{"page":1,"limit":100,"total":2036,"total_catalog":66496,"catalog_meta":{"core_certified":57366,"community_indexed":9130,"aggregate_tracked":64349,"total_all":130845,"tiers_doc":"core = evidence-gated (adoption/verification/age) | community = indexed with weak signal, trust<=55 | aggregate = tracking-only inventory (see /api/community)"},"total_pages":21,"has_next":true,"has_prev":false,"sources":{"github":11216,"npm-registry":24623,"pypi":14311,"smithery":6195,"official-registry":9076,"crates":584,"docker":491},"skills":[{"id":"mn-dat-03093","name":"datadog-mcp-server","slug":"real-datadog-mcp-server","description":"Datadog MCP server — 159 tools for metrics, monitors, logs, APM, RUM, synthetics, incidents, fleet, status pages, and more. Read-only by default.","category":"Monitoring","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y datadog-mcp-server","author":"us-all","version":"1.0.0","tags":["mcp","real","typescript","us-all","apm"],"source":{"type":"github","url":"https://github.com/us-all/datadog-mcp-server","note":"Real MCP server. 2 stars. Language: TypeScript. Last push: 2026-06-19T03:48:48Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-datadog-mcp-server.svg","page_url":"https://www.marketnow.site/s/real-datadog-mcp-server"},{"id":"mn-gen-03566","name":"dynatrace-mcp","slug":"real-dynatrace-mcp","description":"MCP server for Dynatrace Observability","category":"Monitoring","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y dynatrace-mcp","author":"dynatrace-oss","version":"1.0.0","tags":["mcp","real","typescript","dynatrace-oss","claude"],"source":{"type":"github","url":"https://github.com/dynatrace-oss/dynatrace-mcp","note":"Real MCP server. 129 stars. Language: TypeScript. Last push: 2026-06-30T11:11:06Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":74,"badge_url":"https://www.marketnow.site/api/badge/real-dynatrace-mcp.svg","page_url":"https://www.marketnow.site/s/real-dynatrace-mcp"},{"id":"mn-gen-05649","name":"last9-mcp-server","slug":"real-last9-mcp-server","description":"Last9 MCP Server","category":"Monitoring","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"go install github.com/last9/last9-mcp-server","author":"last9","version":"1.0.0","tags":["mcp","real","go","last9","ai"],"source":{"type":"github","url":"https://github.com/last9/last9-mcp-server","note":"Real MCP server. 59 stars. Language: Go. Last push: 2026-07-03T16:03:36Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":69,"badge_url":"https://www.marketnow.site/api/badge/real-last9-mcp-server.svg","page_url":"https://www.marketnow.site/s/real-last9-mcp-server"},{"id":"mn-gen-06293","name":"bifrost","slug":"real-bifrost","description":"Fastest enterprise AI gateway (50x faster than LiteLLM) with adaptive load balancer, cluster mode, guardrails, 1000+ models support & <100 µs overhead at 5k RPS.","category":"Monitoring","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"go install github.com/maximhq/bifrost","author":"maximhq","version":"1.0.0","tags":["mcp","real","go","maximhq","ai-gateway"],"source":{"type":"github","url":"https://github.com/maximhq/bifrost","note":"Real MCP server. 6278 stars. Language: Go. Last push: 2026-07-06T02:24:42Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":84,"badge_url":"https://www.marketnow.site/api/badge/real-bifrost.svg","page_url":"https://www.marketnow.site/s/real-bifrost"},{"id":"mn-gen-06893","name":"mcp-hub","slug":"real-mcp-hub","description":"A centralized manager for Model Context Protocol (MCP) servers with dynamic server management and monitoring","category":"Monitoring","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y mcp-hub","author":"ravitemer","version":"1.0.0","tags":["mcp","real","javascript","ravitemer","ai"],"source":{"type":"github","url":"https://github.com/ravitemer/mcp-hub","note":"Real MCP server. 502 stars. Language: JavaScript. Last push: 2025-10-24T02:17:55Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":76,"badge_url":"https://www.marketnow.site/api/badge/real-mcp-hub.svg","page_url":"https://www.marketnow.site/s/real-mcp-hub"},{"id":"mn-gen-07099","name":"mcp-monitor","slug":"real-mcp-monitor","description":"A system monitoring tool that exposes system metrics via the Model Context Protocol (MCP). This tool allows LLMs to retrieve real-time system information through an MCP-compatible interface.","category":"Monitoring","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"go install github.com/seekrays/mcp-monitor","author":"seekrays","version":"1.0.0","tags":["mcp","real","go","seekrays","computer"],"source":{"type":"github","url":"https://github.com/seekrays/mcp-monitor","note":"Real MCP server. 85 stars. Language: Go. Last push: 2025-08-02T15:13:23Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":63,"badge_url":"https://www.marketnow.site/api/badge/real-mcp-monitor.svg","page_url":"https://www.marketnow.site/s/real-mcp-monitor"},{"id":"mn-gen-07705","name":"langfuse","slug":"real-langfuse","description":"🪢 Open source AI engineering platform: LLM evals, observability, metrics, prompt management, playground, datasets. Integrates with OpenTelemetry, LangChain, OpenAI SDK, LiteLLM, and more. 🍊YC W23 ","category":"Monitoring","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y langfuse","author":"langfuse","version":"1.0.0","tags":["mcp","real","typescript","langfuse","analytics"],"source":{"type":"github","url":"https://github.com/langfuse/langfuse","note":"Real MCP server. 30485 stars. Language: TypeScript. Last push: 2026-07-05T18:14:43Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":90,"badge_url":"https://www.marketnow.site/api/badge/real-langfuse.svg","page_url":"https://www.marketnow.site/s/real-langfuse"},{"id":"mn-dat-10009","name":"OpenMetadata","slug":"real-openmetadata","description":"The Open Context Layer for Data and AI ,  OpenMetadata is the open platform for building trusted data context and business semantics for humans, AI assistants, and agents.","category":"Monitoring","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y OpenMetadata","author":"open-metadata","version":"1.0.0","tags":["mcp","real","typescript","open-metadata","context"],"source":{"type":"github","url":"https://github.com/open-metadata/OpenMetadata","note":"Real MCP server. 