"Glitch" matching MCP servers:

Checks a repository's own guardrails and fails any that are present but have stopped refusing anything. Three read-only tools: installation status, per-step verification that issues a receipt, and a tail of the append-only ledger recording every question and answer.

Biometric authorization for AI agent actions via Face ID on iPhone, enabling secure approval of sensitive actions and credential-safe API calls through vault execution.

An MCP server providing secure calculation, knowledge base search, and text statistics tools, along with resources and prompts for enterprise agent integration.

AI payment guardrails for Python & MCP: spend-capped agent identity (KYA), dry-run/budget/approval gates, prompt-injection defense, encrypted secret vault.

Enables AI assistants to query, analyze, and resolve errors within the GlitchTip error tracking platform by providing access to issue details and stacktraces. It allows users to list unresolved issues and mark them as fixed using natural language commands.

A unified Open Source Intelligence toolkit that integrates data sources like Censys, Shodan, and LinkedIn for comprehensive infrastructure and identity research. It enables users to perform automated email verification, vulnerability scanning, and person or company enrichment directly through Claude.

opensearch-mcp-server-py is a Model Context Protocol (MCP) server for OpenSearch that enables AI assistants to interact with OpenSearch clusters. It provides a standardized interface for AI models to perform operations like searching indices, retrieving mappings, and managing shards through both stdio and streaming (SSE/Streamable HTTP) protocols.

Enables sellers to read Turkish marketplace order, return, stock, review, and price data, detect SLA breaches, stock and price traps, and unanswered reviews, and generate a prioritized daily Turkish action report. It is read-only by design and never changes seller accounts.

An MCP server providing full control over KiCad 10, enabling PCB editing, schematic editing, design data, and production output via natural language.

Enables Claude Desktop to act as a planning agent while delegating coding tasks to OpenCode CLI, returning execution status, file diffs, and output, with support for continuing sessions and opening workspaces in IDEs.

Automates SEO report generation from Google Drive data via Claude Desktop, supporting multiple data types and exporting reports in DOCX, HTML, PPTX, and PNG formats.

Enables LLM agents to perform web search, scraping, and summarization outside their context window, receiving compact cited briefs via MCP while full pages are cached and viewable in a local web UI.

Enables Claude Code or Cursor to reproduce issues, run sealed acceptance tests, verify claimed fixes, and retrieve fix tasks locally over stdio without writing into the user's repository.

Enables users to import, tag, search, and retrieve custom stickers by context through MCP, with optional vision model tagging and backup/restore, all local-first and portable.

MCP server for QC 4.1 Light, enabling analysis of sales-call transcripts to produce structured diagnostic reports with evidence-based quotes, breakpoints, and speakable corrections.

CCR gives MCP-capable AI agents persistent project memory, strategy playbooks, and a sandboxed Python REPL.

Enables AI agents to control a user's existing Chrome browser with preserved logins, performing tab management, element interaction, script execution, and screenshots, all locally via a Chrome extension and Python bridge.

Provides AI companion agents a local-first, append-first long-term memory backend with layered memory, hybrid recall, review-based updates, and a continuity sub-brain, exposed via REST and MCP interfaces.

A production-ready agent system that automatically discovers and uses tools from MCP servers using LangGraph's ReAct architecture and LLM-powered routing.

Enables querying Chilean Primer Tribunal Ambiental court cases, case files, daily status updates, and documents through natural language, with tools for searching causes, viewing case details, accessing expedientes, reading PDF documents, and checking the daily docket.