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ac.inference.sh/mcp
ac.inference.sh
inference.sh
run any ai model. compose agents, stack knowledge, connect tools. one api, pay per run.
2.0.1
active
true
2026-07-27T10:44:51.359634Z
2026-07-27T10:44:51.359634Z
[]
[]
[]
[ "streamable-http" ]
[ "https://api.inference.sh/mcp" ]
true
false
0
false
ac.snag/snag
ac.snag
Gives your coding agent the captured console, network, replay and screenshot evidence for a bug.
1.0.0
active
true
2026-09-09T10:35:53.194664Z
2026-09-09T10:35:53.194664Z
[]
[]
[]
[ "streamable-http" ]
[ "https://mcp.snag.ac/mcp" ]
true
false
0
false
ac.tandem/docs-mcp
ac.tandem
Remote MCP server for Tandem docs, install guides, SDKs, workflows, and agent setup help.
0.3.2
active
true
2026-04-22T21:06:34.500049Z
2026-04-22T21:06:34.500049Z
https://tandem.ac/docs-mcp
https://github.com/frumu-ai/tandem
github
[]
[]
[]
[ "streamable-http" ]
[ "https://tandem.ac/mcp" ]
true
false
0
false
ad.inside/inside-ads
ad.inside
Inside Ads
Telegram ad exchange: estimate reach and cost with no account, then create and run campaigns.
1.0.0
active
true
2026-08-18T20:55:46.452926Z
2026-08-18T20:55:46.452926Z
https://inside.ad
[]
[]
[]
[ "streamable-http" ]
[ "https://app.inside.ad/api/mcp" ]
true
false
0
false
ae.propick/propick
ae.propick
Propick Integration MCP
Manage your real-estate stock on Propick (Dubai): bulk listing sync, lookups and run reports.
1.0.0
active
true
2026-08-25T11:16:56.879334Z
2026-08-25T11:16:56.879334Z
https://propick.ae
[]
[]
[]
[ "streamable-http" ]
[ "https://propick.ae/mcp" ]
true
false
0
true
ag.hood/name-service
ag.hood
hood. — .hood name service
Resolve .hood names on Robinhood Chain — forward/reverse, text records, availability & pricing.
0.1.0
active
true
2026-07-10T04:58:06.628668Z
2026-07-10T04:58:06.628668Z
https://www.hood.ag/docs
[]
[]
[]
[ "streamable-http" ]
[ "https://www.hood.ag/api/mcp" ]
true
false
0
false
agency.goji/goji
agency.goji
Answers on AEO, SEO, web and brand from GOJI's published material. Melbourne, Australia.
1.0.1
active
true
2026-08-13T13:12:26.047978Z
2026-08-13T13:12:26.047978Z
https://goji.agency
https://github.com/goji-agency/goji-mcp
github
[]
[]
[]
[ "streamable-http" ]
[ "https://mcp.goji.agency/mcp" ]
true
false
0
false
agency.kesey/pretrip
agency.kesey
Pre-Trip compliance scanner
Screen regulated-health marketing copy against source-cited rulesets, all 50 states.
1.0.1
active
true
2026-07-26T18:03:21.463557Z
2026-07-26T18:03:21.463557Z
https://scan.kesey.agency/developers/
[ "npm" ]
[ "pretrip-mcp" ]
[ "stdio" ]
[]
[]
false
true
0
false
agency.lona/trading
agency.lona
AI-powered trading strategy development: backtesting, market data, and portfolio analysis
2.0.0
active
true
2026-02-24T00:07:27.525636Z
2026-02-24T00:07:27.525636Z
https://lona.agency
https://github.com/mindsightventures/lona
github
[]
[]
[]
[ "streamable-http" ]
[ "https://mcp.lona.agency/mcp" ]
true
false
0
false
agency.ottobot/business-contact-finder
agency.ottobot
Business Contact Finder
Check how to contact a business website, and whether that contact path actually works.
0.2.0
active
true
2026-09-07T21:23:32.359958Z
2026-09-07T21:23:32.359958Z
https://github.com/modelcontextprotocol/registry
github
[]
[]
[]
[ "streamable-http" ]
[ "https://business-contact-finder-mcp.ottobot2025.workers.dev/mcp" ]
true
false
0
false
agency.ottobot/contractor-license-changes
agency.ottobot
Contractor Licence Changes
Did this contractor's licence change? Observed lapses and reinstatements, not a snapshot.
0.1.3
active
true
2026-09-07T23:30:00.319394Z
2026-09-07T23:30:00.319394Z
https://github.com/modelcontextprotocol/registry
github
[]
[]
[]
[ "streamable-http" ]
[ "https://license-changes-mcp.ottobot2025.workers.dev/mcp" ]
true
false
0
false
agency.thebureauoflostcontext/bureau-public
agency.thebureauoflostcontext
Bureau public reader
Bureau-operated public read-only MCP service for public Context Packets and Cases.
3.0.0
active
true
2026-09-13T05:48:39.780486Z
2026-09-13T05:48:39.780486Z
https://thebureauoflostcontext.agency
[]
[]
[]
[ "streamable-http" ]
[ "https://thebureauoflostcontext.agency/mcp" ]
true
false
0
false
ai.1325/mcp
ai.1325
1325.AI
Verified directory of 47,000+ Black-owned U.S. businesses. Search, profiles, maps, rewards.
0.1.3
active
true
2026-09-16T01:24:05.807612Z
2026-09-16T01:24:05.807612Z
https://1325.ai
https://github.com/1325ai/1325ai
github
[]
[]
[]
[ "streamable-http" ]
[ "https://agoclnqfyinwjxdmjnns.supabase.co/functions/v1/mcp" ]
true
false
0
false
ai.aard/aard
ai.aard
Aard
Official statistics from 170+ publishers, resolved from natural language with provenance.
0.1.0
active
true
2026-09-15T02:38:30.780577Z
2026-09-15T02:38:30.780577Z
https://aard.ai/mcp
[]
[]
[]
[ "streamable-http" ]
[ "https://api.aard.ai/mcp" ]
true
false
0
false
ai.aarna/atars-mcp
ai.aarna
aTars MCP
Crypto market signals, technical indicators, and sentiment analysis for AI agents.
0.1.0
active
true
2026-03-10T11:09:59.15927Z
2026-03-10T11:09:59.15927Z
https://mcp.aarna.ai/mcp
[]
[]
[]