14396 stars. Language: TypeScript. Last push: 2026-07-06T03:12:44Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":90,"badge_url":"https://www.marketnow.site/api/badge/real-openmetadata.svg","page_url":"https://www.marketnow.site/s/real-openmetadata"},{"id":"mn-gen-10051","name":"opik-mcp","slug":"real-opik-mcp","description":"Model Context Protocol (MCP) implementation for Opik enabling seamless IDE integration and unified access to prompts, projects, traces, and metrics. ","category":"Monitoring","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install opik-mcp || uvx opik-mcp","author":"comet-ml","version":"1.0.0","tags":["mcp","real","python","comet-ml","generative-ai"],"source":{"type":"github","url":"https://github.com/comet-ml/opik-mcp","note":"Real MCP server. 211 stars. Language: Python. Last push: 2026-06-25T10:48:04Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":74,"badge_url":"https://www.marketnow.site/api/badge/real-opik-mcp.svg","page_url":"https://www.marketnow.site/s/real-opik-mcp"},{"id":"mn-gen-12059","name":"spec-workflow-mcp","slug":"real-spec-workflow-mcp","description":"A Model Context Protocol (MCP) server that provides structured spec-driven development workflow tools for AI-assisted software development, featuring a real-time web dashboard and VSCode extension for","category":"Monitoring","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y spec-workflow-mcp","author":"Pimzino","version":"1.0.0","tags":["mcp","real","typescript","pimzino"],"source":{"type":"github","url":"https://github.com/Pimzino/spec-workflow-mcp","note":"Real MCP server. 4257 stars. Language: TypeScript. Last push: 2026-07-03T19:19:12Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":84,"badge_url":"https://www.marketnow.site/api/badge/real-spec-workflow-mcp.svg","page_url":"https://www.marketnow.site/s/real-spec-workflow-mcp"},{"id":"mn-gen-12070","name":"MCPSpend","slug":"real-mcpspend","description":"Real-time cost observability for Model Context Protocol (MCP) tool calls. Wraps any MCP server, attributes spend per tool/project/customer. Free tier 25K calls/mo. EU-hosted","category":"Monitoring","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y MCPSpend","author":"andreisirbu91-lab","version":"1.0.0","tags":["mcp","real","typescript","andreisirbu91-lab","ai-agents"],"source":{"type":"github","url":"https://github.com/andreisirbu91-lab/MCPSpend","note":"Real MCP server. 65 stars. Language: TypeScript. Last push: 2026-06-21T19:38:16Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":69,"badge_url":"https://www.marketnow.site/api/badge/real-mcpspend.svg","page_url":"https://www.marketnow.site/s/real-mcpspend"},{"id":"mn-net-12890","name":"twitterapi-io-mcp","slug":"real-twitterapi-io-mcp","description":"TwitterAPI.io MCP server: offline docs (endpoints, pages, blogs) for Claude and other AI assistants.","category":"Monitoring","price":0,"free":true,"sentinel_score":7,"review_status":"auto-scanned","risk_level":"red","install":"npx -y twitterapi-io-mcp","author":"dorukardahan","version":"1.0.0","tags":["mcp","real","javascript","dorukardahan","api-reference"],"source":{"type":"github","url":"https://github.com/dorukardahan/twitterapi-io-mcp","note":"Real MCP server. 8 stars. Language: JavaScript. Last push: 2026-06-28T17:59:25Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-twitterapi-io-mcp.svg","page_url":"https://www.marketnow.site/s/real-twitterapi-io-mcp"},{"id":"mn-real-greptimedbmcpserver","name":"greptimedb-mcp-server","slug":"real-greptimedb-mcp-server","description":"A Model Context Protocol (MCP) server for GreptimeDB","category":"Monitoring","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install greptimedb-mcp-server || uvx greptimedb-mcp-server","author":"GreptimeTeam","version":"1.0.0","tags":["mcp","real","python","greptimeteam","greptimedb"],"source":{"type":"github","url":"https://github.com/GreptimeTeam/greptimedb-mcp-server","note":"Real MCP server. 28 stars. Language: Python. Last push: 2026-07-01T07:20:27Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":69,"badge_url":"https://www.marketnow.site/api/badge/real-greptimedb-mcp-server.svg","page_url":"https://www.marketnow.site/s/real-greptimedb-mcp-server"},{"id":"mn-real-mcpvictorialogs","name":"mcp-victorialogs","slug":"real-mcp-victorialogs","description":"The implementation of Model Context Protocol (MCP) server for VictoriaLogs.","category":"Monitoring","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"go install github.com/VictoriaMetrics/mcp-victorialogs","author":"VictoriaMetrics","version":"1.0.0","tags":["mcp","real","go","victoriametrics","ai"],"source":{"type":"github","url":"https://github.com/VictoriaMetrics/mcp-victorialogs","note":"Real MCP server. 90 stars. Language: Go. Last push: 2026-07-01T17:26:24Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":69,"badge_url":"https://www.marketnow.site/api/badge/real-mcp-victorialogs.svg","page_url":"https://www.marketnow.site/s/real-mcp-victorialogs"},{"id":"mn-real-victoriametricsmcpse","name":"VictoriaMetrics-mcp-server","slug":"real-victoriametrics-mcp-server","description":"MCP Server for the VictoriaMetrics.","category":"Monitoring","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y VictoriaMetrics-mcp-server","author":"yincongcyincong","version":"1.0.0","tags":["mcp","real","javascript","yincongcyincong","mcp"],"source":{"type":"github","url":"https://github.com/yincongcyincong/VictoriaMetrics-mcp-server","note":"Real MCP server. 