessment, reliability metrics, and production monitoring—where even top… | No signals yet | No commit datelisted | armory install agent-evaluation --cli claude |
| 2 | Unranked | agent-manager-skillskill · observability | Manage multiple local CLI agents via tmux sessions (start/stop/monitor/assign) with cron-friendly scheduling. | No signals yet | No commit datelisted | armory install agent-manager-skill --cli claude |
| 3 | Unranked | alphafold-databaseskill · observability | Access AlphaFold's 200M+ AI-predicted protein structures. Retrieve structures by UniProt ID, download PDB/mmCIF files, analyze confidence metrics… | No signals yet | No commit datelisted | armory install alphafold-database --cli claude |
| 4 | Unranked | analytics-trackingskill · observability | When the user wants to set up, improve, or audit analytics tracking and measurement. Also use when the user mentions "set up tracking," "GA4," "Google… | No signals yet | No commit datelisted | armory install analytics-tracking --cli claude |
| 5 | Unranked | analyzing-financial-statementsskill · observability | This skill calculates key financial ratios and metrics from financial statement data for investment analysis | No signals yet | No commit datelisted | armory install analyzing-financial-statements --cli claude |
| 6 | Unranked | architecture-decision-recordsskill · observability | Capture architectural decisions made during Claude Code sessions as structured ADRs. Auto-detects decision moments, records context, alternatives… | No signals yet | No commit datelisted | armory install architecture-decision-records --cli claude |
| 7 | Unranked | create-pr-2skill · observability | Create pull requests following Sentry conventions. Use when opening PRs, writing PR descriptions, or preparing changes for review. Follows Sentry's… | No signals yet | No commit datelisted | armory install create-pr-2 --cli claude |
| 8 | Unranked | cto-advisorskill · observability | Technical leadership guidance for engineering teams, architecture decisions, and technology strategy. Includes tech debt analyzer, team scaling… | No signals yet | No commit datelisted | armory install cto-advisor --cli claude |
| 9 | Unranked | dashboard-builderskill · observability | Build monitoring dashboards that answer real operator questions for Grafana, SigNoz, and similar platforms. Use when turning metrics into a working… | No signals yet | No commit datelisted | armory install dashboard-builder --cli claude |
| 10 | Unranked | data-scientist-2skill · observability | Expert data scientist for advanced analytics, machine learning, and statistical modeling. Handles complex data analysis, predictive modeling, and… | No signals yet | No commit datelisted | armory install data-scientist-2 --cli claude |
| 11 | Unranked | datadog-cliskill · observability | Datadog CLI for searching logs, querying metrics, tracing requests, and managing dashboards. Use this when debugging production issues or working with… | No signals yet | No commit datelisted | armory install datadog-cli --cli claude |
| 12 | Unranked | deadline-prepskill · observability | Generate a structured demo outline from your session's change log and git history. Reads .claude/critical_log_changes.csv and git log to produce… | No signals yet | No commit datelisted | armory install deadline-prep --cli claude |
| 13 | Unranked | enterprise-agent-opsskill · observability | Operate long-lived agent workloads with observability, security boundaries, and lifecycle management. | No signals yet | No commit datelisted | armory install enterprise-agent-ops --cli claude |
| 14 | Unranked | error-resolverskill · observability | Systematic error diagnosis and resolution using first-principle analysis. Use when encountering any error message, stack trace, or unexpected… | No signals yet | No commit datelisted | armory install error-resolver --cli claude |
| 15 | Unranked | evaluating-code-modelsskill · observability | Evaluates code generation models across HumanEval, MBPP, MultiPL-E, and 15+ benchmarks with pass@k metrics. Use when benchmarking code models… | No signals yet | No commit datelisted | armory install evaluating-code-models --cli claude |
| 16 | Unranked | executing-marketing-campaignsskill · observability | Plans, creates, and optimizes marketing campaigns including content strategy, social media, email, and analytics. Helps develop go-to-market… | No signals yet | No commit datelisted | armory install executing-marketing-campaigns --cli claude |
| 17 | Unranked | exploratory-data-analysisskill · observability | Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats. This skill should be used when analyzing any… | No signals yet | No commit datelisted | armory install exploratory-data-analysis --cli claude |
| 18 | Unranked | google-analyticsskill · observability | Analyze Google Analytics data, review website performance metrics, identify traffic patterns, and suggest data-driven improvements. Use when the user… | No signals yet | No commit datelisted | armory install google-analytics --cli claude |
