The library
Everything we index — ranked by what works, never by stars.
forSalesMarketingHRFinanceLegalOpsProductEngineeringDataProductivitySupportsetup≤ plug & play≤ + a key≤ multi-tool
● works · ● untested / no effect · ● hurts — every rank is measured against a no-skill baseline
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Execute Zapier integrations from Claudemcp_serverOpsL2
zapier-sdk-mcp · Triggering Zapier integrations and managing Zapier tables from Claude when Zapier is your no-code automation layer.
Query Retell voice call transcriptsmcp_serverSupportL2
mcp-server · Querying Retell voice call transcripts when Retell is your voice AI platform.
Observe and debug LLM tracesmcp_serverEngineeringL2
mcp-server · Observing and debugging LLM traces, managing prompt versions, and running scenario evaluations.
Manage infrastructure secrets via Dopplermcp_serverEngineeringL2
mcp-server · Managing infrastructure secrets from Claude when Doppler is your secrets source-of-truth.
Query Tencent Cloud infrastructure logsmcp_serverOpsL2
cls-mcp-server · Querying Tencent Cloud infrastructure logs from Claude when you deploy on Tencent.
Trigger Linkup workflow orchestrationmcp_serverOpsL2
linkup-mcp-server · Triggering Linkup workflow orchestration from Claude when Linkup is your automation backbone.
Broadcast content across social accountsmcp_serverMarketingL2
mcp-server · Broadcasting to multiple social accounts simultaneously from Claude.
Create Google Calendar eventsmcp_serverProductivityL2
google-calendar-mcp · Creating calendar events from Claude when Google Calendar is your scheduling source-of-truth.
Manage infrastructure deployments via diviopsmcp_serverEngineeringL2
mcp-server · Managing infrastructure deployments from Claude when diviops is your IaC tool.
Automate GitLab projects and CI/CDmcp_serverEngineeringL2
gitlab-mcp-server · Managing GitLab projects and CI/CD from Claude when GitLab is your VCS and CI/CD platform.
Query cross-dataset geographic datamcp_serverDataL2
daedalmap · When you need cross-dataset geographic queries (disasters, FX, demographics) with a unified loc_id key and don't mind eventual consistency on paid packs.
Access 450+ SaaS tool endpointsmcp_serverOpsL2
mcp-server · When you need access to a huge catalog of SaaS APIs and want agents to remember context across sessions without managing separate integrations.
Research US bank financials and peersmcp_serverFinanceL2
fdic-mcp-server · When you need to research US bank financials, failures, or peer comparisons and want a stable, citation-ready tool surface over FDIC data.
Manage local item snapshots and sharesmcp_serverL2
mcp-server · When you want a local screenshot/item retrieval system with public share links and need SSE transport for browser compatibility.
Automate GitLab workflows cross-instancemcp_serverEngineeringL2
gitlab-mcp · When you need to automate GitLab workflows (MRs, pipelines, work items) with per-instance support and want schema filtered to what your tier actually supports.
Analyze Vue design system componentsmcp_serverEngineeringL2
musea-mcp-server · When you have a Vue design system and want LLM-driven component analysis, variant generation, and token lookup without leaving the MCP interface.
Search Docusaurus documentationmcp_serverEngineeringL2
docusaurus-plugin-mcp-server · When your docs are in Docusaurus and you want agents to search them with a plugin that's built-in to your static site.
Search versioned docs across npm PyPI GitHubmcp_serverEngineeringL2
docs-mcp-server · When you want version-specific, always-fresh documentation lookups across npm, PyPI, GitHub, and local files in a single tool.
Sync development context across Claude Cursor Windsurfmcp_serverEngineeringL2
mcp-server · When you hop between Claude Code, Cursor, and Windsurf and want shared session context (decisions, blockers, work summary) everywhere.
Query IoT devices via Cariot platformmcp_serverOpsProductL2
cariot-mcp-server · When you're querying Cariot IoT devices and want a simple REST API bridge in MCP form with per-request authentication.
Compress webpages to token-optimized markdownmcp_serverEngineeringL2
compress-tokens · When you need to compress webpages to clean markdown for LLM context windows and want to save tokens on long articles.
Identify code security vulnerabilities deterministicallymcp_serverEngineeringL2
mcp · When you want instant, proof-backed security findings in your IDE or CI without noise and prefer deterministic rules to ML models.