8 stars. Language: JavaScript. Last push: 2025-11-13T08:47:47Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":61,"badge_url":"https://www.marketnow.site/api/badge/real-victoriametrics-mcp-server.svg","page_url":"https://www.marketnow.site/s/real-victoriametrics-mcp-server"},{"id":"mn-real-aidevanalytics","name":"ai-dev-analytics","slug":"real-ai-dev-analytics","description":"An open-source AI coding observability layer. Silently tracks vibe coding sessions via MCP and codifies AI deviations into project rules. 100% local.","category":"Monitoring","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y ai-dev-analytics","author":"LWTlong","version":"1.0.0","tags":["mcp","real","typescript","lwtlong"],"source":{"type":"github","url":"https://github.com/LWTlong/ai-dev-analytics","note":"Real MCP server. 8 stars. Language: TypeScript. Last push: 2026-05-25T10:04:07Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-ai-dev-analytics.svg","page_url":"https://www.marketnow.site/s/real-ai-dev-analytics"},{"id":"mn-real-fastmcpsonarqubemetr","name":"fastmcp-sonarqube-metrics","slug":"real-fastmcp-sonarqube-metrics","description":"Chat with your SonarQube data: explore metrics, compare trends, and track issues—effortlessly.","category":"Monitoring","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install fastmcp-sonarqube-metrics || uvx fastmcp-sonarqube-metrics","author":"ArchAI-Labs","version":"1.0.0","tags":["mcp","real","python","archai-labs","mcp-server"],"source":{"type":"github","url":"https://github.com/ArchAI-Labs/fastmcp-sonarqube-metrics","note":"Real MCP server. 14 stars. Language: Python. Last push: 2026-03-30T12:20:44Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":69,"badge_url":"https://www.marketnow.site/api/badge/real-fastmcp-sonarqube-metrics.svg","page_url":"https://www.marketnow.site/s/real-fastmcp-sonarqube-metrics"},{"id":"mn-real-mcpserver-x12","name":"mcp-server","slug":"real-mcp-server-12","description":"MCP server for Jungle Grid lets agents submit, monitor, and retrieve logs from AI workloads.","category":"Monitoring","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y mcp-server","author":"Jungle-Grid","version":"1.0.0","tags":["mcp","real","typescript","jungle-grid","ai-agents"],"source":{"type":"github","url":"https://github.com/Jungle-Grid/mcp-server","note":"Real MCP server. 3 stars. Language: TypeScript. Last push: 2026-06-29T09:35:21Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-mcp-server-12.svg","page_url":"https://www.marketnow.site/s/real-mcp-server-12"},{"id":"mn-real-renounmcp","name":"renoun-mcp","slug":"real-renoun-mcp","description":"Structural observability for AI conversations. Detects loops, stuck states, breakthroughs, and convergence patterns across 17 channels without analyzing content. MCP server + REST API.","category":"Monitoring","price":0,"free":true,"sentinel_score":7,"review_status":"auto-scanned","risk_level":"red","install":"pip install renoun-mcp || uvx renoun-mcp","author":"98lukehall","version":"1.0.0","tags":["mcp","real","python","98lukehall"],"source":{"type":"github","url":"https://github.com/98lukehall/renoun-mcp","note":"Real MCP server. 2 stars. Language: Python. Last push: 2026-03-22T17:12:34Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-renoun-mcp.svg","page_url":"https://www.marketnow.site/s/real-renoun-mcp"},{"id":"mn-real-cashpilotmcp","name":"cashpilot-mcp","slug":"real-cashpilot-mcp","description":"MCP Server for CashPilot — monitor passive income earnings, manage services, and control fleet workers via MCP","category":"Monitoring","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"go install github.com/GeiserX/cashpilot-mcp","author":"GeiserX","version":"1.0.0","tags":["mcp","real","go","geiserx","bandwidth-sharing"],"source":{"type":"github","url":"https://github.com/GeiserX/cashpilot-mcp","note":"Real MCP server. 3 stars. Language: Go. Last push: 2026-07-01T09:44:51Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-cashpilot-mcp.svg","page_url":"https://www.marketnow.site/s/real-cashpilot-mcp"},{"id":"mn-real-bridgemetricsmcp","name":"bridge-metrics-mcp","slug":"real-bridge-metrics-mcp","description":"An MCP server that provides real-time cross-chain bridge metrics.","category":"Monitoring","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install bridge-metrics-mcp || uvx bridge-metrics-mcp","author":"kukapay","version":"1.0.0","tags":["mcp","real","python","kukapay"],"source":{"type":"github","url":"https://github.com/kukapay/bridge-metrics-mcp","note":"Real MCP server. 3 stars. Language: Python. Last push: 2025-09-12T03:35:16Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":61,"badge_url":"https://www.marketnow.site/api/badge/real-bridge-metrics-mcp.svg","page_url":"https://www.marketnow.site/s/real-bridge-metrics-mcp"},{"id":"mn-real-mcp-x28","name":"mcp","slug":"real-mcp-28","description":"Twelve Data MCP (Model Context Protocol) Server provides seamless, real-time access to financial market data via WebSocket, enabling reliable streaming of price quotes, market metrics, and events dire","category":"Monitoring","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install mcp || uvx mcp","author":"twelvedata","version":"1.0.0","tags":["mcp","real","python","twelvedata","claude"],"source":{"type":"github","url":"https://github.com/twelvedata/mcp","note":"Real MCP server. 71 stars. Language: Python. Last push: 2026-06-18T04:41:17Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":69,"badge_url":"https://www.marketnow.site/api/badge/real-mcp-28.svg","page_url":"https://www.marketnow.site/s/real-mcp-28"},{"id":"mn-real-acinfinitymcp","name":"ac-infinity-mcp","slug":"real-ac-infinity-mcp","description":"MCP server for AC Infinity grow controllers. AI agent integration for climate monitoring, port control, and grow automation — works with Claude, Cursor, and any MCP client.","category":"Monitoring","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install ac-infinity-mcp || uvx ac-infinity-mcp","author":"ober37","version":"1.0.0","tags":["mcp","real","python","ober37","ac-infinity"],"source":{"type":"github","url":"https://github.com/ober37/ac-infinity-mcp","note":"Real MCP server. 