Enables analysis of AI agent traces to detect and fix failures using heuristic detectors, with no LLM calls required.
MCP servers
Compare source listings, connection options and authentication requirements.
Showing 6,145–6,168 of 165,839 resultsPage 257 of 6,910
Candidate groups, not verified unique MCPs. How grouping works
Lets AI agents validate orders against configured pre-trade risk limits and obtain signed approvals through MCP tools, with mutating operations off until explicitly enabled.
Description: Classify AI/API execution failures. * Returns WAIT, CAP, or STOP with * corpus-grounded precedent from 63 * confirmed production failures.
Enables AI assistants to manage Piwik PRO Analytics resources including apps, tags, triggers, variables, audiences, and tracker settings through natural language commands. Supports comprehensive analytics configuration and tag management operations.
Enables MCP clients to use Pixapi's AI image and video generation tools, including checking pricing and balance, starting asynchronous generation tasks, and retrieving results.
Unified MCP server for generating and editing images across multiple AI models (Nano Banana, Gemini, GPT Image) with a single prepaid API key, offering tools for image generation, editing, model listing, and balance checking.
Brings Pixso design context into AI coding workflows, enabling AI assistants to understand design layers, component variants, variables, and local styles for design-to-code tasks.
Enables video generation from text, images, and more through MCP-compatible apps like Claude and Cursor.
Enables AI agents to browse pizza menus, place orders, and track order status via the Model Context Protocol.
A Model Context Protocol server that allows AI to run any Open Source tool via pkgx, enabling Claude to execute commands while maintaining read-only access to the filesystem.
A local MCP server for AI-assisted PKI and ASN.1 workflows, providing tools for certificate parsing, key management, and PKCS#12 processing.
Plagiarism Checker AI - MCP server providing AI-powered tools and automation by MEOK AI Labs
Enables real-time China-to-USA freight quotes with all-in delivered-duty-paid pricing for small shipments, without requiring an API key or signup.
Provides tools for retrieving analytics reports and metrics from PlainSignal through the Model Context Protocol (MCP).
A Model Context Protocol server that enables AI interfaces to seamlessly interact with Plane's project management system, allowing management of projects, issues, states, and other work items through a standardized API.
Enables AI agents to interact with the Planet API for satellite imagery ordering, subscriptions, and data management through natural language.
Provides tools for interacting with PlanetScale databases via the Model Context Protocol, enabling database operations through natural language or API calls.
Converts a plain-english goal into a structured plan document: Gantt chart, risk, stakeholders, SWOT, and role descriptions. A detailed first draft - expect to verify budgets and timelines before use.
Enables AI assistants to analyze farm locations, retrieve soil and weather data, access commodity market prices, and chat with an agricultural advisor for farming recommendations.
Enables AI assistants to schedule posts, manage comments and messages, and access analytics across eleven social networks via the PlanVortex API.
Enables orchestration of autonomous coding agents (Claude Code, Cursor, etc.) through an objective-native planning board with hash-chained audit trail. Humans define outcomes, agents claim and execute tasks via MCP.
Enables AI coding agents and humans to collaborate on local, evidence-driven planning by exposing MCP tools for plan listing and binding, workflow catalog/run operations, and task tracking with human-reviewed decisions.
Agent-native headless browser for AI agents. Converts web pages to a Semantic Object Model (SOM) instead of raw HTML — 17x average token reduction across real-world sites (up to 117x on complex pages). Native MCP server with fetch_page, extract_text, extract_links, and full browser automation. No API key required.
Lightweight project management for teams and AI agents.
What this catalog covers
- Source listings
- 167,775
- Candidate groups
- 168,195
- Setup-eligible endpoints
- 30,727
Sources observed 2026-10-24–2026-11-04. 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
Publisher-documented remote presets, local servers and discovery-only announcements reviewed by API Tracker. 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.