Resolve global meeting times and overlapsmcp_serverOpsProductivityL2
mcp-server · When you need to resolve complex global meeting times, find overlaps, and handle DST correctly across participant time zones.
Translate documents with industry terminology memorymcp_serverMarketingOpsL2
lara-mcp · Professional document translation with industry-specific terminology and memory support.
Read edit wiki content across MediaWiki instancesmcp_serverOpsL2
nodemw-mcp-server · Reading and editing wiki content across Wikipedia and custom MediaWiki instances.
Analyze large codebases with Gemini token windowmcp_serverEngineeringL2
gemini-mcp-tool · Analyzing large codebases and files using Google Gemini's massive token window.
Debug production incidents with observability datamcp_serverEngineeringOpsL2
mcp-server · Debugging production incidents by accessing real observability data from Last9.
Configure AI agents for enterprise search Gleanmcp_serverEngineeringOpsL2
configure-mcp-server · Configuring AI agents to access enterprise search via Glean's MCP servers.
Monitor cloud costs and infrastructure anomaliesmcp_serverFinanceOpsL2
doit-mcp-server · Monitoring cloud costs and detecting infrastructure anomalies across multiple clouds.
Search filter Airbnb listings by location pricemcp_serverOpsProductivityL2
mcp-server-airbnb · Searching and analyzing Airbnb listings with location and price filtering.
Manage device inventory employee identities IT assetsmcp_serverOpsL2
admina-mcp-server · Managing device inventory, employee identities, and IT asset metadata.
Access GitLab projects with progressive disclosure controlsmcp_serverEngineeringL2
efficient-gitlab-mcp-server · Progressive-disclosure access to GitLab projects with read/write capabilities.
Monitor real-time trading positions signals connectionsmcp_serverFinanceL2
mcp-server · Real-time monitoring of trading positions and signals in financial systems.
Access cryptocurrency exchange DeFi platform datamcp_serverFinanceL2
mcp-server · Accessing cryptocurrency exchange data and DeFi platform information.
Manage member records CRM data MemberJunctionmcp_serverSalesSupportL2
ai-mcp-server · Managing member records and CRM data through MemberJunction integration.
Read update Notion database entries programmaticallymcp_serverOpsProductL2
notion-mcp-server · Reading and updating Notion database entries from AI agents programmatically.
Translate documents with industry terminologymcp_serverMarketingOpsL2
phrase-mcp-server · Professional document translation with industry-specific terminology and memory support.
Search curated resources from 8500 awesome listsmcp_serverEngineeringL2
context-awesome · Agents needing high-quality vetted resource recommendations instead of general web search.
Access Indonesian statistics for policy analysismcp_serverDataL2
bps-mcp-server · Indonesian government analysis agents requiring official statistics with semantic intent routing.
Access blockchain intelligence across chainsmcp_serverDataL2
on-chain-data · Crypto agents needing multi-chain blockchain intelligence via REST or MCP transport.
Validate Czech company registration and VATmcp_serverLegalFinanceL2
czech-vat-mcp · Business compliance agents verifying Czech company registration and VAT status.
Format code and create pull requestcommandEngineeringL1
pr · One-command workflow to atomically format, stage, and push a PR without manual git steps.
Toggle knowledge work modecommandL1
km · Switching cognitive modes (e.g., from coding to research) without losing session continuity.
Answer code navigation and impact questionscommandEngineeringL1
Q · MCP-first code intelligence queries when you need call/def/ref across the whole codebase without manual grep.
Run ChunkHound QA scriptcommandEngineeringL1
qa · Verifying semantic and regex search implementations work correctly across all file types and languages without blocking or pagination bugs.
Review uncommitted code changescommandEngineeringL1
cr · Catching language-specific bugs and design issues before commit by applying both project-local and generic review profiles to changed code.
Run CI checks locallycommandEngineeringL1
ci · Testing a Haskell-to-Rocq compiler change locally before pushing by running the exact GitHub Actions workflow steps without Docker.
Manage outcomes and task trackingcommandOpsL1
do · Managing multi-wave work streams where wave-dependent model routing and context-aware task selection accelerate delivery over manual task picking.
Manage agent-view sessionscommandEngineeringL1
av · Programmatically launching and controlling multiple AI agent sessions without TUI overhead when orchestrating batch work or CI/CD-driven agent tasks.
Create clean PR with planning artifactscommandEngineeringL1
pr · Separating code review (clean diff) from planning artifact archiving, allowing reviewers to focus on implementation while preserving design rationale as write-once history.