| 19 | Unranked | google-cloud-networking-observabilityskill · observability | Investigates Google Cloud networking issues by analyzing logs, metrics, and diagnostics. Use when investigating VPC Flow Logs, NAT, firewall, or… | No signals yet | No commit datelisted | armory install google-cloud-networking-observability --cli claude |
| 20 | Unranked | grafana-dashboardsskill · observability | Create and manage production-ready Grafana dashboards for comprehensive system observability. | No signals yet | No commit datelisted | armory install grafana-dashboards --cli claude |
| 21 | Unranked | incident-responder-3skill · observability | Expert SRE incident responder specializing in rapid problem resolution, modern observability, and comprehensive incident management. | No signals yet | No commit datelisted | armory install incident-responder-3 --cli claude |
| 22 | Unranked | it-operationsskill · observability | Manages IT infrastructure, monitoring, incident response, and service reliability. Provides frameworks for ITIL service management, observability… | No signals yet | No commit datelisted | armory install it-operations --cli claude |
| 23 | Unranked | lamindbskill · observability | This skill should be used when working with LaminDB, an open-source data framework for biology that makes data queryable, traceable, reproducible, and… | No signals yet | No commit datelisted | armory install lamindb --cli claude |
| 24 | Unranked | langsmith-observabilityskill · observability | LLM observability platform for tracing, evaluation, and monitoring. Use when debugging LLM applications, evaluating model outputs against datasets… | No signals yet | No commit datelisted | armory install langsmith-observability --cli claude |
| 25 | Unranked | linux-production-shell-scriptsskill · observability | This skill should be used when the user asks to "create bash scripts", "automate Linux tasks", "monitor system resources", "backup files", "manage… | No signals yet | No commit datelisted | armory install linux-production-shell-scripts --cli claude |
| 26 | Unranked | literature-reviewskill · observability | Systematic literature-review workflow for academic, biomedical, technical, and scientific topics, including search planning, source screening… | No signals yet | No commit datelisted | armory install literature-review --cli claude |
| 27 | Unranked | llm-evaluationskill · observability | Master comprehensive evaluation strategies for LLM applications, from automated metrics to human evaluation and A/B testing. | No signals yet | No commit datelisted | armory install llm-evaluation --cli claude |
| 28 | Unranked | logistics-exception-managementskill · observability | Codified expertise for handling freight exceptions, shipment delays, damages, losses, and carrier disputes. Informed by logistics professionals with… | No signals yet | No commit datelisted | armory install logistics-exception-management --cli claude |
| 29 | Unranked | medchemskill · observability | Medicinal chemistry filters. Apply drug-likeness rules (Lipinski, Veber), PAINS filters, structural alerts, complexity metrics, for compound… | No signals yet | No commit datelisted | armory install medchem --cli claude |
| 30 | Unranked | ml-engineer-2skill · observability | Build production ML systems with PyTorch 2.x, TensorFlow, and modern ML frameworks. Implements model serving, feature engineering, A/B testing, and… | No signals yet | No commit datelisted | armory install ml-engineer-2 --cli claude |
| 31 | Unranked | neuropixels-analysisskill · observability | Neuropixels neural recording analysis. Load SpikeGLX/OpenEphys data, preprocess, motion correction, Kilosort4 spike sorting, quality metrics… | No signals yet | No commit datelisted | armory install neuropixels-analysis --cli claude |
| 32 | Unranked | observability-engineerskill · observability | Build production-ready monitoring, logging, and tracing systems. Implements comprehensive observability strategies, SLI/SLO management, and incident… | No signals yet | No commit datelisted | armory install observability-engineer --cli claude |
| 33 | Unranked | phoenix-observabilityskill · observability | Open-source AI observability platform for LLM tracing, evaluation, and monitoring. Use when debugging LLM applications with detailed traces, running… | No signals yet | No commit datelisted | armory install phoenix-observability --cli claude |
| 34 | 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 |
| 35 | 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 |
| 36 | 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 |
| 37 | 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 |
| 38 | 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 |
| 39 | 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 |
| 40 | 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 |
| 41 | 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 |
| 42 | 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 |
| 43 | 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 |
| 44 | 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 |
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.