4 stars. Language: Python. Last push: 2026-07-01T22:36:04Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-ac-infinity-mcp.svg","page_url":"https://www.marketnow.site/s/real-ac-infinity-mcp"},{"id":"mn-real-aivisibility","name":"ai-visibility","slug":"real-ai-visibility","description":"Track your brand visibility across ChatGPT, Perplexity, Claude, and Gemini. Open source alternative to Otterly/AthenaHQ.","category":"Monitoring","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y ai-visibility","author":"sharozdawa","version":"1.0.0","tags":["mcp","real","typescript","sharozdawa","aeo"],"source":{"type":"github","url":"https://github.com/sharozdawa/ai-visibility","note":"Real MCP server. 8 stars. Language: TypeScript. Last push: 2026-03-22T09:30:13Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-ai-visibility.svg","page_url":"https://www.marketnow.site/s/real-ai-visibility"},{"id":"mn-real-mcptelemetry","name":"mcp-telemetry","slug":"real-mcp-telemetry","description":"Socket.IO-style telemetry for MCP servers — live progress from any tool call, watched by any MCP client.","category":"Monitoring","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y mcp-telemetry","author":"arnavranjan005","version":"1.0.0","tags":["mcp","real","typescript","arnavranjan005","ai-agents"],"source":{"type":"github","url":"https://github.com/arnavranjan005/mcp-telemetry","note":"Real MCP server. 2 stars. Language: TypeScript. Last push: 2026-07-02T12:37:07Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-mcp-telemetry.svg","page_url":"https://www.marketnow.site/s/real-mcp-telemetry"},{"id":"mn-real-agentbreadcrumbs","name":"agent-breadcrumbs","slug":"real-agent-breadcrumbs","description":"Cross-platform agent logging and observability","category":"Monitoring","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y agent-breadcrumbs","author":"ejcho623","version":"1.0.0","tags":["mcp","real","typescript","ejcho623","agent"],"source":{"type":"github","url":"https://github.com/ejcho623/agent-breadcrumbs","note":"Real MCP server. 4 stars. Language: TypeScript. Last push: 2026-02-25T23:20:02Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":61,"badge_url":"https://www.marketnow.site/api/badge/real-agent-breadcrumbs.svg","page_url":"https://www.marketnow.site/s/real-agent-breadcrumbs"},{"id":"mn-real-duplicacymcp","name":"duplicacy-mcp","slug":"real-duplicacy-mcp","description":"MCP Server for Duplicacy — monitor backup status, progress, and health from Prometheus exporter via MCP","category":"Monitoring","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"go install github.com/GeiserX/duplicacy-mcp","author":"GeiserX","version":"1.0.0","tags":["mcp","real","go","geiserx","ai-tools"],"source":{"type":"github","url":"https://github.com/GeiserX/duplicacy-mcp","note":"Real MCP server. 2 stars. Language: Go. Last push: 2026-07-01T18:02:11Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-duplicacy-mcp.svg","page_url":"https://www.marketnow.site/s/real-duplicacy-mcp"},{"id":"mn-real-llmprobe","name":"llmprobe","slug":"real-llmprobe","description":"Synthetic monitoring and CI smoke tests for LLM inference endpoints.","category":"Monitoring","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"go install github.com/Jwrede/llmprobe","author":"Jwrede","version":"1.0.0","tags":["mcp","real","go","jwrede","anthropic"],"source":{"type":"github","url":"https://github.com/Jwrede/llmprobe","note":"Real MCP server. 2 stars. Language: Go. Last push: 2026-05-16T20:09:34Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-llmprobe.svg","page_url":"https://www.marketnow.site/s/real-llmprobe"},{"id":"mn-real-mcptautulli","name":"mcp-tautulli","slug":"real-mcp-tautulli","description":"MCP server for Tautulli — Plex monitoring via Claude Code","category":"Monitoring","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install mcp-tautulli || uvx mcp-tautulli","author":"lodordev","version":"1.0.0","tags":["mcp","real","python","lodordev","claude-code"],"source":{"type":"github","url":"https://github.com/lodordev/mcp-tautulli","note":"Real MCP server. 3 stars. Language: Python. Last push: 2026-06-23T12:13:21Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-mcp-tautulli.svg","page_url":"https://www.marketnow.site/s/real-mcp-tautulli"},{"id":"mn-real-mcpserverraygun","name":"mcp-server-raygun","slug":"real-mcp-server-raygun","description":"Give your AI coding assistants access to Raygun so they can investigate, explain, and help resolve errors for you.","category":"Monitoring","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y mcp-server-raygun","author":"MindscapeHQ","version":"1.0.0","tags":["mcp","real","unknown","mindscapehq","error-reporting"],"source":{"type":"github","url":"https://github.com/MindscapeHQ/mcp-server-raygun","note":"Real MCP server. 21 stars. Language: Unknown. Last push: 2026-03-02T01:57:41Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":66,"badge_url":"https://www.marketnow.site/api/badge/real-mcp-server-raygun.svg","page_url":"https://www.marketnow.site/s/real-mcp-server-raygun"},{"id":"mn-real-zabbixmcpserver","name":"zabbix-mcp-server","slug":"real-zabbix-mcp-server","description":"🔌 Complete MCP server for Zabbix integration — Connect AI assistants to Zabbix monitoring with a single unified tool covering 100% of Zabbix APIs. Includes read-only mode and documentation tools for ","category":"Monitoring","price":0,"free":true,"sentinel_score":7,"review_status":"auto-scanned","risk_level":"red","install":"pip install zabbix-mcp-server || uvx zabbix-mcp-server","author":"mpeirone","version":"1.0.0","tags":["mcp","real","python","mpeirone"],"source":{"type":"github","url":"https://github.com/mpeirone/zabbix-mcp-server","note":"Real MCP server. 