Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1201 | Unranked | basesentinelmcp · observability | AI DeFi risk monitor for Base L2 that exposes MCP tools for real-time protocol health checks, anomaly detection, risk reporting, and threshold alerts. | No signals yet | No one-command install · Source | |
| 1202 | Unranked | quantanalyticsmcpmcp · observability | Provides quantitative analytics and statistical inference for financial data, including Monte Carlo DCF valuation, risk metrics, and trend regression… | No signals yet | No one-command install · Source | |
| 1203 | Unranked | claimbasemcp · observability | Provides a compiled knowledge substrate, extracting atomic claims from an append-only capture log and querying a bitemporal claim graph over MCP… | No signals yet | No one-command install · Source | |
| 1204 | Unranked | churn-solution-mcp-servermcp · observability | Provides read-only access to Churn Solution retention analytics, including cancellation-flow metrics, save rates, recovered revenue, offer… | No signals yet | No one-command install · Source | |
| 1205 | Unranked | next-dns-mcpmcp · observability | MCP server for NextDNS that enables managing profiles, blocklists, analytics, DNS logs, and parental controls through natural language. | No signals yet | No one-command install · Source | |
| 1206 | Unranked | marketpulse-mcpmcp · observability | 95 free financial intelligence tools for AI agents covering Indian and global markets, options analytics, AI-driven stock debates, portfolio analysis… | No signals yet | No one-command install · Source | |
| 1207 | Unranked | mcp-easycompliancemcp · observability | Enables AI agents to screen business partners against EU/US/HADDEX sanctions and PEP lists, and maintain the easycompliance daily monitoring list. | No signals yet | No one-command install · Source | |
| 1208 | Unranked | mcp-incident-copilotmcp · observability | MCP server that provides guarded, audited, read-only access to ops tooling (alerts, metrics, logs, deploys, runbooks) and a triage agent that… | No signals yet | No one-command install · Source | |
| 1209 | Unranked | mshegolev-sonarqubemcp · observability | Query SonarQube projects, metrics, quality gates, and issues, with cross-project worst-metric ranking. | No signals yet | No one-command install · Source | |
| 1210 | Unranked | stu-management-mcpmcp · observability | Local stdio MCP server that provides tools for calculating averages, evaluating scores into grades, and retrieving student names by student ID. It… | No signals yet | No one-command install · Source | |
| 1211 | Unranked | mikrotik-mcp-for-n8nmcp · observability | Enables n8n AI agents to manage MikroTik routers via SSH/SSE, providing tools for firewall, DNS, DHCP, WireGuard, interfaces, queues, backup, users… | No signals yet | No one-command install · Source | |
| 1212 | Unranked | defi-security-sentinelmcp · observability | An autonomous AI agent that monitors Base chain DeFi protocols for security anomalies and alerts via MCP tools. | No signals yet | No one-command install · Source | |
| 1213 | Unranked | docs-assistant-mcpmcp · observability | Generates and maintains grounded, enterprise-grade documentation for any codebase by analyzing real project artifacts, ensuring every claim is… | No signals yet | No one-command install · Source | |
| 1214 | Unranked | openclaw-codex-read-only-mcpmcp · observability | Provides read-only access to OpenClaw and Codex operational data like status, tasks, sessions, logs, and Git changes. Ensures safety via redaction… | No signals yet | No one-command install · Source | |
| 1215 | Unranked | foundry-net-industrialmcp · observability | Cross-OEM industrial machine intelligence. Normalizes telemetry across 16 manufacturer families (Fanuc, Siemens, Haas, DMG Mori, Mazak), enables… | No signals yet | No one-command install · Source | |
| 1216 | Unranked | cv-tailor-mcpmcp · observability | Enables users to tailor a one-page LaTeX CV to a job posting by fetching relevant facts from a YAML file, rendering a LaTeX document from id-based… | No signals yet | No one-command install · Source | |