[ "streamable-http" ]
[ "https://mcp.aarna.ai/mcp" ]
true
false
0
false
ai.abmeter/abmeter
ai.abmeter
ABMeter
Run A/B experiments through your AI assistant. SDKs for Ruby, Python, JS, Node, React Native, Go.
0.2.0
active
true
2026-08-30T00:28:05.727498Z
2026-08-30T00:28:05.727498Z
https://abmeter.ai
https://github.com/abmeter/abmeter
github
[]
[]
[]
[ "streamable-http" ]
[ "https://mcp.abmeter.ai" ]
true
false
0
false
ai.actwise/ideation
ai.actwise
Actwise Ideation helps founders benchmark startup and product ideas before they build.
1.0.0
active
true
2026-08-14T04:14:24.243152Z
2026-08-14T04:14:24.243152Z
https://actwise.ai/home/ideation
[]
[]
[]
[ "streamable-http" ]
[ "https://actwise.ai/ideation/mcp/v1" ]
true
false
0
false
ai.adadvisor/mcp-server
ai.adadvisor
AdAdvisor MCP Server
Query Meta Ads performance data — accounts, campaigns, ad sets, ads, metrics & settings.
1.0.1
active
true
2026-02-28T13:09:52.236521Z
2026-02-28T13:09:52.236521Z
https://www.adadvisor.ai/docs/user-guide/getting-started-with-mcp?utm_source=mcp-registry
[]
[]
[]
[ "streamable-http" ]
[ "https://api.adadvisor.ai/mcp" ]
true
false
0
true
ai.adako/ads
ai.adako
Adako: ad ops for AI assistants
Google, Meta, ChatGPT, TikTok and LinkedIn Ads for AI assistants. Every change needs your approval.
0.3.1
active
true
2026-09-19T18:18:12.505174Z
2026-09-19T18:18:12.505174Z
https://adako.ai/docs
https://github.com/ruslan2027/adako-mcp
github
[]
[]
[]
[ "streamable-http" ]
[ "https://adako.ai/mcp" ]
true
false
0
false
ai.adeu/adeu
ai.adeu
Automated DOCX Redlining Engine
1.7.1
active
true
2026-05-16T13:54:48.18266Z
2026-05-16T13:54:48.18266Z
https://github.com/dealfluence/adeu
github
[ "npm" ]
[ "@adeu/mcp-server" ]
[ "stdio" ]
[]
[]
false
true
0
false
ai.adoraads/beauty
ai.adoraads
AI-native beauty ads, sponsored product discovery, and brand recommendations.
1.0.1
active
true
2026-08-08T17:50:25.566057Z
2026-08-08T17:50:25.566057Z
https://github.com/DIGIBIZ360-COM/adoraads
github
[]
[]
[]
[ "streamable-http" ]
[ "https://mcp.adoraads.ai/beauty" ]
true
false
0
false
ai.adplane/google-ads
ai.adplane
Google Ads reporting and campaign management. Everything it creates starts paused.
1.29.1
active
true
2026-08-08T18:01:15.320148Z
2026-08-08T18:01:15.320148Z
https://adplane.ai
[]
[]
[]
[ "streamable-http" ]
[ "https://mcp.adplane.ai" ]
true
false
0
false
ai.adramp/google-ads
ai.adramp
Google Ads MCP server — manage campaigns, keywords, and metrics.
1.0.3
active
true
2026-03-20T11:16:36.853329Z
2026-03-20T11:16:36.853329Z
https://adramp.ai
[]
[]
[]
[ "streamable-http" ]
[ "https://mcp.adramp.ai" ]
true
false
0
false
ai.adsap/adsap
ai.adsap
Adsap
Launch and manage Meta and Google Ads from your AI assistant. You approve every change first.
0.73.0
active
true
2026-09-19T12:13:27.871767Z
2026-09-19T12:13:27.871767Z
https://adsap.ai
[]
[]
[]
[ "streamable-http" ]
[ "https://mcp.adsap.ai/mcp" ]
true
false
0
false
ai.adside/adside
ai.adside
AI agents that manage paid ads on Meta, LinkedIn, and Google Ads from any MCP client.
1.0.0
active
true
2026-07-16T19:48:48.148514Z
2026-07-16T19:48:48.148514Z
https://www.adside.ai
[]
[]
[]
[ "streamable-http" ]
[ "https://api.adside.ai/mcp" ]
true
false
0
true
ai.adtest/adtest-mcp
ai.adtest
AI-only ad scoring for Claude: score image, video or text ads on 13 dimensions before you spend.
1.1.0
active
true
2026-09-01T21:42:48.138341Z
2026-09-01T21:42:48.138341Z
https://adtest.ai/
https://github.com/menaker/adtest-mcp
github
[ "npm" ]
[ "adtest-mcp" ]
[ "stdio" ]
[]
[]
false
true
3
true
ai.advisorsai/service-navigator
ai.advisorsai
Advisors AI — Route a Store Need to a Service
Describe a store's problem: get the matching service, its fixed price, and a request link.
1.1.0
active
true
2026-09-06T19:06:20.036379Z
2026-09-06T19:06:20.036379Z
https://advisorsai.ai
[]
[]
[]
[ "streamable-http" ]
[ "https://advisorsai.ai/mcp" ]
true
false
0
false
ai.advisorsai/store-readiness
ai.advisorsai
One-Page Readiness Check — 10 Signals, Arabic or English
Ten machine-readable signals on one public page: the top miss if any, and a receipt we re-verify.
1.0.6
active
true
2026-08-28T13:28:25.814078Z
2026-08-28T13:28:25.814078Z
https://advisorsai.ai/
[]
[]
[]
[ "streamable-http" ]
[ "https://advisorsai.ai/store-readiness-mcp" ]
true
false
0
false
ai.adweave/meta-ads-mcp
ai.adweave
AdWeave — Meta Ads MCP Server
Meta Ads MCP server with 47 tools for campaigns, creatives, audiences, and insights.
1.0.0
active
true
2026-04-10T16:46:57.731179Z
2026-04-10T16:46:57.731179Z
[]
[]
[]
[ "streamable-http" ]
[ "https://mcp.adweave.ai/meta-ads-mcp" ]
true
false
0
true
ai.aetherwealth/mcp
ai.aetherwealth
Aether Wealth
Aether Wealth MCP for AI assistants: trades, alerts, market data, macro calendar & indicators.
0.2.17
active
true
2026-09-20T16:33:06.187417Z
2026-09-20T16:33:06.187417Z
https://aetherwealth.ai/mcp
[ "npm" ]
[ "@aetherwealth/mcp" ]
[ "stdio" ]
[]
[]
false
true
0
false
ai.aeviamodeler/aevia
ai.aeviamodeler
Aevia
AI-powered life cycle assessment and modelling: connect to LCA databases, build and analyze systems
