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MCP servers

Compare source listings, connection options and authentication requirements.

Showing 5,473–5,496 of 165,917 resultsPage 229 of 6,914

Candidate groups, not verified unique MCPs. How grouping works

MCP server that lets AI agents execute structured business processes by exposing process steps as tools with a sequenced event bus to prevent skipping steps.

Official1 source

Mneme exposes a governed Decision Index so MCP clients can propose candidate architectural decisions and query decision state, applicability, and traceability. Proposals remain non-authoritative: accepting or activating protections stays under explicit human control.

Official1 source

Provides persistent, self-optimizing memory for AI agents, enabling them to remember preferences and context across sessions and share knowledge across multiple agents.

Official1 source

Persistent AI memory server with hybrid search and embedded sync. Enables AI agents to store, retrieve, and manage information across sessions with temporal knowledge graph support.

Official1 source

Provides trust infrastructure for AI agents by enabling reputation lookup, website trust scanning, and identity verification via MCP tools.

Official1 source

A local-first memory engine for AI agents with MCP-native, graph-linked, spaced repetition. It enables agents to log, retrieve, and manage learnings via CLI or MCP server.

Official1 source

Gives DeepSeek Harness sessions persistent memory that survives restarts, exposing 52 tools for writing, recalling, compressing, and graphing memories alongside session summarization and code-change archaeology. Enables users to retain facts and context in an isolated personal namespace so later sessions can recall them automatically within a token budget.

Official1 source

Verified MCP proxy from Agent Trust: every tools/call is checked against your organisation's policy before it reaches the server, with an evidence list; escalations wait for a human approval and every decision lands in a signed ledger.

Official1 source

Enables a local AI agent to investigate service incidents by querying read-only telemetry such as service health, metrics, logs, and traces, then produce verifiable assessments with evidence links and uncertainty.

Official1 source

Enables AI assistants to automate mobile devices (Android and iOS) through a single DSL interface, supporting actions like tap, type, swipe, and assertions.

Official1 source

Provides a hosted remote connection to Mobbin's library of real-world app and web design references over Streamable HTTP, requiring nothing to install or run locally. Access is authorized through an OAuth browser sign-in on first use, with per-client setup and tool listings documented externally.

Official1 source

A Model Context Protocol server that enables scalable mobile automation through a platform-agnostic interface for iOS and Android devices, allowing agents and LLMs to interact with mobile applications using accessibility snapshots or coordinate-based interactions.

Official1 source

MCP server for operating and testing Android devices with AI agents. Provides observation and action tools for interactive control and spreadsheet-driven test runs.

Official1 source

Search, preview, and analyze datasets from 20+ platforms and millions of datasets via a single MCP connector. Works with Claude instantly

Official1 source

MCP server to mock OpenAI, Anthropic, and Google Gemini responses for testing AI integrations without real API keys or token spend.

Official1 source

A Model Context Protocol server that generates and runs mock API servers from API documentation like OpenAPI/Swagger specs, enabling developers and AI assistants to quickly spin up mock backends for development and testing.

Official1 source

MCP server for Mockzilla. Lets coding agents like Claude Code, Claude Desktop, Cursor and Gemini CLI install the Mockzilla CLI and run API mocks from an OpenAPI spec or a single endpoint. Log in from the agent to deploy hosted mocks on mockzilla.org

Official1 source

Enables transcription of audio and video files using mocoVoice API, allowing users to start transcription jobs and retrieve results directly from Claude Desktop.

Official1 source

Enables HTML code generation from design descriptions, detailed design specification creation, and importing generated HTML into personal workspace via the Model Context Protocol.

Official1 source

Enables administering one or many Pterodactyl panels from MCP-compatible clients through a configurable gateway, including server lifecycle control, console commands, file and backup management, and broad Client, Application, and Admin API requests.

Official1 source

A GitHub-based implementation of the Model Context Protocol that enables LLMs to access and manipulate data in a Universal Object Reference (UOR) framework, providing standardized interfaces for object management with decentralized storage.

Official1 source

Enables AI agents to compose MCP tool calls into Unix-style pipelines, executing complex workflows server-side and returning only the final result.

Official1 source

Exposes runtime-local capabilities from browsers, apps, devices, and local processes to AI agents through a unified MCP bridge, enabling path-based discovery and invocation of live context.

Official1 source

Local-first MCP server for agent skills. Validate, lint, diff, and convert agent skill files across Cursor, Claude, Kiro, Windsurf, VS Code, and Amazon Q — no account required. Optional cloud sync with ModelBound.

Official1 source

What this catalog covers

Source listings
167,897
Candidate groups
168,273
Setup-eligible endpoints
30,743

Sources observed 2026-10-24–2026-11-12. Listings can overlap across sources. Groups are identity candidates; setup eligibility is not a successful connection test.

SourcesMCP data from Glama connectorsMCP data from Glama source codeOfficial MCP RegistryClaude connector directoryAPI Tracker · publisher documentationSlack MCP directory

Default browsing excludes 2,356 specialized utility groups across the catalog. They remain available through keyword search and direct links. This editorial filter does not change the indexed totals or establish publisher quality.

Categories currently cover records matched to our reviewed catalog; other listings remain Uncategorized. Source-only projects have no generated connection option. Browse reviewed official MCPs →

  • Glama connectors

    API result set; pagination may cap at approximately 1,000 connectors. Not exhaustive.

  • Glama source code

    Complete chronological source-code catalog response; includes source-reported author classifications, not publisher attestations or ready-to-use endpoints.

  • Official MCP Registry

    Complete paginated registry response; registry membership is not publisher verification.

  • Claude connector directory

    Complete public Claude directory MCP components. Source tiers, tools, icons and sign-in hints are declarations, not publisher or runtime verification.

  • API Tracker · publisher documentation

    Reviewed publisher and third-party remote, local and setup-only MCP listings. Publisher status is retained per exact connection. Discoverability does not establish connection readiness.

  • Slack MCP directory

    Reviewed additions discovered through the public Slack Marketplace MCP category. Complete discovery inventory is retained separately; membership does not prove external-client compatibility.

Listings are grouped by exact public endpoints, exact package sets, or explicit reviewed identity bindings. Shared names or repositories alone do not merge implementations. Official includes publisher evidence and accepted source author classifications. It does not mean independently verified, runtime-tested or security-certified.

Search API Tracker

Curated starting points