Azure DevOps
microsoft/azure-devops-mcp
The MCP server for Azure DevOps, bringing the power of Azure DevOps directly to your agents.
Notte
nottelabs/notte
Leverage Notte Web AI agents & cloud browser sessions for scalable browser automation & scraping workflows
Qdrant
qdrant/mcp-server-qdrant
Implement semantic memory layer on top of the Qdrant vector search engine
Terraform
hashicorp/terraform-mcp-server
Terraform ecosystem integration: provider discovery, module analysis and Terraform Registry API access for infrastructure-as-code workflows.
ElevenLabs
elevenlabs/elevenlabs-mcp
The official ElevenLabs MCP server
Ref
ref-tools/ref-tools-mcp
Up-to-date documentation for your coding agent. Covers 1000s of public repos and sites. Built by ref.tools
ArcadeDB
ArcadeData/arcadedb
Built into ArcadeDB, a multi-model database (graph, document, key-value, time-series, vector) with SQL, Cypher, Gremlin and MongoDB QL support.
SafeDep Vet
safedep/vet
Locally check npm and PyPI packages, such as those suggested by AI coding tools, for vulnerabilities and malicious code.
Neo4j
neo4j-contrib/mcp-neo4j
Neo4j integration: run queries, use Neo4j as knowledge graph memory and manage Neo4j Aura instances.
ClickHouse
ClickHouse/mcp-clickhouse
ClickHouse database integration with schema inspection and query capabilities.
LINE Official Account
line/line-bot-mcp-server
Integrates the LINE Messaging API to connect an AI Agent to the LINE Official Account.
Hyperbrowser
hyperbrowserai/mcp
Hyperbrowser is the next-generation platform empowering AI agents and enabling effortless, scalable browser automation.
Semgrep
semgrep/mcp
Enable AI agents to secure code with Semgrep.
SonarQube
SonarSource/sonarqube-mcp-server
Provides seamless integration with SonarQube Server or Cloud, and enables analysis of code snippets directly within the agent context
Neon
neondatabase/mcp-server-neon
Create and manage Postgres databases with Neon Serverless Postgres.
Google Cloud Run
GoogleCloudPlatform/cloud-run-mcp
Official MCP Server to deploy to Google Cloud Run.
dbt
dbt-labs/dbt-mcp
Official MCP server for dbt (data build tool) providing integration with dbt Core/Cloud CLI, project metadata discovery, model information, and semantic layer querying capabilities.
Chroma
chroma-core/chroma-mcp
Embeddings, vector search, document storage, and full-text search with the open-source AI application database
Kagi Search
kagisearch/kagimcp
Search the web with Kagi Search.
MotherDuck
motherduckdb/mcp-server-motherduck
Query and analyze data with MotherDuck and local DuckDB
GitKraken
gitkraken/gk-cli
A CLI for interacting with GitKraken APIs. Includes an MCP server via gk mcp that not only wraps GitKraken APIs, but also Jira, GitHub, GitLab, and more.
Log10x
log-10x/log10x-mcp
Rank log patterns by volume and cost, then compact (Splunk, self-managed Elasticsearch), tier down or offload the excess over each cap. Runs locally; no log data reaches log10x.
E2B
e2b-dev/mcp-server
Run code in secure sandboxes hosted by E2B
Xero
XeroAPI/xero-mcp-server
Access Xero's accounting and business features via its API.
Graphlit
graphlit/graphlit-mcp-server
Ingest content from Slack, Discord, websites, Google Drive, Linear or GitHub into a Graphlit project, then search and retrieve relevant knowledge.
Mapbox
mapbox/mcp-server
Unlock geospatial intelligence through Mapbox APIs like geocoding, POI search, directions, isochrones and more.
Apache Doris
apache/doris-mcp-server
MCP Server For Apache Doris, an MPP-based real-time data warehouse.
Plane
makeplane/plane-mcp-server
The official Plane MCP server provides integration with Plane APIs, enabling full AI automation of Plane projects, work items, cycles and more.
Postman
postmanlabs/postman-mcp-server
Postman’s remote MCP server connects AI agents, assistants, and chatbots directly to your APIs on Postman.
Workopia — Job Search
workopia/workopia-mcp
Workopia job search across employer career pages and ATS feeds, plus PDF resume generation, resume tailoring, cover letters and career advice.
DashClaw
ucsandman/DashClaw
Fail-closed approval layer for unattended agent runs: checks actions against org policy, requests human approval and logs every decision to a causal ledger.
WeftCut
WeftCut/WeftCut
Drive the WeftCut desktop video editor: trim and split clips, keyframes, effects, captions, audio mixing, markers and export, with live edits and dry runs.
Geolens
geolens-io/geolens/mcp
Read-only access to a self-hosted GeoLens geospatial catalog: dataset search, schemas, GeoJSON features, saved maps and sandboxed SQL over PostGIS.
Octocode
bgauryy/octocode-mcp
Leading AI-powered code assistant for advanced research, analysis and discovery across GitHub Repositories in large ecosystems
ECharts
hustcc/mcp-echarts
Generate visual charts using ECharts with AI MCP dynamically, used for chart generation and data analysis.
TokPortal
tokportal/tokportal-mcp
Managed TikTok, Instagram and YouTube accounts run by TokPortal's human account managers, with video upload, scheduling, analytics and webhooks.
Milvus
zilliztech/mcp-server-milvus
Search, Query and interact with data in your Milvus Vector Database.
EchelonGraph CVE & Exposure
echelongraph/echelongraph-mcp
Keyless, read-only CVE and internet-exposure intelligence: CVE lookup and search, CISA KEV, EPSS history, CWE, vendor advisories (MSRC, Red Hat, Cisco, GHSA and more), SBOM and manifest checks, and aggregate exposure radars. Use the hosted endpoint (mcp.echelongraph.io) with no install, or run locally with npx.
ForeverVM
jamsocket/forevervm
Run Python in a code sandbox.
MinerU Ecosystem
opendatalab/MinerU-Ecosystem/mcp
Convert PDFs, Word and PowerPoint files, images and spreadsheets to Markdown via the MinerU document parsing API.
Comet Opik
comet-ml/opik-mcp
Use natural language to explore LLM observability, traces, and monitoring data captured by Opik.
Meilisearch
meilisearch/meilisearch-mcp
Interact & query with Meilisearch (Full-text & semantic search API)
PayPal
paypal/agent-toolkit
The PayPal Model Context Protocol server allows you to integrate with PayPal APIs through function calling. This protocol supports various tools to interact with different PayPal services.
StarRocks
StarRocks/mcp-server-starrocks
Interact with StarRocks
Scrapeless
scrapeless-ai/scrapeless-mcp-server
Integrate real-time Scrapeless Google SERP(Google Search, Google Flight, Google Map, Google Jobs....) results into your LLM applications. This server enables dynamic context retrieval for AI workflows, chatbots, and research tools.
Tapetide
Tapetide-hq/nse-bse-indian-stock-market-data-mcp
Indian stock market data for about 8,200 NSE and BSE stocks via npx -y tapetide-mcp: quotes, quarterly financials, shareholding, a 326-ratio screener, FII/DII flows, option chains and company filings.
AgentQL
tinyfish-io/agentql-mcp
Enable AI agents to get structured data from unstructured web with AgentQL.
AlibabaCloud DevOps
aliyun/alibabacloud-devops-mcp-server
Yunxiao MCP Server provides AI assistants with the ability to interact with the Yunxiao platform.