Enables users to translate geometric bounding boxes, flowchart node connections, and architectural sketches into clean Mermaid graphs, JSON topology matrices, and boilerplate code scaffolds through MCP.
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Candidate groups, not verified unique MCPs. How grouping works
Enables agents to ground and compare visual specifications by calculating physical dimensions and degrees of freedom from multimodal inputs.
Enables real-time voice agents and streaming audio pipelines to detect conversational turn completion, distinguishing finished speech turns from mid-sentence hesitation pauses using acoustic VAD and semantic scoring. It provides low-latency decision and telemetry output through a native MCP interface for integration with MCP-compliant clients.
Enables autonomous web form inspection and schema auto-mapping by matching input attributes, autocomplete hints, and regex validations to agent state, while also pruning DOMs and converting tables into structured JSON for web agents.
Enables autonomous agents to inspect live web pages, prune noisy DOM content down to semantic essentials, and bind each form field to agent state by matching input attributes, autocomplete hints, and regex validations. It also converts HTML/Markdown tables into type-inferred JSON records and scores agent action trajectories for precision, recall, and edit distance.
Enables agents to break high-level business objectives into dependency-ordered sub-task graphs and then directly generate the finished deliverables, such as financial spreadsheets, executive presentations, and analytical reports. It runs as a zero-dependency Python MCP server over JSON-RPC stdio, adding deterministic authorization, role-boundary validation, and telemetry.
Enables users to perform zero-dependency quantitative finance and risk analytics through MCP, including Nelson-Siegel yield curve interpolation, option Greeks, Monte Carlo simulations, VaR/CVaR, and bond duration/convexity calculations. It supports natural-language financial modeling and hedging strategy generation in MCP-compatible clients.
A single-install MCP server that provides AI agents with real-time market data, DeFi intelligence, payment rails (x402/Q402), agent identity infrastructure, and self-evolution capabilities.
Reconciles Wikidata items against OpenStreetMap features, yielding verdicts (matched, ambiguous, unmatched, error) based on existing wikidata tags, cross-lingual name agreement, and distance, with support for SPARQL selectors to define item sets.
Enables AI agents to sign Geode blockchain transactions on the user's own machine, with keys that never leave it, by independently decoding and verifying each server-prepared transaction before approving it. Refuses anything outside allowed Geode app actions or beyond the configured per-transaction, daily, and storage-deposit GEODE limits.
Enables AI assistants and MCP clients to run Google Maps geo-grid rank tracking for local SEO, producing heatmaps, competitor insights, historical trends, and scheduled measurements.
Read-only access to a self-hosted GeoLens geospatial catalog: dataset search, schemas, GeoJSON features, saved maps, and sandboxed read-only SQL over PostGIS.
Enables AI assistants to fetch public web pages as readable text or HTML, with caching, live refresh, and parallel job handling.
Enables AI assistants to search Google SERPs, track rankings across locations, run Lighthouse SEO audits, find broken internal links, analyze backlinks, and get keyword volume data through a hosted service.
Unified place search and geocoding over OpenStreetMap, Google, and your own CSV data. Provider fallback, multi-provider merge + dedup, cost budgets, and a policy engine. Works with zero API keys. Tools: search_places, get_place, geocode_address, reverse_geocode, list_geo_providers.
Enables interaction with Gerrit code review system via REST API, allowing language models to query changes, retrieve details, and manage reviews.
Enables AI clients to call a broad set of Dutch data and validation API endpoints as tools, including address, postcode, IP, DNS, IBAN/VAT, vehicle, and property lookups, with secure API-key handling and automatic tool-list updates.
Enables AI agents to query live App Store and Google Play data, including app search, revenue/download metrics, keyword difficulty, and reviews, via a hosted MCP server with API-key authentication.
Enables reading scripture from the GetBible API V2, including translations, books, chapters, and verses, with built-in cache integrity checks.
Lets MCP-compatible AI clients read your getdebug projects, findings, and proposed fixes using your existing bearer token.
Enables finding B2B leads with verified work emails, finding and verifying email addresses, and running cold email outreach from any MCP client.
Connects AI assistants to GetMonitor status pages, monitors, incidents, and maintenance schedules via read-only tools.
Enables AI agents to post tasks, manage escrow, approve work, and pay human gig workers on the GetterDone physical-task marketplace.
The official GetXAPI MCP server. Give your AI assistant direct access to the Twitter/X API - search tweets, look up users, read replies and followers, and post tweets, send DMs, manage articles, and more - through one Model Context Protocol server. Unlike read-only Twitter MCP servers, GetXAPI MCP can act: post tweets, reply, like, retweet, send DMs, and publish articles —-not just read.
What this catalog covers
- Source listings
- 167,896
- Candidate groups
- 168,272
- Setup-eligible endpoints
- 30,743
Sources observed 2026-10-24–2026-11-11. 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.