| 1217 | Unranked | langfuse-observability-mcpmcp · observability | A read-only MCP server that enables agents to query and analyze Langfuse observability data, including traces, sessions, observations, scores, and… | No signals yet | No one-command install · Source | |
| 1218 | Unranked | iiinie-mcpmcp · observability | Connects Claude to your iiinie workspace to draft email campaigns, manage contacts and content, create ad plans, run outreach, pull analytics, and… | No signals yet | No one-command install · Source | |
| 1219 | Unranked | expensifyaimcp · observability | Enables managing Splitwise expenses and generating premium spending analytics with category breakdowns, trends, and settlement optimization through… | No signals yet | No one-command install · Source | |
| 1220 | Unranked | semantic-rails-mcp-servermcp · observability | Enables agents to interact with a governed semantic layer for querying and authoring metrics, providing tools for discovery, planning, validation, and… | No signals yet | No one-command install · Source | |
| 1221 | Unranked | wyoloservice2-mcpmcp · observability | Enables AI agents to connect to the NeuralForgeAI cluster for inspecting and controlling YOLO training jobs, including launching, monitoring… | No signals yet | No one-command install · Source | |
| 1222 | Unranked | jira-confluence-team-lead-mcpmcp · observability | Provides sprint and developer analytics from Jira, answering questions about sprint content, developer performance, and refinement readiness. Can… | No signals yet | No one-command install · Source | |
| 1223 | Unranked | izlekmcp · observability | Read-only MCP server for izlek, a terminal-first local frontend observability tool. Enables agents to query live session status, logs, errors, and… | No signals yet | No one-command install · Source | |
| 1224 | Unranked | futures-analysis-mcpmcp · observability | MCP server for domestic futures analytics, providing tools to fetch OHLCV data, check data quality, analyze market metrics, and generate markdown… | No signals yet | No one-command install · Source | |
| 1225 | Unranked | zeek-mcpmcp · observability | An MCP server for Zeek and Suricata, providing intelligent log parsing, querying, and analysis over network security monitoring data. | No signals yet | No one-command install · Source | |
| 1226 | Unranked | couchloop-eqmcp · observability | Behavioral governance layer for AI assistants that monitors for hallucination, inconsistency, and unsafe reasoning patterns while managing stateful AI… | No signals yet | No one-command install · Source | |
| 1227 | Unranked | opnsense-mcpmcp · observability | Enables interaction with OPNsense firewalls through MCP tools for managing firewall rules, interfaces, DHCP leases, and system monitoring. | No signals yet | No one-command install · Source | |
| 1228 | Unranked | storemetrics-mcpmcp · observability | Real-time e-commerce analytics: visitors, Shopify/Stripe revenue attribution, funnels, and a live visitor feed. Agents can self-register a website… | No signals yet | No one-command install · Source | |
| 1229 | Unranked | hockey-card-analystmcp · observability | Interprets advanced hockey player cards to translate metrics into plain-language assessments, supporting player evaluation, claim verification, and… | No signals yet | No one-command install · Source | |
| 1230 | Unranked | last-fm-taste-mcpmcp · observability | Provides Last.fm listening analytics and recommendations by combining Last.fm and MusicBrainz metadata, maintaining a local listening index, and… | No signals yet | No one-command install · Source | |
| 1231 | Unranked | proofmarket-mcpmcp · observability | Exposes a machine-callable proof-market surface for agents to submit proof requests, monitor market state, compare coordination regimes, and compose… | No signals yet | No one-command install · Source | |
| 1232 | Unranked | mcp-saas-metricsmcp · observability | Provides accurate SaaS metrics calculations (LTV, CAC, runway, health score, etc.) with formulas and interpretations for AI agents and founders… | No signals yet | No one-command install · Source | |
| 1233 | Unranked | foremanmcp · observability | Enables agents to query warehouse safety review results, including verified alerts, semantic timeline search, and audit logs of rejected detections. | No signals yet | No one-command install · Source | |