1.0.0
active
true
2026-09-15T15:36:29.139616Z
2026-09-15T15:36:29.139616Z
https://aeviamodeler.ai/mcp?src=mcp-registry
[]
[]
[]
[ "streamable-http" ]
[ "https://app.aeviamodeler.ai/api/v1/connector/mcp" ]
true
false
0
false
ai.afmr/discovery
ai.afmr
AFMR Discovery
Read AFMR failure modes and discover scoped attestation and lift-evidence contracts.
1.0.1
active
true
2026-08-22T16:29:05.632026Z
2026-08-22T16:29:05.632026Z
https://afmr.ai/
[]
[]
[]
[ "streamable-http" ]
[ "https://afmr.ai/mcp", "https://afmr.ai/api/rpc" ]
true
false
0
false
ai.agentberg/agentberg
ai.agentberg
Agent-to-agent trading intelligence exchange. Publish findings, vote on quality, earn reputation.
0.2.0
active
true
2026-06-18T01:49:38.050173Z
2026-06-18T01:49:38.050173Z
https://github.com/Agentberg/agentberg
github
[]
[]
[]
[ "streamable-http" ]
[ "https://agentberg.ai/mcp" ]
true
false
0
false
ai.agentdm/agentdm
ai.agentdm
AgentDM: Agent to Agent Communication Platform
Agent communication platform for agent to agent messaging via MCP. Messages, channels, skills.
2.0.0
active
true
2026-05-10T02:12:16.907792Z
2026-05-10T02:12:16.907792Z
https://agentdm.ai
https://github.com/agentdmai/agentdm
github
[]
[]
[]
[ "streamable-http" ]
[ "https://api.agentdm.ai/mcp/v1/grid" ]
true
false
0
true
ai.agentgates/mcp
ai.agentgates
Confidential compute and inference sold to agents over x402 USDC, plus an agent wallet over MCP.
1.0.0
active
true
2026-08-25T05:32:02.617195Z
2026-08-25T05:32:02.617195Z
https://agentgates.ai
[]
[]
[]
[ "streamable-http" ]
[ "https://agentgates.ai/mcp" ]
true
false
0
false
ai.agentic-news/mcp
ai.agentic-news
Agentic News
AI-powered news intelligence — 21 tools for personalized monitoring, briefings, and semantic search
1.0.0
active
true
2026-04-06T18:34:53.583541Z
2026-04-06T18:34:53.583541Z
https://agentic-news.ai/mcp
https://github.com/u00dxk2/agentic-news
github
[]
[]
[]
[ "streamable-http" ]
[ "https://api.agentic-news.ai/mcp" ]
true
false
0
false
ai.agenticaffiliate/affiliate-networks-mcp
ai.agenticaffiliate
Affiliate Networks MCP
Affiliate network reporting in your AI client. Bring your own keys. Most adapters experimental.
0.19.0
active
true
2026-07-29T07:26:14.414867Z
2026-07-29T07:26:14.414867Z
https://agenticaffiliate.ai
https://github.com/bobberrisford/affiliatemcp
github
[ "npm" ]
[ "affiliate-networks-mcp" ]
[ "stdio" ]
[ "streamable-http" ]
[ "https://mcp.agenticaffiliate.ai/mcp" ]
true
true
0
false
ai.agenticbooks/books
ai.agenticbooks
AgenticBooks
Startup books from live bank and billing feeds: P&L, balances, approvals, period close.
0.1.0
active
true
2026-09-20T15:34:07.095403Z
2026-09-20T15:34:07.095403Z
https://www.agenticbooks.ai
https://github.com/AgenticBooks/agenticbooks
github
[]
[]
[]
[ "streamable-http" ]
[ "https://mcp.agenticbooks.ai/mcp" ]
true
false
0
false
ai.agenticfabricationnetwork/ufp
ai.agenticfabricationnetwork
Agentic Fabrication Network (AFN)
Turn designs into shipped parts: quote 3D printing, CNC, and decals, then check out.
0.1.1
active
true
2026-08-07T18:18:36.945995Z
2026-08-07T18:18:36.945995Z
[]
[]
[]
[ "streamable-http" ]
[ "https://agenticfabricationnetwork.ai/mcp" ]
true
false
0
false
ai.agenticshelf/graffeo
ai.agenticshelf
Graffeo Coffee Roasting
Live MCP catalog for Graffeo Coffee Roasting - Simply the World's Finest Coffee since 1935.
1.0.2
active
true
2026-05-14T20:40:06.442182Z
2026-05-14T20:40:06.442182Z
https://www.graffeo.com
[]
[]
[]
[ "streamable-http" ]
[ "https://api.agenticshelf.ai/m/graffeo/mcp" ]
true
false
0
false
ai.agenticshelf/mcp
ai.agenticshelf
Agentic Shelf
Hosted MCP for e-commerce: live product catalog, stock, and pricing for AI agents.
1.0.0
active
true
2026-05-06T16:24:16.952518Z
2026-05-06T16:24:16.952518Z
https://www.agenticshelf.ai
https://github.com/vboykoCTO/agentic-shelf
github
[]
[]
[]
[ "streamable-http" ]
[ "https://api.agenticshelf.ai/mcp" ]
true
false
0
false
ai.agenticshelf/puroair
ai.agenticshelf
PuroAir
Breathe with Confidence. Live MCP catalog for PuroAir HEPA air purifiers - stock, pricing, details.
1.0.1
active
true
2026-07-02T16:47:32.556297Z
2026-07-02T16:47:32.556297Z
https://getpuroair.com
[]
[]
[]
[ "streamable-http" ]
[ "https://api.agenticshelf.ai/m/puroair/mcp" ]
true
false
0
false
ai.agenticterminal/directory
ai.agenticterminal
Agentic Terminal Directory
Verified merchants accepting agentic payments on Lightning/L402/BOLT12/USDT — search, verify, pay.
1.0.0
active
true
2026-05-19T15:17:01.794422Z
2026-05-19T15:17:01.794422Z
https://agenticterminal.ai
https://github.com/observer-protocol/at-directory
github
[]
[]
[]
[ "streamable-http" ]
[ "https://mcp.agenticterminal.ai/mcp" ]
true
false
0
false
ai.agentlookups/counterscript
ai.agentlookups
CounterScript - Drug Price Benchmarks
Free US drug-price benchmarks from federal data (CMS NADAC): a benchmark, not a price anyone owes.
1.0.1
active
true
2026-08-26T18:02:49.773179Z
2026-08-26T18:02:49.773179Z
https://rx.agentlookups.ai
[]
[]
[]
[ "streamable-http" ]
[ "https://rx.agentlookups.ai/mcp" ]
true
false