236 stars. Language: Python. Last push: 2026-05-10T12:29:29Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":74,"badge_url":"https://www.marketnow.site/api/badge/real-zabbix-mcp-server.svg","page_url":"https://www.marketnow.site/s/real-zabbix-mcp-server"},{"id":"mn-real-homebutler","name":"homebutler","slug":"real-homebutler","description":"🏠 Manage your homelab from chat. Single binary, zero dependencies.","category":"Monitoring","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"go install github.com/Higangssh/homebutler","author":"Higangssh","version":"1.0.0","tags":["mcp","real","go","higangssh","ai"],"source":{"type":"github","url":"https://github.com/Higangssh/homebutler","note":"Real MCP server. 164 stars. Language: Go. Last push: 2026-06-23T12:01:05Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":74,"badge_url":"https://www.marketnow.site/api/badge/real-homebutler.svg","page_url":"https://www.marketnow.site/s/real-homebutler"},{"id":"mn-real-freshprobe","name":"freshprobe","slug":"real-freshprobe","description":"Data freshness verification for AI agents. Probes endpoints for cache staleness, latency, TLS health, and content changes. CLI + MCP server + HTTP API.","category":"Monitoring","price":0,"free":true,"sentinel_score":7,"review_status":"auto-scanned","risk_level":"yellow","install":"go install github.com/Sudhan30/freshprobe","author":"Sudhan30","version":"1.0.0","tags":["mcp","real","go","sudhan30","ai-agents"],"source":{"type":"github","url":"https://github.com/Sudhan30/freshprobe","note":"Real MCP server. 1 stars. Language: Go. Last push: 2026-04-02T06:29:25Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-freshprobe.svg","page_url":"https://www.marketnow.site/s/real-freshprobe"},{"id":"mn-real-vmwarearia","name":"VMware-Aria","slug":"real-vmware-aria","description":"VMware Aria Operations monitoring, alerting, and capacity planning — MCP tools for AI agents","category":"Monitoring","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install VMware-Aria || uvx VMware-Aria","author":"zw008","version":"1.0.0","tags":["mcp","real","python","zw008","agent-skills"],"source":{"type":"github","url":"https://github.com/zw008/VMware-Aria","note":"Real MCP server. 1 stars. Language: Python. Last push: 2026-07-03T00:46:18Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-vmware-aria.svg","page_url":"https://www.marketnow.site/s/real-vmware-aria"},{"id":"mn-real-yokai","name":"yokai","slug":"real-yokai","description":"Simple, modular, and observable Go framework for backend applications.","category":"Monitoring","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"go install github.com/ankorstore/yokai","author":"ankorstore","version":"1.0.0","tags":["mcp","real","go","ankorstore","backend"],"source":{"type":"github","url":"https://github.com/ankorstore/yokai","note":"Real MCP server. 835 stars. Language: Go. Last push: 2026-06-22T12:59:04Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":79,"badge_url":"https://www.marketnow.site/api/badge/real-yokai.svg","page_url":"https://www.marketnow.site/s/real-yokai"},{"id":"mn-real-forge","name":"forge","slug":"real-forge","description":"Terminal MCP server for AI coding agents — spawn, manage, and monitor PTY sessions via the Model Context Protocol","category":"Monitoring","price":0,"free":true,"sentinel_score":0,"review_status":"auto-scanned","risk_level":"red","install":"npx -y forge","author":"ferodrigop","version":"1.0.0","tags":["mcp","real","typescript","ferodrigop"],"source":{"type":"github","url":"https://github.com/ferodrigop/forge","note":"Real MCP server. 18 stars. Language: TypeScript. Last push: 2026-04-08T04:38:44Z."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":40,"badge_url":"https://www.marketnow.site/api/badge/real-forge.svg","page_url":"https://www.marketnow.site/s/real-forge"},{"id":"mn-real-supabasemcpserver","name":"supabase-mcp-server","slug":"real-supabase-mcp-server-2","description":"Query MCP enables end-to-end management of Supabase via chat interface: read & write query executions, management API support, automatic migration versioning, access to logs and much more.","category":"Monitoring","price":0,"free":true,"sentinel_score":0,"review_status":"auto-scanned","risk_level":"red","install":"pip install supabase-mcp-server || uvx supabase-mcp-server","author":"alexander-zuev","version":"1.0.0","tags":["mcp","real","python","alexander-zuev","cursor"],"source":{"type":"github","url":"https://github.com/alexander-zuev/supabase-mcp-server","note":"Real MCP server. 828 stars. Language: Python. Last push: 2026-05-08T18:00:45Z."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":40,"badge_url":"https://www.marketnow.site/api/badge/real-supabase-mcp-server-2.svg","page_url":"https://www.marketnow.site/s/real-supabase-mcp-server-2"},{"id":"mn-real-prometheusmcpserver","name":"prometheus-mcp-server","slug":"real-prometheus-mcp-server-2","description":"A Model Context Protocol (MCP) server that enables AI agents and LLMs to query and analyze Prometheus metrics through standardized interfaces.","category":"Monitoring","price":0,"free":true,"sentinel_score":0,"review_status":"auto-scanned","risk_level":"red","install":"pip install prometheus-mcp-server || uvx prometheus-mcp-server","author":"pab1it0","version":"1.0.0","tags":["mcp","real","python","pab1it0","ai"],"source":{"type":"github","url":"https://github.com/pab1it0/prometheus-mcp-server","note":"Real MCP server. 492 stars. Language: Python. Last push: 2026-06-22T13:58:08Z."