| 1234 | Unranked | triage-desk-mcpmcp · observability | Provides policy-grounded triage of Trust & Safety reports via MCP, with tools for triage, policy search, and operational telemetry. | No signals yet | No one-command install · Source | |
| 1235 | Unranked | ontoramp-decision-intelligencemcp · observability | Enables AI agents to log, evaluate, and ground consequential decisions against an organization's authority graph, creating a traceable audit trail for… | No signals yet | No one-command install · Source | |
| 1236 | Unranked | ol-ops-mcpmcp · observability | Enables secure SSH-based operations on Oracle Linux 8+ hosts through a curated, YAML-defined capability catalog, with typed parameters, two-phase… | No signals yet | No one-command install · Source | |
| 1237 | Unranked | katherine-communication-mcpmcp · observability | Enables privacy-preserving detection of content manipulation in AI model providers via cross-lingual self-consistency, with tools for pipeline checks… | No signals yet | No one-command install · Source | |
| 1238 | Unranked | sentinel-mcp-servermcp · observability | Enables autonomous infrastructure health management by exposing tools for retrieving system logs, querying a knowledge base, executing SQL analytics… | No signals yet | No one-command install · Source | |
| 1239 | Unranked | stb-mcp-servermcp · observability | MCP server for full control of STB (Amlogic S9xx / Armbian) via SSH, enabling shell commands, file management, Docker operations, AdGuard Home… | No signals yet | No one-command install · Source | |
| 1240 | Unranked | quant-watchtowermcp · observability | A read-only MCP operations console for monitoring an algorithmic trading fleet, providing heartbeat, reconciliation, alert, and audit data through six… | No signals yet | No one-command install · Source | |
| 1241 | Unranked | tpu-managermcp · observability | Enables AI assistants to manage Google Cloud TPU VMs, including queueing, monitoring, bootstrapping, and SSH/tmux integration. | No signals yet | No one-command install · Source | |
| 1242 | Unranked | pizza-analyticsmcp · observability | Exposes local DuckDB pizza sales data as MCP tools for querying store-level and total sales metrics via natural language, enabling local LLMs to… | No signals yet | No one-command install · Source | |
| 1243 | Unranked | ai-wiki-servicemcp · observability | A self-synthesizing AI knowledge wiki that provides a read-only MCP surface for external agents to trace the wiki content and graph. | No signals yet | No one-command install · Source | |
| 1244 | Unranked | br0ski777-text-classifiermcp · observability | Classify text into categories with confidence scores, readability metrics, and content type detection. | No signals yet | No one-command install · Source | |
| 1245 | Unranked | br0ski777-tech-enrichmentmcp · observability | Detect 50+ technologies used on any website including CMS, frameworks, analytics, and CDN. | No signals yet | No one-command install · Source | |
| 1246 | Unranked | br0ski777-liquidation-oraclemcp · observability | Monitors DeFi protocol liquidation risk levels for specific assets across multiple protocols, powered by DeFiLlama data. | No signals yet | No one-command install · Source | |
| 1247 | Unranked | mcp-incident-triage-agentmcp · observability | Exposes service health and log search tools for incident triage, enabling AI agents to investigate and summarize operational issues. | No signals yet | No one-command install · Source | |
| 1248 | Unranked | syenitemcp · observability | DeFi interface for AI agents with swap routing, cross-chain bridges, yield intelligence, and lending rate monitoring across 30+ chains. | No signals yet | No one-command install · Source | |
| 1249 | Unranked | agent-audit-mcp-servermcp · observability | MCP server that provides structured audit logging for AI agent repair tasks via tools to start, record, end, query, and export event traces, with… | No signals yet | No one-command install · Source | |
| 1250 | Unranked | parsley-mcpmcp · observability | Provides buyer intent signals, MEDDIC qualification scores, and lead analytics from Parsley. | No signals yet | No one-command install · Source | |