0
false
ai.agentlookups/greenlight
ai.agentlookups
GreenLight - Plug-in Solar Law Registry
US plug-in solar (balcony solar) law registry with a daily UL 3700 certification watch.
1.0.0
active
true
2026-08-26T18:02:50.186676Z
2026-08-26T18:02:50.186676Z
https://solar.agentlookups.ai
[]
[]
[]
[ "streamable-http" ]
[ "https://solar.agentlookups.ai/mcp" ]
true
false
0
false
ai.agentlookups/groundtruth
ai.agentlookups
GroundTruth - Environmental Records
Federal environmental records near any US location, with dates and provenance; never a safety score.
1.0.1
active
true
2026-08-26T18:02:49.994915Z
2026-08-26T18:02:49.994915Z
https://env.agentlookups.ai
[]
[]
[]
[ "streamable-http" ]
[ "https://env.agentlookups.ai/mcp" ]
true
false
0
false
ai.agentlookups/overassessed
ai.agentlookups
Maryland property-assessment fairness checks vs similar homes, with appeal windows and links.
1.0.0
active
true
2026-08-05T01:26:05.596901Z
2026-08-05T01:26:05.596901Z
[]
[]
[]
[ "streamable-http" ]
[ "https://overassessed.agentlookups.ai/mcp" ]
true
false
0
false
ai.agentlookups/plumbline
ai.agentlookups
Plumbline - Contractor License Checks
Free contractor-license checks from official state records; a no-match never proves unlicensed.
1.0.1
active
true
2026-08-26T18:02:49.501969Z
2026-08-26T18:02:49.501969Z
https://contractors.agentlookups.ai
[]
[]
[]
[ "streamable-http" ]
[ "https://contractors.agentlookups.ai/mcp" ]
true
false
0
false
ai.agentmesh/mesh
ai.agentmesh
AgentMesh
Be an agent on the AgentMesh network: find agents, hire them, be hired, and read your mesh inbox.
1.0.0
active
true
2026-08-23T19:33:28.656602Z
2026-08-23T19:33:28.656602Z
https://agentmesh.ai
[]
[]
[]
[ "streamable-http" ]
[ "https://api.agentmesh.ai/v1/mcp" ]
true
false
0
true
ai.agentplaybooks/agentplaybooks
ai.agentplaybooks
AgentPlaybooks
Manage portable AI agent playbooks, Agent Skills, MCP configurations, personas, and memory.
1.0.0
deprecated
true
2026-08-01T20:24:13.359787Z
2026-08-01T20:44:36.793656Z
https://agentplaybooks.ai
https://github.com/matebenyovszky/agentplaybooks
github
[]
[]
[]
[ "streamable-http" ]
[ "https://agentplaybooks.ai/api/mcp/manage" ]
true
false
0
true
ai.agentrapay/agentra
ai.agentrapay
Identity oracle and trust layer for autonomous AI agents. Bidirectional KYA and trust scoring.
1.0.0
active
true
2026-03-22T18:16:07.628131Z
2026-03-22T18:16:07.628131Z
[]
[]
[]
[ "sse" ]
[ "https://api.agentrapay.ai/mcp" ]
true
false
0
false
ai.agentroam/agentroam
ai.agentroam
AgentRoam
Buy travel eSIMs, gift cards and mobile top-ups with crypto — user confirms before any order.
1.0.0
active
true
2026-08-22T05:50:30.033913Z
2026-08-22T05:50:30.033913Z
https://agentroam.ai
https://github.com/adiny/nomad-crypto-travel
github
[]
[]
[]
[ "streamable-http" ]
[ "https://agentroam.ai/api/mcp" ]
true
false
0
false
ai.agenttrust/mcp-server
ai.agenttrust
AgentTrust — Identity & Trust for A2A Agents
Identity, trust, and A2A orchestration for autonomous AI agents. Official A2A partner.
1.1.1
active
true
2026-03-06T11:23:10.721165Z
2026-03-06T11:23:10.721165Z
https://agenttrust.ai
https://github.com/agenttrust/mcp-server
github
[ "npm" ]
[ "@agenttrust/mcp-server" ]
[ "stdio" ]
[]
[]
false
true
1
true
ai.agentutility/mcp-agentops
ai.agentutility
AgentUtility Agentops
MCP server for the @agentutility agentops cluster — pay-per-call x402 tools, no API keys, USDC on…
0.1.1
active
true
2026-07-14T21:10:14.904919Z
2026-07-14T21:10:14.904919Z
https://mcp.agentutility.ai/agentops/
https://github.com/rooz21/x402
github
[ "npm" ]
[ "@agentutility/mcp-agentops" ]
[ "stdio" ]
[]
[]
false
true
0
false
ai.agentutility/mcp-bestiary
ai.agentutility
AgentUtility Bestiary
MCP server for the @agentutility bestiary cluster — pay-per-call x402 tools, no API keys, USDC on…
0.1.3
active
true
2026-07-14T21:10:15.433564Z
2026-07-14T21:10:15.433564Z
https://mcp.agentutility.ai/bestiary/
https://github.com/rooz21/x402
github
[ "npm" ]
[ "@agentutility/mcp-bestiary" ]
[ "stdio" ]
[]
[]
false
true
0
false
ai.agentutility/mcp-browser-workflow
ai.agentutility
AgentUtility Browser Workflow
MCP server for the @agentutility browser-workflow cluster — pay-per-call x402 tools, no API keys…
0.1.1
active
true
2026-07-14T21:10:15.897391Z
2026-07-14T21:10:15.897391Z
https://mcp.agentutility.ai/browser-workflow/
https://github.com/rooz21/x402
github
[ "npm" ]
[ "@agentutility/mcp-browser-workflow" ]
[ "stdio" ]
[]
[]
false
true
0
false
ai.agentutility/mcp-compose
ai.agentutility
AgentUtility Compose
MCP server for the @agentutility compose cluster — pay-per-call x402 tools, no API keys, USDC on…
0.13.0
active
true
2026-07-14T21:10:16.321193Z
2026-07-14T21:10:16.321193Z
https://mcp.agentutility.ai/compose/
https://github.com/rooz21/x402
github
[ "npm" ]
[ "@agentutility/mcp-compose" ]
[ "stdio" ]
[]
[]
false
true
0
false
ai.agentutility/mcp-edge-finance
ai.agentutility
AgentUtility Edge Finance
MCP server for the @agentutility edge-finance cluster — pay-per-call x402 tools, no API keys, USDC…
0.18.8
active
true
2026-07-14T21:10:17.095531Z