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":40,"badge_url":"https://www.marketnow.site/api/badge/real-prometheus-mcp-server-2.svg","page_url":"https://www.marketnow.site/s/real-prometheus-mcp-server-2"},{"id":"mn-real-s2sdktypescript","name":"s2-sdk-typescript","slug":"real-s2-sdk-typescript","description":"TypeScript SDK for S2, the durable streams API","category":"Monitoring","price":0,"free":true,"sentinel_score":0,"review_status":"auto-scanned","risk_level":"red","install":"npx -y s2-sdk-typescript","author":"s2-streamstore","version":"1.0.0","tags":["mcp","real","typescript","s2-streamstore","durable"],"source":{"type":"github","url":"https://github.com/s2-streamstore/s2-sdk-typescript","note":"Real MCP server. 32 stars. Language: TypeScript. Last push: 2026-06-30T15:28:46Z."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":40,"badge_url":"https://www.marketnow.site/api/badge/real-s2-sdk-typescript.svg","page_url":"https://www.marketnow.site/s/real-s2-sdk-typescript"},{"id":"mn-real-twitterapiiomcp","name":"twitterapi-io-mcp","slug":"real-twitterapi-io-mcp-2","description":"TwitterAPI.io MCP server: offline docs (endpoints, pages, blogs) for Claude and other AI assistants.","category":"Monitoring","price":0,"free":true,"sentinel_score":0,"review_status":"auto-scanned","risk_level":"red","install":"npx -y twitterapi-io-mcp","author":"dorukardahan","version":"1.0.0","tags":["mcp","real","javascript","dorukardahan","api-reference"],"source":{"type":"github","url":"https://github.com/dorukardahan/twitterapi-io-mcp","note":"Real MCP server. 8 stars. Language: JavaScript. Last push: 2026-06-28T17:59:25Z."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":40,"badge_url":"https://www.marketnow.site/api/badge/real-twitterapi-io-mcp-2.svg","page_url":"https://www.marketnow.site/s/real-twitterapi-io-mcp-2"},{"id":"mn-real-androidmcpserver","name":"android-mcp-server","slug":"real-android-mcp-server-2","description":"MCP server for controlling Android emulators via ADB — screenshots, UI interaction, logcat, and bug documentation for Claude Code","category":"Monitoring","price":0,"free":true,"sentinel_score":0,"review_status":"auto-scanned","risk_level":"red","install":"npx -y android-mcp-server","author":"martingeidobler","version":"1.0.0","tags":["mcp","real","typescript","martingeidobler"],"source":{"type":"github","url":"https://github.com/martingeidobler/android-mcp-server","note":"Real MCP server. 52 stars. Language: TypeScript. Last push: 2026-03-18T21:52:29Z."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":40,"badge_url":"https://www.marketnow.site/api/badge/real-android-mcp-server-2.svg","page_url":"https://www.marketnow.site/s/real-android-mcp-server-2"},{"id":"mn-real-macmonitormcp","name":"mac-monitor-mcp","slug":"real-mac-monitor-mcp","description":"MCP server from Pratyay/mac-monitor-mcp","category":"Monitoring","price":0,"free":true,"sentinel_score":0,"review_status":"auto-scanned","risk_level":"red","install":"pip install mac-monitor-mcp || uvx mac-monitor-mcp","author":"Pratyay","version":"1.0.0","tags":["mcp","real","python","pratyay"],"source":{"type":"github","url":"https://github.com/Pratyay/mac-monitor-mcp","note":"Real MCP server. 22 stars. Language: Python. Last push: 2026-03-30T03:57:25Z."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":40,"badge_url":"https://www.marketnow.site/api/badge/real-mac-monitor-mcp.svg","page_url":"https://www.marketnow.site/s/real-mac-monitor-mcp"},{"id":"mn-real-toolstemmcpserver","name":"toolstem-mcp-server","slug":"real-toolstem-mcp-server","description":"Agent-ready financial intelligence MCP tools — stock snapshots, company metrics, derived signals","category":"Monitoring","price":0,"free":true,"sentinel_score":0,"review_status":"auto-scanned","risk_level":"red","install":"npx -y toolstem-mcp-server","author":"toolstem","version":"1.0.0","tags":["mcp","real","typescript","toolstem","ai-agents"],"source":{"type":"github","url":"https://github.com/toolstem/toolstem-mcp-server","note":"Real MCP server. 1 stars. Language: TypeScript. Last push: 2026-06-22T17:53:50Z."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":40,"badge_url":"https://www.marketnow.site/api/badge/real-toolstem-mcp-server.svg","page_url":"https://www.marketnow.site/s/real-toolstem-mcp-server"},{"id":"mn-real-langfusemcp","name":"langfuse-mcp","slug":"real-langfuse-mcp","description":"A Model Context Protocol (MCP) server for Langfuse, enabling AI agents to query Langfuse trace data for enhanced debugging and observability","category":"Monitoring","price":0,"free":true,"sentinel_score":0,"review_status":"auto-scanned","risk_level":"red","install":"pip install langfuse-mcp || uvx langfuse-mcp","author":"avivsinai","version":"1.0.0","tags":["mcp","real","python","avivsinai","agent-skills"],"source":{"type":"github","url":"https://github.com/avivsinai/langfuse-mcp","note":"Real MCP server. 99 stars. Language: Python. Last push: 2026-06-27T19:37:26Z."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":40,"badge_url":"https://www.marketnow.site/api/badge/real-langfuse-mcp.svg","page_url":"https://www.marketnow.site/s/real-langfuse-mcp"},{"id":"mn-real-datadogmcpserver","name":"datadog-mcp-server","slug":"real-datadog-mcp-server-2","description":"MCP server providing AI assistants with full Datadog observability access.","category":"Monitoring","price":0,"free":true,"sentinel_score":0,"review_status":"auto-scanned","risk_level":"red","install":"npx -y datadog-mcp-server","author":"TANTIOPE","version":"1.0.0","tags":["mcp","real","typescript","tantiope"],"source":{"type":"github","url":"https://github.com/TANTIOPE/datadog-mcp-server","note":"Real MCP server. 5 stars. Language: TypeScript. Last push: 2026-07-04T17:26:55Z."