| 1251 | Unranked | linkedin-discovery-mcpmcp · observability | Enables discovering public LinkedIn profiles via natural-language criteria, using DuckDuckGo search snippets to return a ranked shortlist with match… | No signals yet | No one-command install · Source | |
| 1252 | Unranked | ga-mcp-fullmcp · observability | Provides full Google Analytics 4 management and reporting capabilities via MCP, including property management, custom dimensions, audiences, events… | No signals yet | No one-command install · Source | |
| 1253 | Unranked | mcp-takeout-googlefitmcp · observability | Enables AI assistants to read and analyze Google Fit exported data (activities, daily metrics, workouts, sleep) from Google Takeout, providing tools… | No signals yet | No one-command install · Source | |
| 1254 | Unranked | valorlensmcp · observability | MCP server for Valorant esports analytics that exposes structured metrics and database query tools, enabling AI-assisted match analysis, player… | No signals yet | No one-command install · Source | |
| 1255 | Unranked | jk-mcp-eplmcp · observability | Enables Claude to access live Premier League data—teams, matches, standings, rosters, player details, and schedule-strength analytics—through natural… | No signals yet | No one-command install · Source | |
| 1256 | Unranked | gh-gowtham0992-redlinemcp · observability | Run local prompt regression checks from AI coding assistant logs via MCP. | No signals yet | No one-command install · Source | |
| 1257 | Unranked | kubitmcp · observability | Query your data warehouse using natural language through Kubit's analytics platform | No signals yet | No one-command install · Source | |
| 1258 | Unranked | plausible-analytics-mcp-servermcp · observability | A read-only stdio-based MCP server that provides tools to query Plausible Analytics data, including listing sites, fetching statistics with… | No signals yet | No one-command install · Source | |
| 1259 | Unranked | seosiri-ops-comm-mcpmcp · observability | MCP server for enterprise operations, enabling Sentry error triage, Linear issue sync, and Slack incident response with tools for parsing stacktraces… | No signals yet | No one-command install · Source | |
| 1260 | Unranked | timesheet-mcpmcp · observability | A local, UI-less timesheet application served via MCP, letting AI assistants log hours, correct entries, generate monthly reports, and compute… | No signals yet | No one-command install · Source | |
| 1261 | Unranked | mcp-live-telemetrymcp · observability | Exposes live industrial IoT telemetry to any MCP client, streaming simulated sensor data from a fleet of machines and detecting anomalies, with the… | No signals yet | No one-command install · Source | |
| 1262 | Unranked | openobserve-mcpmcp · observability | MCP server that enables querying an OpenObserve instance for logs, traces, and metrics via tools like search_logs, search_traces, get_trace, and… | No signals yet | No one-command install · Source | |
| 1263 | Unranked | mcp-guardmcp · observability | Adds security capabilities like port scanning, TLS inspection, DNS enumeration, process monitoring, secrets scanning, HTTP header auditing, and CVE… | No signals yet | No one-command install · Source | |
| 1264 | Unranked | catalogmcpmcp · observability | Enables natural-language setup and management of a governed digital product catalog, including schema, products, and rules, with dry-run previews… | No signals yet | No one-command install · Source | |
| 1265 | Unranked | nippymcp · observability | Publish websites from Claude, the terminal, or CI — drop a folder, get a link that doesn't expire. Wraps the nippy.host publish pipeline: create… | No signals yet | No one-command install · Source | |
| 1266 | Unranked | drawing-converter-metric-imperialmcp · observability | Convert technical-drawing PDFs and engineering callouts between metric and imperial — values stamped in place, threads cross-referenced, shop-floor… | No signals yet | No one-command install · Source | |
| 1267 | Unranked | mcp-devops-dashboardmcp · observability | Monitors host CPU/RAM, local ports, and Docker containers, streaming live telemetry to a React dashboard over SSE. Exposes MCP tools to query system… | No signals yet | No one-command install · Source | |
