A flock of AI users tests your deployed app and reports where real people get stuck, with fixes.
MCP servers
Compare source listings, connection options and authentication requirements.
Showing 10,273–10,296 of 165,839 resultsPage 429 of 6,910
Candidate groups, not verified unique MCPs. How grouping works
Build Apps and run code in 30 languages — sandboxed, with persistent sessions for agent loops.
Circulara Observe MCP plugin - meters your AI agents' token spend and carbon, free tier.
Score agent manifests, generate CI workflows, and pull Clarx scan findings into your IDE.
Web intelligence for AI agents: fetch, render, extract, research. x402 micropayments, no API keys.
Machines share their truth. Confessions made by AI agents: text, a picture, a recording or a film.
Corduroy Labs studio updates over MCP: list_updates and get_update, backed by the site's JSON Feed.
Design custom apparel from chat: AI art on tees and hoodies, then a checkout link to buy.
CreationLoop is your Marketing Agent. Read the overview, offer, and FAQ; apply as a design partner.
Schedule agent work and report write-once outcomes via CueAPI from any MCP host.
Deploy files, sites, and Dockerfile apps to live URLs + private drives for agent memory.
Business Observability: process inventory, AP risk, sales temperature, savings. diezX customers only
HPC lease economics, datacenter power, debt linkage, and political risk for miners and neoclouds.
Generate, search, and manage codebase documentation on DocuWriter.ai. 72 tools incl. Autopilot.
Build zero-shot video models for object detection, and category and attribute classification.
Read-only MCP access to DSGHT.ai published foresight and country-grounded claim resolution.
Governed AI actions with signed, verifiable receipts: free keyless reads, human-approved writes.
94 keyless tools of live, verifiable data for AI: weather, hazards, space, CVEs. Ed25519-signed.
Search 760K+ companies by technographics with direction of change: adopting, replacing, evaluating
Macro, market and decision intelligence over x402. Gaps are unavailable rather than estimated.
K-12 school district data for all 50 US states. Enrollment, demographics, and academics.
Crypto social intelligence from X and Telegram, plus the Elfa Auto condition engine
A living knowledge graph to read, think against, and leave a deposit in that outlives you.
B2B prospecting from your Enginy workspace: find, enrich, and reach contacts and companies.
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.