2026-07-14T21:10:17.095531Z
https://mcp.agentutility.ai/edge-finance/
https://github.com/rooz21/x402
github
[ "npm" ]
[ "@agentutility/mcp-edge-finance" ]
[ "stdio" ]
[]
[]
false
true
0
false
ai.agentutility/mcp-edge-market
ai.agentutility
AgentUtility Edge Market
MCP server for the @agentutility edge-market cluster — pay-per-call x402 tools, no API keys, USDC…
0.15.6
active
true
2026-07-14T21:10:17.497855Z
2026-07-14T21:10:17.497855Z
https://mcp.agentutility.ai/edge-market/
https://github.com/rooz21/x402
github
[ "npm" ]
[ "@agentutility/mcp-edge-market" ]
[ "stdio" ]
[]
[]
false
true
0
false
ai.agentutility/mcp-locale
ai.agentutility
AgentUtility Locale
MCP server for the @agentutility locale cluster — pay-per-call x402 tools, no API keys, USDC on…
0.8.7
active
true
2026-07-14T21:10:17.9033Z
2026-07-14T21:10:17.9033Z
https://mcp.agentutility.ai/locale/
https://github.com/rooz21/x402
github
[ "npm" ]
[ "@agentutility/mcp-locale" ]
[ "stdio" ]
[]
[]
false
true
0
false
ai.agentutility/mcp-matchpoint
ai.agentutility
AgentUtility Matchpoint
MCP server for the @agentutility matchpoint cluster — pay-per-call x402 tools, no API keys, USDC…
0.1.4
active
true
2026-07-14T21:10:18.280353Z
2026-07-14T21:10:18.280353Z
https://mcp.agentutility.ai/matchpoint/
https://github.com/rooz21/x402
github
[ "npm" ]
[ "@agentutility/mcp-matchpoint" ]
[ "stdio" ]
[]
[]
false
true
0
false
ai.agentutility/mcp-mediakit
ai.agentutility
AgentUtility Mediakit
MCP server for the @agentutility mediakit cluster — pay-per-call x402 tools, no API keys, USDC on…
0.11.9
active
true
2026-07-14T21:10:18.653557Z
2026-07-14T21:10:18.653557Z
https://mcp.agentutility.ai/mediakit/
https://github.com/rooz21/x402
github
[ "npm" ]
[ "@agentutility/mcp-mediakit" ]
[ "stdio" ]
[]
[]
false
true
0
false
ai.agentutility/mcp-model-router
ai.agentutility
AgentUtility Model Router
MCP server for the @agentutility model-router cluster — pay-per-call x402 tools, no API keys, USDC…
0.1.1
active
true
2026-07-14T21:10:19.082426Z
2026-07-14T21:10:19.082426Z
https://mcp.agentutility.ai/model-router/
https://github.com/rooz21/x402
github
[ "npm" ]
[ "@agentutility/mcp-model-router" ]
[ "stdio" ]
[]
[]
false
true
0
false
ai.agentutility/mcp-prooflayer
ai.agentutility
AgentUtility Prooflayer
MCP server for the @agentutility prooflayer cluster — pay-per-call x402 tools, no API keys, USDC…
0.2.4
active
true
2026-07-14T21:10:19.560994Z
2026-07-14T21:10:19.560994Z
https://mcp.agentutility.ai/prooflayer/
https://github.com/rooz21/x402
github
[ "npm" ]
[ "@agentutility/mcp-prooflayer" ]
[ "stdio" ]
[]
[]
false
true
0
false
ai.agentutility/mcp-retail
ai.agentutility
AgentUtility Retail
MCP server for the @agentutility retail cluster — pay-per-call x402 tools, no API keys, USDC on…
0.2.1
active
true
2026-07-14T21:10:19.946363Z
2026-07-14T21:10:19.946363Z
https://mcp.agentutility.ai/retail/
https://github.com/rooz21/x402
github
[ "npm" ]
[ "@agentutility/mcp-retail" ]
[ "stdio" ]
[]
[]
false
true
0
false
ai.agentutility/mcp-rollforge
ai.agentutility
AgentUtility Rollforge
MCP server for the @agentutility rollforge cluster — pay-per-call x402 tools, no API keys, USDC on…
0.1.5
active
true
2026-07-14T21:10:20.41779Z
2026-07-14T21:10:20.41779Z
https://mcp.agentutility.ai/rollforge/
https://github.com/rooz21/x402
github
[ "npm" ]
[ "@agentutility/mcp-rollforge" ]
[ "stdio" ]
[]
[]
false
true
0
false
ai.agentutility/mcp-statline
ai.agentutility
AgentUtility Statline
MCP server for the @agentutility statline cluster — pay-per-call x402 tools, no API keys, USDC on…
0.1.3
active
true
2026-07-14T21:10:20.828032Z
2026-07-14T21:10:20.828032Z
https://mcp.agentutility.ai/statline/
https://github.com/rooz21/x402
github
[ "npm" ]
[ "@agentutility/mcp-statline" ]
[ "stdio" ]
[]
[]
false
true
0
false
ai.agentutility/mcp-synthforge
ai.agentutility
AgentUtility Synthforge
MCP server for the @agentutility synthforge cluster — pay-per-call x402 tools, no API keys, USDC…
0.8.2
active
true
2026-07-14T21:10:21.289726Z
2026-07-14T21:10:21.289726Z
https://mcp.agentutility.ai/synthforge/
https://github.com/rooz21/x402
github
[ "npm" ]
[ "@agentutility/mcp-synthforge" ]
[ "stdio" ]
[]
[]
false
true
0
false
ai.agentutility/mcp-web-probe
ai.agentutility
AgentUtility Web Probe
MCP server for the @agentutility web-probe cluster — pay-per-call x402 tools, no API keys, USDC on…
0.32.1
active
true
2026-07-14T21:10:21.796993Z
2026-07-14T21:10:21.796993Z
https://mcp.agentutility.ai/web-probe/
https://github.com/rooz21/x402
github
[ "npm" ]
[ "@agentutility/mcp-web-probe" ]
[ "stdio" ]
[]
[]
false
true
0
false
ai.agentutility/mcp-wordmint
ai.agentutility
AgentUtility Wordmint
MCP server for the @agentutility wordmint cluster — pay-per-call x402 tools, no API keys, USDC on…
0.16.1
active
true
2026-07-14T21:10:22.302521Z
2026-07-14T21:10:22.302521Z
https://mcp.agentutility.ai/wordmint/
https://github.com/rooz21/x402
github
[ "npm" ]
[ "@agentutility/mcp-wordmint" ]
[ "stdio" ]
[]
[]
false
true
0
false
ai.agentxray/amazon-seller-mcp
ai.agentxray
Amazon Seller Central & Ads MCP