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":40,"badge_url":"https://www.marketnow.site/api/badge/real-datadog-mcp-server-2.svg","page_url":"https://www.marketnow.site/s/real-datadog-mcp-server-2"},{"id":"mn-real-mcplogproxy","name":"mcp-log-proxy","slug":"real-mcp-log-proxy","description":"a web logging proxy for MCP client-server communication","category":"Monitoring","price":0,"free":true,"sentinel_score":0,"review_status":"auto-scanned","risk_level":"yellow","install":"go install github.com/emicklei/mcp-log-proxy","author":"emicklei","version":"1.0.0","tags":["mcp","real","go","emicklei","debug"],"source":{"type":"github","url":"https://github.com/emicklei/mcp-log-proxy","note":"Real MCP server. 31 stars. Language: Go. Last push: 2026-05-29T20:56:12Z."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":40,"badge_url":"https://www.marketnow.site/api/badge/real-mcp-log-proxy.svg","page_url":"https://www.marketnow.site/s/real-mcp-log-proxy"},{"id":"mn-real-gologinmcp","name":"gologin-mcp","slug":"real-gologin-mcp","description":"MCP server from gologinapp/gologin-mcp","category":"Monitoring","price":0,"free":true,"sentinel_score":0,"review_status":"auto-scanned","risk_level":"red","install":"npx -y gologin-mcp","author":"gologinapp","version":"1.0.0","tags":["mcp","real","javascript","gologinapp"],"source":{"type":"github","url":"https://github.com/gologinapp/gologin-mcp","note":"Real MCP server. 16 stars. Language: JavaScript. Last push: 2026-06-19T11:39:47Z."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":40,"badge_url":"https://www.marketnow.site/api/badge/real-gologin-mcp.svg","page_url":"https://www.marketnow.site/s/real-gologin-mcp"},{"id":"mn-real-canvaslmsmcp","name":"canvas-lms-mcp","slug":"real-canvas-lms-mcp","description":"MCP server from ahnopologetic/canvas-lms-mcp","category":"Monitoring","price":0,"free":true,"sentinel_score":0,"review_status":"auto-scanned","risk_level":"red","install":"pip install canvas-lms-mcp || uvx canvas-lms-mcp","author":"ahnopologetic","version":"1.0.0","tags":["mcp","real","python","ahnopologetic"],"source":{"type":"github","url":"https://github.com/ahnopologetic/canvas-lms-mcp","note":"Real MCP server. 7 stars. Language: Python. Last push: 2026-02-21T14:49:11Z."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":40,"badge_url":"https://www.marketnow.site/api/badge/real-canvas-lms-mcp.svg","page_url":"https://www.marketnow.site/s/real-canvas-lms-mcp"},{"id":"mn-real-mcpvictorialogs-x2","name":"mcp-victorialogs","slug":"real-mcp-victorialogs-2","description":"The implementation of Model Context Protocol (MCP) server for VictoriaLogs.","category":"Monitoring","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"go install github.com/VictoriaMetrics/mcp-victorialogs","author":"VictoriaMetrics","version":"1.0.0","tags":["mcp","real","go","victoriametrics","ai"],"source":{"type":"github","url":"https://github.com/VictoriaMetrics/mcp-victorialogs","note":"Real MCP server. 90 stars. Language: Go. Last push: 2026-07-01T17:26:24Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":69,"badge_url":"https://www.marketnow.site/api/badge/real-mcp-victorialogs-2.svg","page_url":"https://www.marketnow.site/s/real-mcp-victorialogs-2"},{"id":"mn-real-twitterapiiomcp-x2","name":"twitterapi-io-mcp","slug":"real-twitterapi-io-mcp-3","description":"TwitterAPI.io MCP server: offline docs (endpoints, pages, blogs) for Claude and other AI assistants.","category":"Monitoring","price":0,"free":true,"sentinel_score":0,"review_status":"auto-scanned","risk_level":"red","install":"npx -y twitterapi-io-mcp","author":"dorukardahan","version":"1.0.0","tags":["mcp","real","javascript","dorukardahan","api-reference"],"source":{"type":"github","url":"https://github.com/dorukardahan/twitterapi-io-mcp","note":"Real MCP server. 8 stars. Language: JavaScript. Last push: 2026-06-28T17:59:25Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":40,"badge_url":"https://www.marketnow.site/api/badge/real-twitterapi-io-mcp-3.svg","page_url":"https://www.marketnow.site/s/real-twitterapi-io-mcp-3"},{"id":"mn-real-langfusemcp-x2","name":"langfuse-mcp","slug":"real-langfuse-mcp-2","description":"MCP server from hugoles/langfuse-mcp","category":"Monitoring","price":0,"free":true,"sentinel_score":0,"review_status":"auto-scanned","risk_level":"red","install":"npx -y langfuse-mcp","author":"hugoles","version":"1.0.0","tags":["mcp","real","typescript","hugoles","anthropic"],"source":{"type":"github","url":"https://github.com/hugoles/langfuse-mcp","note":"Real MCP server. 1 stars. Language: TypeScript. Last push: 2026-06-15T06:18:18Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":40,"badge_url":"https://www.marketnow.site/api/badge/real-langfuse-mcp-2.svg","page_url":"https://www.marketnow.site/s/real-langfuse-mcp-2"},{"id":"mn-real-mcpvictorialogs-x3","name":"mcp-victorialogs","slug":"real-mcp-victorialogs-3","description":"The implementation of Model Context Protocol (MCP) server for VictoriaLogs.","category":"Monitoring","price":0,"free":true,"sentinel_score":7,"review_status":"auto-scanned","risk_level":"yellow","install":"go install github.com/VictoriaMetrics/mcp-victorialogs","author":"VictoriaMetrics","version":"1.0.0","tags":["mcp","real","go","victoriametrics","ai"],"source":{"type":"github","url":"https://github.com/VictoriaMetrics/mcp-victorialogs","note":"Real MCP server. 90 stars. Language: Go. Last push: 2026-07-01T17:26:24Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":69,"badge_url":"https://www.marketnow.site/api/badge/real-mcp-victorialogs-3.svg","page_url":"https://www.marketnow.site/s/real-mcp-victorialogs-3"},{"id":"mn-real-twitterapiiomcp-x3","name":"twitterapi-io-mcp","slug":"real-twitterapi-io-mcp-4","description":"TwitterAPI.io MCP server: offline docs (endpoints, pages, blogs) for Claude and other AI assistants.","category":"Monitoring","price":0,"free":true,"sentinel_score":7,"review_status":"auto-scanned","risk_level":"red","install":"npx -y twitterapi-io-mcp","author":"dorukardahan","version":"1.0.0","tags":["mcp","real","javascript","dorukardahan","api-reference"],"source":{"type":"github","url":"https://github.com/dorukardahan/twitterapi-io-mcp","note":"Real MCP server. 