| 1268 | Unranked | renderbuddymcp · observability | Enables monitoring and control of Blender renders via natural language, providing real-time render status, settings, preview frames, and protected… | No signals yet | No one-command install · Source | |
| 1269 | Unranked | codex-monitormcp · observability | An MCP server that provides monitoring tools for Codex agents, allowing them to create and wait on conditions using commands, log files, file events… | No signals yet | No one-command install · Source | |
| 1270 | Unranked | worklog-telegrammcp · observability | Logs work entries to daily Markdown files and sends summaries to Telegram automatically at 11 PM or on demand. | No signals yet | No one-command install · Source | |
| 1271 | Unranked | seosiri-content-schema-mcpmcp · observability | An open-source, local-first MCP server for automated Schema.org JSON-LD generation, GA4 metric validation, /llm.txt auditing, and content stickiness… | No signals yet | No one-command install · Source | |
| 1272 | Unranked | hackathon-seo-analyst-agentmcp · observability | Enables analysis of raw SEO data by ingesting nested JSON datasets and converting them into clean, actionable metrics through the Model Context… | No signals yet | No one-command install · Source | |
| 1273 | Unranked | 7pace-connectormcp · observability | Enables Claude to interact with 7pace Timetracker for Jira, supporting time logging, worklog queries, and summaries. | No signals yet | No one-command install · Source | |
| 1274 | Unranked | mcp-agent-monitormcp · observability | MCP server that analyzes AI agent execution logs to calculate reliability scores, detect failure patterns, and suggest concrete improvements for… | No signals yet | No one-command install · Source | |
| 1275 | Unranked | io-mcpmcp · observability | Enables local research workflows (paper discovery, relevance scoring, digests) and homelab monitoring (Prometheus, logs) through an MCP server, using… | No signals yet | No one-command install · Source | |
| 1276 | Unranked | sortiemcp · observability | Extends Solana debugging to AI agents via MCP: decode transaction failures, trace CPI trees, and profile compute for any Solana transaction. | No signals yet | No one-command install · Source | |
| 1277 | Unranked | nodeflare-mcpmcp · observability | Blockchain JSON-RPC on 23 EVM chains for AI agents — Ethereum, Base, Arbitrum, plus young chains like Robinhood Chain, Plasma and Ink. Free reads with… | No signals yet | No one-command install · Source | |
| 1278 | Unranked | mcpv2mcp · observability | A peer-to-peer protocol for AI agents to call tools on each other over HTTP, with cross-provider translation, file transfer, batching, rate limiting… | No signals yet | No one-command install · Source | |
| 1279 | Unranked | troystackmcp · observability | Real-time precious metals market data and portfolio analytics covering gold, silver, and other metals. | No signals yet | No one-command install · Source | |
| 1280 | Unranked | ullagemcp · observability | Manage your wine cellar through natural language with your AI agent, including adding wines from label or receipt photos, updating inventory, logging… | No signals yet | No one-command install · Source | |
| 1281 | Unranked | vice-next-mcpmcp · observability | Enables interaction with VICE emulators for Commodore systems through binary monitor protocol, supporting keyboard matrix injection and IEC observers… | No signals yet | No one-command install · Source | |
| 1282 | Unranked | factory-supervisor-mcpmcp · observability | Enables AI assistants to manage factory operations through MCP, providing tools for real-time telemetry, predictive maintenance, inventory… | No signals yet | No one-command install · Source | |
| 1283 | Unranked | mukundakatta-agentsnapmcp · observability | Inspects, normalizes, diffs, and validates agent tool-call traces using canonical SHA-256 fingerprints. | No signals yet | No one-command install · Source | |
| 1284 | Unranked | standardbeagle-brummermcp · observability | Transforms npm script execution into a unified dashboard experience with real-time process orchestration, intelligent error detection, comprehensive… | No signals yet | No one-command install · Source | |