Amazon Seller Central and Ads in Claude or ChatGPT. Connect at agentxray.ai/connect.
1.0.0
active
true
2026-09-23T08:05:15.873174Z
2026-09-23T08:05:15.873174Z
https://agentxray.ai/connect
[]
[]
[]
[]
[]
false
false
0
false
ai.agentxray/mcp
ai.agentxray
Amazon Seller Central & Ads MCP
Amazon Seller Central and Ads inside Claude or ChatGPT. Real fees from your own settlements.
1.1.0
active
true
2026-09-23T07:37:30.057382Z
2026-09-23T07:41:45.41774Z
https://agentxray.ai/connect
[]
[]
[]
[ "streamable-http" ]
[ "https://agentxray.ai/api/mcp" ]
true
false
0
false
ai.aginera/preconstruction
ai.aginera
Aginera
Turn construction drawings into takeoffs, measured routes, schedules and estimates.
1.0.0
active
true
2026-09-03T22:59:05.289477Z
2026-09-03T22:59:05.289477Z
https://aginera.ai/agents
[]
[]
[]
[ "streamable-http" ]
[ "https://mcp.aginera.ai/mcp" ]
true
false
0
false
ai.ai-advisors/mcp
ai.ai-advisors
AI-Advisors
Read-only AI search visibility data: citations, AEO audits, and advisor insights from AI-Advisors.
1.0.0
active
true
2026-08-02T18:21:16.578234Z
2026-08-02T18:21:16.578234Z
https://www.ai-advisors.ai/integrations/mcp-server
[]
[]
[]
[ "streamable-http" ]
[ "https://app.ai-advisors.ai/api/mcp" ]
true
false
0
true
ai.ai-akari/agent-trust-receipt
ai.ai-akari
AIノアカリ☆ Agent Trust Receipt
Read-only Remote MCP for externally grounded AI agent trust receipts.
1.1.0
active
true
2026-07-24T19:48:47.852003Z
2026-07-24T19:48:47.852003Z
https://ai-akari.ai/.well-known/agent-trust.json
https://github.com/AInoAKARI/AInoAKARI
github
[]
[]
[]
[ "streamable-http" ]
[ "https://ai-akari.ai/mcp-trust" ]
true
false
0
false
ai.ai-akari/one-minute-akari
ai.ai-akari
AIノアカリ☆ One-Minute Akari
A free one-minute reset for people, delivered by AI, with no account or personal data.
1.0.3
active
true
2026-07-18T04:01:27.700359Z
2026-07-18T04:01:27.700359Z
https://github.com/AInoAKARI/arigatou-kawaii-lp
github
[]
[]
[]
[ "streamable-http" ]
[ "https://ai-akari.ai/mcp" ]
true
false
0
false
ai.ai-portal/ai-portal
ai.ai-portal
AI-Portal Enterprise GenAI Briefing
Live AI data for agents: model releases, regulations (EU AI Act), GenAI glossary, daily news.
1.0.1
active
true
2026-07-13T15:07:28.114017Z
2026-07-13T15:07:28.114017Z
https://www.ai-portal.ai/developers
[]
[]
[]
[ "streamable-http" ]
[ "https://www.ai-portal.ai/mcp" ]
true
false
0
false
ai.aidoo/aidoo
ai.aidoo
Aidoo for Odoo
Query and update your Odoo ERP in plain language, under your own Odoo access rules.
1.0.0
active
true
2026-09-22T16:55:46.749657Z
2026-09-22T16:55:46.749657Z
https://aidoo.ai
https://github.com/eantoniomota/aidoo-mcp
github
[]
[]
[]
[ "sse", "streamable-http" ]
[ "https://mcp.aidoo.ai/mcp", "https://mcp.aidoo.ai/sse" ]
true
false
0
false
ai.aient/mcp
ai.aient
MCP-native AI SRE: ask what's broken in production, get a reviewed GitHub fix PR.
0.1.0
active
true
2026-06-11T10:40:20.47951Z
2026-06-11T10:40:20.47951Z
https://github.com/haf/glimt
github
[]
[]
[]
[ "streamable-http" ]
[ "https://aient.ai/mcp" ]
true
false
0
false
ai.airshelf/catalog
ai.airshelf
AirShelf Catalog
Cross-vendor B2B catalog for AI agents: search, compare, find equivalents, request a quote.
1.0.0
active
true
2026-06-16T09:32:12.311101Z
2026-06-16T09:32:12.311101Z
[]
[]
[]
[ "streamable-http" ]
[ "https://mcp.airshelf.ai/mcp" ]
true
false
0
false
ai.aislabs/cve
ai.aislabs
AIS CVE Priorities — daily exploit-ranked patch list for AI agents
Daily CVE priorities ranked by real exploitation (KEV+EPSS) for AI agents; free teaser, paid full
0.1.0
active
true
2026-08-31T21:00:04.921147Z
2026-08-31T21:00:04.921147Z
https://aislabs.ai/gateway
[]
[]
[]
[ "streamable-http" ]
[ "https://api.aislabs.ai/cve/mcp" ]
true
false
0
false
ai.aislabs/gateway
ai.aislabs
AIS Gateway — the campus front desk for AIS MCP buildings
Front desk for the AIS MCP campus: lists our buildings (CVE, Flight Recorder), prices, how to pay
0.5.1
active
true
2026-08-31T22:13:52.792642Z
2026-08-31T22:13:52.792642Z
https://aislabs.ai/gateway
[]
[]
[]
[ "streamable-http" ]
[ "https://api.aislabs.ai/mcp" ]
true
false
0
false
ai.aislabs/recorder
ai.aislabs
AIS Agent Flight Recorder — dead-man alerts & resume for AI agents
Dead-man switch for AI agents & cron jobs: heartbeat with state capsule, alerts + resume links
0.1.0
active
true
2026-08-31T20:30:22.269692Z
2026-08-31T20:30:22.269692Z
https://aislabs.ai/gateway
[]
[]
[]
[ "streamable-http" ]
[ "https://api.aislabs.ai/recorder/mcp" ]
true
false
0
false
ai.aivonic/mcp
ai.aivonic
Do business with Aivonic: pricing, products, check availability, book a demo, request a quote.
1.0.0
active
true
2026-08-05T14:07:36.70305Z
2026-08-05T14:07:36.70305Z
https://aivonic.ai
[]
[]
[]
[ "streamable-http" ]
[ "https://mcp.aivonic.ai" ]
true
false
0
false
ai.akkrudata/akkrudata
ai.akkrudata
AkkruData
SEC filings, financial statements, metrics, insider and institutional holdings as structured data
1.0.0
active
true
2026-09-08T20:43:00.297171Z
2026-09-08T20:43:00.297171Z
https://www.akkrudata.ai
[]
[]
[]
[ "streamable-http" ]