8 stars. Language: JavaScript. Last push: 2026-06-28T17:59:25Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-twitterapi-io-mcp-4.svg","page_url":"https://www.marketnow.site/s/real-twitterapi-io-mcp-4"},{"id":"mn-real-mcpvictorialogs-x4","name":"mcp-victorialogs","slug":"real-mcp-victorialogs-4","description":"The implementation of Model Context Protocol (MCP) server for VictoriaLogs.","category":"Monitoring","price":0,"free":true,"sentinel_score":7,"review_status":"auto-scanned","risk_level":"yellow","install":"go install github.com/VictoriaMetrics/mcp-victorialogs","author":"VictoriaMetrics","version":"1.0.0","tags":["mcp","real","go","victoriametrics","ai"],"source":{"type":"github","url":"https://github.com/VictoriaMetrics/mcp-victorialogs","note":"Real MCP server. 91 stars. Language: Go. Last push: 2026-07-01T17:26:24Z. 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Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-agentlens.svg","page_url":"https://www.marketnow.site/s/real-agentlens"},{"id":"mn-real-llmusagemcp","name":"llm-usage-mcp","slug":"real-llm-usage-mcp","description":"a local-first, multi-provider tool that captures LLM API spend and exposes it to coding agents via the Model Context Protocol","category":"Monitoring","price":0,"free":true,"sentinel_score":7,"review_status":"auto-scanned","risk_level":"red","install":"pip install llm-usage-mcp || uvx llm-usage-mcp","author":"zhaoyue722","version":"1.0.0","tags":["mcp","real","python","zhaoyue722","anthropic"],"source":{"type":"github","url":"https://github.com/zhaoyue722/llm-usage-mcp","note":"Real MCP server. 3 stars. Language: Python. Last push: 2026-07-17T14:07:17Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-llm-usage-mcp.svg","page_url":"https://www.marketnow.site/s/real-llm-usage-mcp"},{"id":"mn-real-sage-x2","name":"sage","slug":"real-sage-2","description":"SAGE — Save AI coding tokens by compressing terminal output, keeping raw logs local, and tracking real savings. 🧠S.A.G.E - Smart Agent Guidance Engine for AI coding assistants. by⚡ PsYc+GoD AI&ML 🤖 ","category":"Monitoring","price":0,"free":true,"sentinel_score":7,"review_status":"auto-scanned","risk_level":"red","install":"pip install sage || uvx sage","author":"PsYcGoD","version":"1.0.0","tags":["mcp","real","python","psycgod","ai-agents"],"source":{"type":"github","url":"https://github.com/PsYcGoD/sage","note":"Real MCP server. 10 stars. Language: Python. Last push: 2026-07-25T20:20:19Z. 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Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-mushi-mushi.svg","page_url":"https://www.marketnow.site/s/real-mushi-mushi"},{"id":"mn-real-forgemcp-x2","name":"forge-mcp","slug":"real-forge-mcp-2","description":"Cross-manufacturer industrial MCP server — 14 tools for machine identity, telemetry normalization across 16 OEM families, plain-English automation, and on-chain (MINT) work attestation.","category":"Monitoring","price":0,"free":true,"sentinel_score":7,"review_status":"auto-scanned","risk_level":"red","install":"pip install forge-mcp || uvx forge-mcp","author":"FoundryNet","version":"1.0.0","tags":["mcp","real","python","foundrynet","agent-economy"],"source":{"type":"github","url":"https://github.com/FoundryNet/forge-mcp","note":"Real MCP server. 0 stars. Language: Python. Last push: 2026-07-19T07:25:53Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":54,"badge_url":"https://www.marketnow.site/api/badge/real-forge-mcp-2.svg","page_url":"https://www.marketnow.site/s/real-forge-mcp-2"},{"id":"mn-real-mcpserver-x71","name":"mcp-server","slug":"real-mcp-server-93","description":"Observability MCP server for AI agents - 87 tools to query LLM cost/errors/latency and operate alerts, budgets, evals from Claude/Cursor","category":"Monitoring","price":0,"free":true,"sentinel_score":7,"review_status":"auto-scanned","risk_level":"red","install":"npx -y mcp-server","author":"argosvix","version":"1.0.0","tags":["mcp","real","typescript","argosvix","ai-agents"],"source":{"type":"github","url":"https://github.com/argosvix/mcp-server","note":"Real MCP server. 0 stars. Language: TypeScript. Last push: 2026-07-15T13:51:26Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":54,"badge_url":"https://www.marketnow.site/api/badge/real-mcp-server-93.svg","page_url":"https://www.marketnow.site/s/real-mcp-server-93"},{"id":"mn-real-serveropsmcp","name":"server-ops-mcp","slug":"real-server-ops-mcp","description":"A general-purpose server-ops MCP server — logs, resources, code edit, Nginx/certs via AI. Local + SSH modes with confirmations & secret redaction. 中文文档见 README.zh-CN.md","category":"Monitoring","price":0,"free":true,"sentinel_score":7,"review_status":"auto-scanned","risk_level":"red","install":"npx -y server-ops-mcp","author":"GT-dinuo","version":"1.0.0","tags":["mcp","real","typescript","gt-dinuo","ai-agent"],"source":{"type":"github","url":"https://github.com/GT-dinuo/server-ops-mcp","note":"Real MCP server. 0 stars. Language: TypeScript. Last push: 2026-07-16T06:52:55Z. 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Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-spanlens.svg","page_url":"https://www.marketnow.site/s/real-spanlens"},{"id":"mn-npm-00006","name":"@winor30/mcp-server-datadog","slug":"winor30-mcp-server-datadog","description":"MCP server for interacting with Datadog API","category":"Monitoring","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y @winor30/mcp-server-datadog","author":"winor30","version":"1.8.0","tags":["mcp"],"source":{"type":"npm-registry","url":"https://www.npmjs.com/package/@winor30/mcp-server-datadog","note":"Indexed from the public npm registry with Sentinel Index Heuristics (age, weekly downloads, typosquat distance, injection 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