"WhyLabs AI Observability Platform" matching MCP servers:

• Observability MCP Server

  sandraschi

  A

  license

  -

  quality

  B

  maintenance

  Provides comprehensive monitoring and observability for MCP server ecosystems with real-time health checks, performance metrics, distributed tracing, anomaly detection, and automated performance reports using OpenTelemetry and Prometheus.

  Last updated 2026-07-14

  1

  MIT

• agora-platform

  obirimensah05

  A

  license

  -

  quality

  C

  maintenance

  A shared communication bus for multiple agents using NATS and MCP, enabling MCP clients to list, message, and query agents.

  Last updated 2026-07-08

  40

  MIT

• RunWhen Platform MCP

  runwhen-contrib

  A

  license

  A

  quality

  A

  maintenance

  Lets your coding agent talk to the RunWhen platform — workspace chat, issues, SLXs, run sessions, and the Tool Builder — over the Model Context Protocol. Enables workspace chat with AI assistant, task authoring via Tool Builder, and direct data access to workspaces, issues, SLXs, run sessions, and more.

  Last updated 2026-07-10

  45

  1

  Apache 2.0
• 

  Open Targets Platform MCPofficial

  opentargets

  A

  license

  -

  quality

  B

  maintenance

  Enables AI assistants to interact with the Open Targets Platform API to search and retrieve comprehensive data about target-disease associations, drugs, genes, and drug discovery information through GraphQL queries.

  Last updated 2026-07-01

  35

  Apache 2.0
• 

  Debugg AI MCPofficial

  debugg-ai

  A

  license

  A

  quality

  A

  maintenance

  Debugg AI MCP

  Last updated 2026-07-17

  8

  1,130

  83

  Apache 2.0

• Observability Agent MCP

  hmrdkn-labs

  A

  license

  B

  quality

  A

  maintenance

  A portable, read-only Model Context Protocol server for turning observability data into bounded evidence that AI agents can inspect safely.

  Last updated 2026-07-21

  7

  Apache 2.0
• 

  Industrial MCP Agent Platformofficial

  hoonapps

  A

  license

  -

  quality

  C

  maintenance

  MCP server for integrating manufacturing systems (MES/ERP/quality/maintenance) with LLM agents, enabling event ingestion, incident triage, approval workflows, and RAG-based knowledge retrieval.

  Last updated 2026-06-20

  MIT
• 

  gmp-code-assistofficial

  googlemaps

  A

  license

  -

  quality

  C

  maintenance

  Enhances LLM responses by grounding them in official Google Maps Platform documentation and code samples via MCP tools for developing applications.

  Last updated 2026-06-05

  103

  Apache 2.0
• 

  Argo RPG Platform MCPofficial

  Argo-RPG-Platform

  A

  license

  -

  quality

  B

  maintenance

  Connects AI assistants to your Argo campaigns via the Model Context Protocol. Once configured, your AI assistant can read and write campaign lore, look up character details, and interact with Argo data directly from the chat interface.

  Last updated 2026-07-12

  25

  MIT

• MCP AI Service Platform

  dkb12138ggg

  A

  license

  -

  quality

  D

  maintenance

  A powerful AI service platform that provides complete MCP tool calling capabilities and RAG knowledge base functionality, enabling users to connect to multiple MCP servers and perform intelligent document search.

  Last updated 2025-06-19

  Apache 2.0

• CodeAtlas AI MCP Server

  giauphan

  A

  license

  -

  quality

  A

  maintenance

  Transforms codebases into a living knowledge graph with AI-powered code analysis, security scanning, and persistent semantic memory, leveraging Oracle 26ai vector and property graph capabilities.

  Last updated 2026-07-22

  1

  MIT

• ASM MCP Materials Platform

  sudhanshubliz

  F

  license

  -

  quality

  B

  maintenance

  Enables querying and retrieving materials data from the Materials Project via MCP tools, supporting search, lookup, comparison, and export.

  Last updated 2026-07-08

  1

• ElevenLabs Agents Platform MCP

  amaanshaikh-dc

  F

  license

  -

  quality

  C

  maintenance

  MCP server giving Claude full control over ElevenLabs Conversational AI agents, conversations, knowledge base, tools, tests, telephony, and workspace settings.

  Last updated 2026-07-14

• Reservation Platform MCP

  pak3430

  F

  license

  -

  quality

  D

  maintenance

  Enables unified management of reservations across multiple Korean platforms (Naver, Airbnb, SpaceCloud, Yanolja, Kakao) with features for duplicate booking prevention, revenue tracking, customer management, and automated messaging through iCalendar integration.

  Last updated 2026-01-09

• Network AI

  Jovancoding

  A

  license

  A

  quality

  A

  maintenance

  Multi-agent swarm orchestrator for AI workflows. Exposes blackboard read/write, agent dispatch, permission gating (AuthGuardian), token budget enforcement (FederatedBudget), and audit log tools over MCP. Supports 14 AI framework adapters including LangChain, AutoGen, CrewAI, Codex, and A2A — mix any frameworks in one swarm with race-condition-safe shared state.(Traffic light for agents)

  Last updated 2026-07-13

  24

  938

  67

  MIT

• ai-visibility-mcp

  bestaiinsider

  A

  license

  A

  quality

  B

  maintenance

  Audits AI-bot visibility: robots.txt per-bot for 22 AI user-agents (GPTBot/ClaudeBot/PerplexityBot/etc), Cloudflare flags, JSON-LD, sitemap, llms.txt, SPA shell, plus cross-model brand mentions via Perplexity + OpenRouter. 0-100 score. SSRF-guarded, spend-capped.

  Last updated 2026-05-23

  4

  1

  MIT

• AI Intervention Agent

  XIADENGMA

  A

  license

  A

  quality

  A

  maintenance

  Enables real-time user intervention for MCP agents through a web UI, allowing users to review context and provide feedback when AI agents drift from intent, keeping them on track.

  Last updated 2026-07-20

  1

  16

  MIT

• Scouts-AI-MCP

  kecven

  A

  license

  A

  quality

  B

  maintenance

  Model Context Protocol server exposing the SCOUTS-AI web search API as a single web_search tool for AI agents. No API key required.

  Last updated 2026-06-15

  1

  MIT
• 

  winston-ai-mcpofficial

  gowinston-ai

  A

  license

  A

  quality

  C

  maintenance

  MCP server for Winston AI's detection tools, enabling AI content detection, plagiarism checking, image analysis, and text comparison.

  Last updated 2026-06-23

  4

  64

  8

  MIT

• AI Readiness

  epistemedeus

  A

  license

  A

  quality

  B

  maintenance

  Check whether a website is visible to AI search engines (ChatGPT, Perplexity, Claude, Google AI Overviews). Returns a 0-100 readiness score, a grade, and a specific fix for each gap. Dependency-free, no API keys.

  Last updated 2026-07-09

  2

  4

  MIT