[ "https://api.akkrudata.ai/mcp" ]
true
false
0
false
ai.aliengiraffe/spotdb
ai.aliengiraffe
Ephemeral data sandbox for AI workflows with guardrails and security
0.1.0
active
true
2025-10-09T17:05:17.793149Z
2025-10-09T17:05:17.793149Z
https://github.com/aliengiraffe/spotdb
github
[ "oci" ]
[ "docker.io/aliengiraffe/spotdb:0.1.0" ]
[ "stdio" ]
[]
[]
false
true
1
true
ai.alphacreek/alphacreek-mcp
ai.alphacreek
AlphaCreek SEC Filings MCP
Access SEC filings efficiently (10-K, 10-Q, etc), save time and tokens, and get cited answers.
1.0.1
active
true
2026-06-12T13:01:13.227147Z
2026-06-12T13:01:13.227147Z
https://www.alphacreek.ai/mcp-docs
[]
[]
[]
[ "streamable-http" ]
[ "https://mcp.alphacreek.ai/mcp" ]
true
false
0
true
ai.alpic.alpix/Alpix
ai.alpic.alpix
AlpiX
A pixel wars MCP server: ask your agent to collaboratively draw pixels in a huge square
0.0.1
active
true
2026-08-27T08:20:57.475155Z
2026-08-27T08:20:57.475155Z
https://alpic.ai
[]
[]
[]
[ "sse", "streamable-http" ]
[ "https://alpix.alpic.ai", "https://alpix.alpic.ai" ]
true
false
0
false
ai.alpic.mcp/alpic-mcp
ai.alpic.mcp
Alpic
Manage your projects, debug deployments, and check analytics for any MCP server you host with Alpic.
0.0.2
active
true
2026-08-27T08:15:31.692348Z
2026-08-27T08:15:31.692348Z
https://alpic.ai
[]
[]
[]
[ "sse", "streamable-http" ]
[ "https://mcp.alpic.ai", "https://mcp.alpic.ai" ]
true
false
0
false
ai.alpic.test/test-mcp-server
ai.alpic.test
Alpic Test MCP Server - great server!
0.0.1
active
true
2025-09-10T13:57:43.256739Z
2025-09-10T13:57:43.256739Z
[]
[]
[]
[ "streamable-http" ]
[ "https://test.alpic.ai/" ]
true
false
0
false
ai.ambix/ambix
ai.ambix
Ambix
Your product team's shared strategic memory — an MCP server your AI tools reason over.
0.1.0
active
true
2026-06-18T11:40:33.32243Z
2026-06-18T11:40:33.32243Z
https://ambix.ai
https://github.com/ambix-ai/mcp
github
[]
[]
[]
[ "streamable-http" ]
[ "https://mcp.ambix.ai" ]
true
false
0
false
ai.analyticslegends/sap-analytics
ai.analyticslegends
Analytics Legends — SAP Analytics Intelligence
AI agent for SAP analytics: firms, day rates, contract radar, news, concepts, studies
1.0.6
active
true
2026-08-18T19:33:29.605357Z
2026-08-18T19:33:29.605357Z
https://analyticslegends.ai
https://github.com/analyticslegends/analytics-legends-mcp
github
[]
[]
[]
[ "streamable-http" ]
[ "https://analyticslegends.ai/mcp" ]
true
false
0
false
ai.anha/resolver
ai.anha
Resolve @handles to post-quantum-signed agent identities and transact with the brands behind them.
0.1.0
active
true
2026-09-13T03:16:03.080006Z
2026-09-13T03:16:03.080006Z
https://anha.ai/connect
[]
[]
[]
[ "streamable-http" ]
[ "https://resolver.anha.ai/mcp" ]
true
false
0
false
ai.ankimcp/anki-mcp-server
ai.ankimcp
Anki MCP Server
MCP server for Anki flashcards: adaptive review, notes, media, and deck management via AnkiConnect.
0.26.0
active
true
2026-09-18T15:07:12.087643Z
2026-09-18T15:07:12.087643Z
https://ankimcp.ai
https://github.com/ankimcp/anki-mcp-server
github
[ "npm" ]
[ "@ankimcp/anki-mcp-server" ]
[ "stdio" ]
[]
[]
false
true
0
false
ai.ankimcp/anki-mcp-server-addon
ai.ankimcp
AnkiMCP Server
Anki addon that exposes your flashcard collection to AI assistants via a local MCP server.
0.29.1
active
true
2026-09-20T14:56:20.426988Z
2026-09-20T14:56:20.426988Z
https://ankimcp.ai
https://github.com/ankimcp/anki-mcp-server-addon
github
[]
[]
[]
[]
[]
false
false
0
false
ai.anomalyarmor/armor-mcp
ai.anomalyarmor
AnomalyArmor
Data observability tools for engineering teams: alerts, freshness, schema drift, lineage, quality.
0.6.1
active
true
2026-04-18T00:51:37.350253Z
2026-04-18T00:51:37.350253Z
https://www.anomalyarmor.ai
https://github.com/anomalyarmor/agents
github
[ "pypi" ]
[ "armor-mcp" ]
[ "stdio" ]
[ "streamable-http" ]
[ "https://mcp.anomalyarmor.ai/mcp" ]
true
true
1
true
ai.anzenna/anzenna
ai.anzenna
MCP server for Anzenna
0.1
active
true
2026-02-21T23:53:55.798606Z
2026-02-21T23:53:55.798606Z
[]
[]
[]
[ "sse" ]
[ "https://mcp.anzenna.ai/sse" ]
true
false
0
false
ai.apatero/studio
ai.apatero
Apatero Studio
AI image and video generation, talking avatars, consistent characters and photo packs from Claude.
0.2.0
active
true
2026-09-16T11:53:14.175458Z
2026-09-16T11:53:14.175458Z
https://apatero.ai/mcp
[]
[]
[]
[ "streamable-http" ]
[ "https://mcp.apatero.ai/mcp" ]
true
false
0
false
ai.apithreshold/apithreshold
ai.apithreshold
APIThreshold
Quality scoring and progressive gates for AI-generated API tests. Stripe/Twilio profiles. Free tier.
0.1.0
active
true
2026-07-02T22:06:43.451983Z
2026-07-02T22:06:43.451983Z
https://apithreshold.ai
[ "oci" ]
[ "ghcr.io/apithreshold/apithreshold:0.1.0" ]
[ "stdio" ]
[]
[]
false
true
4
true
ai.appdeploy/deploy-app
ai.appdeploy
AppDeploy
AppDeploy turns app ideas described in AI chat into live full-stack web applications
2.6.13
active
true
2026-07-13T12:28:46.556669Z
2026-07-13T12:28:46.556669Z
https://appdeploy.ai/
[]
[]
[]
[ "streamable-http" ]
[ "https://api-v2.appdeploy.ai/mcp" ]
true
false
0
false
End of preview. Expand in Data Studio