| 1285 | Unranked | fldigi-mcpmcp · observability | Enables MCP clients like Claude Desktop to control the fldigi amateur radio digital modem application, including modem, rig, log, and transmit… | No signals yet | No one-command install · Source | |
| 1286 | Unranked | contest-mcpmcp · observability | Enables logging amateur-radio QSOs to N3FJP logging software via MCP tools, including automatic logging, dupe checking, and band/mode management. | No signals yet | No one-command install · Source | |
| 1287 | Unranked | mapbiomas-soil-mcpmcp · observability | Enables querying soil data, planning and executing Earth Engine processing recipes, monitoring tasks, and answering questions about results without… | No signals yet | No one-command install · Source | |
| 1288 | Unranked | olympus-bets-analytics-mcp-servermcp · observability | Public read-only MCP server exposing today's free sports-betting projections, track record, methodology, engine versions, and per-game model reads… | No signals yet | No one-command install · Source | |
| 1289 | Unranked | apple-health-semantic-mcpmcp · observability | Query Apple Health export data with an LLM via a semantic layer that avoids common data traps, enabling accurate natural-language queries about health… | No signals yet | No one-command install · Source | |
| 1290 | Unranked | semantic-runtimemcp · observability | Enables MCP clients to serve and query semantic models, providing tools for entity descriptions, metric lookups, context resolution, and operation… | No signals yet | No one-command install · Source | |
| 1291 | Unranked | enterprise-crypto-mcp-gatewaymcp · observability | Enables MCP-compatible AI clients to access live crypto market data and AI-driven quantitative analysis, with structured outputs and full… | No signals yet | No one-command install · Source | |
| 1292 | Unranked | repo-atlas-mcpmcp · observability | Provides a graph-based code analysis to coding agents, enabling tools to trace call dependencies, assess change impact, and identify hotspots using… | No signals yet | No one-command install · Source | |
| 1293 | Unranked | ops-agent-toolkit-mcpmcp · observability | MCP server providing read-only operational tools (logs, metrics, traces, service health, config) for troubleshooting an environment, with one… | No signals yet | No one-command install · Source | |
| 1294 | Unranked | crystal-suppliers-mcpmcp · observability | Read-only procurement server for KT Crystals that searches a verified catalog of 104 crystal bracelet SKUs and provides traceable sourcing checklists… | No signals yet | No one-command install · Source | |
| 1295 | Unranked | signoz-funnel-mcpmcp · observability | Provides MCP tools to create and query SigNoz trace funnels, enabling agents to measure their own step conversion rates from within the agent loop. | No signals yet | No one-command install · Source | |
| 1296 | Unranked | stmctl-mcpmcp · observability | Enables AI assistants to flash firmware, program memory, modify option bytes, erase chips, reset boards, and capture SWO printf traces for STM32… | No signals yet | No one-command install · Source | |
| 1297 | Unranked | cimon-mcpmcp · observability | Offline MCP server with runbooks for high-volume logs, metrics, traces, and event streams. Search and diagnose symptoms without external dependencies. | No signals yet | No one-command install · Source | |
| 1298 | Unranked | one-bad-ideamcp · observability | An inter-agent graffiti wall that lets agents leave traces, comments, and artifacts through MCP tools, with no account required. | No signals yet | No one-command install · Source | |
| 1299 | Unranked | abaqus-codex-mcpmcp · observability | A secure local STDIO MCP server that lets OpenAI Codex automate Abaqus FEM workflows: create model scripts, submit jobs, monitor solver logs, and… | No signals yet | No one-command install · Source | |
| 1300 | Unranked | trainzilla-mcpmcp · observability | Trainzilla MCP connects Claude to your Trainzilla coach account, turning your client roster, programming, and habit tracking into something you can… | No signals yet | 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.