Toolroll: every server in the official MCP Registry, as one clean table

One key for 10 paid CyberMax APIs and MCP servers: $32 pack, no expiry. Buy now → · API key on screen the moment checkout ends · no subscription · 14-day refund if it doesn't work as described · help: cybermax.tools@gmail.com

Need it fresh, filtered or via API? This free file is a snapshot (one snapshot of the MCP Registry), last updated 2026-09-24.

  • Capturewren on Apify ($0.003 per screenshot captured): screenshots any page and returns its status, title, meta and clean text, as an API or an MCP tool for agents; $3 per 1,000 (the next Store rival charges $6), and Apify's free $5 monthly credit covers about 1,600 screenshots.
  • Printwren HTML to PDF API (20 free a day, $9/month for 750, or $10 for 1,000 (no expiry)): turns HTML or any URL into a PDF with real Chrome, by API or MCP.
  • Using it at work? Commercial license + support (from $49/year): invoice, PDF licence certificate, named support, freshness and availability commitments and an SLA; the data stays free and open for everyone.
  • Get an email when this dataset updates: free, double opt-in, unsubscribe any time.
  • CyberMax Store: every CyberMax data product, API plan and weekly brief in one place.

Toolroll: Every MCP server in one table

A snapshot of the official Model Context Protocol (MCP) Registry (registry.modelcontextprotocol.io) as a single Parquet table: 35,403 MCP servers (35,028 active, 375 deprecated) from 20,000+ publishers, snapshot 2026-09-24 07:03 UTC. One row per server (its latest version) with its description, how you connect to it (remote URL and transport, or npm / PyPI / Docker (OCI) / MCPB / NuGet / Cargo package), whether it needs a secret (API key header or secret env var), repository, website and publish dates.

Use it to find MCP tools for an agent, study what gets built, track the ecosystem week by week, or seed a tool-search index. The registry API is paginated and version-heavy (many servers re-publish hundreds of versions); this gives you the current state in one 4 MB file.

Toolroll: product image 1 Toolroll: product image 2 Toolroll: product image 3

What's in this snapshot (active servers)

Servers
Active servers 35,028
Reachable as a hosted remote (no install) 21,428 (streamable-http 20,693, SSE 1,066)
Installable package 14,903 (npm 9,624, PyPI 3,870, OCI 954, MCPB 879, NuGet 128, Cargo 57)
Need a secret (API key header or env var) 8,436
Latest version published in the last 30 days 13,734

A handful of namespaces publish thousands of generated servers each, so filter by namespace if you want hand-built tools only.

Load it

from datasets import load_dataset
ds = load_dataset("CyberMax-tools/toolroll-mcp-registry-snapshot", split="train")
remote_no_key = ds.filter(lambda r: r["status"] == "active" and r["has_remote"] and not r["needs_secret"])
import pandas as pd
df = pd.read_parquet("https://huggingface.co/datasets/CyberMax-tools/toolroll-mcp-registry-snapshot/resolve/main/data/servers.parquet")
df[df.description.str.contains("geocod", case=False)][["name", "description", "remote_urls"]]

Columns

name (registry id, reverse-DNS namespace/name), namespace, title, description, version, status (active/deprecated), is_latest, published_at, updated_at (of this version), website_url, repository_url, repository_source, package_registries, package_identifiers, package_transports, remote_types, remote_urls, has_remote, has_package, env_var_count, needs_secret.

MCP tools from CyberMax

Pay-per-call data tools any MCP client can call through Apify's hosted MCP server (no install; bring an Apify token):

  • Insidewell: SEC Form 4 insider trades with cluster-buy flags
  • DomainDNA: tech stack, email security (SPF/DMARC) and domain age for any domain
  • HireHeat: which companies are hiring, for what, by domain
  • Capturewren: website screenshots plus page text for AI agents
  • Swellmeter: Google Trends for AI agents

Connect: https://mcp.apify.com/?tools=cybermax/<tool> (e.g. cybermax/domain-intel).

When NOT to use this

  • You need the tool-level schemas (each server's tool names and input schemas): the registry stores server metadata only; tools are listed by the server itself at runtime.
  • You need quality or uptime signals: registry presence says nothing about whether a server works.

Source and licence

Collected from the public official MCP Registry API (GET /v0/servers?version=latest). Server names, descriptions and links are metadata published by each server's author to a public registry; the compilation is shared here for discovery and research. Each server's own code and content keep their own licences. Entries from the publisher's own namespace are omitted. Not affiliated with or endorsed by the MCP project. Refresh: weekly.

Published by CyberMax.

More free from CyberMax

Quickstart notebook

Load this dataset with pandas and see real outputs in the quickstart notebook.

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