[
 {
  "name": "Apache Doris MCP",
  "url": "https://github.com/apache/doris-mcp-server",
  "desc": "Official Apache Doris analytics database queries and management",
  "tag": "Python",
  "tab": "servers",
  "category": "Data & Databases",
  "slug": "apache/doris-mcp-server",
  "stars": 348,
  "pushed": "2026-09-19"
 },
 {
  "name": "BigQuery MCP",
  "url": "https://github.com/ergut/mcp-bigquery-server",
  "desc": "Query Google BigQuery datasets and tables",
  "tag": "TypeScript",
  "tab": "servers",
  "category": "Data & Databases",
  "slug": "ergut/mcp-bigquery-server",
  "stars": 148,
  "pushed": "2026-05-22"
 },
 {
  "name": "ClickHouse MCP",
  "url": "https://github.com/ClickHouse/mcp-clickhouse",
  "desc": "Official ClickHouse columnar analytics",
  "tag": "Python",
  "tab": "servers",
  "category": "Data & Databases",
  "slug": "ClickHouse/mcp-clickhouse",
  "stars": 880,
  "pushed": "2026-09-21"
 },
 {
  "name": "Confluent MCP",
  "url": "https://github.com/confluentinc/mcp-confluent",
  "desc": "Official Confluent Cloud Kafka topics, connectors and Flink",
  "tag": "TypeScript",
  "tab": "servers",
  "category": "Data & Databases",
  "slug": "confluentinc/mcp-confluent",
  "stars": 169,
  "pushed": "2026-09-23"
 },
 {
  "name": "Couchbase MCP",
  "url": "https://github.com/couchbase/mcp-server-couchbase",
  "desc": "Official Couchbase and Capella cluster, scope and query access",
  "tag": "Python",
  "tab": "servers",
  "category": "Data & Databases",
  "slug": "couchbase/mcp-server-couchbase",
  "stars": 36,
  "pushed": "2026-09-28"
 },
 {
  "name": "DBHub",
  "url": "https://github.com/bytebase/dbhub",
  "desc": "Universal database server for Postgres, MySQL, SQL Server, MariaDB, SQLite",
  "tag": "TypeScript",
  "tab": "servers",
  "category": "Data & Databases",
  "slug": "bytebase/dbhub",
  "stars": 3577,
  "pushed": "2026-09-28"
 },
 {
  "name": "dbt MCP",
  "url": "https://github.com/dbt-labs/dbt-mcp",
  "desc": "Official dbt Labs server for dbt projects",
  "tag": "Python",
  "tab": "servers",
  "category": "Data & Databases",
  "slug": "dbt-labs/dbt-mcp",
  "stars": 608,
  "pushed": "2026-09-28"
 },
 {
  "name": "Elasticsearch MCP",
  "url": "https://github.com/elastic/mcp-server-elasticsearch",
  "desc": "Official Elasticsearch query interface",
  "tag": "Rust",
  "tab": "servers",
  "category": "Data & Databases",
  "slug": "elastic/mcp-server-elasticsearch",
  "stars": 719,
  "pushed": "2026-09-19"
 },
 {
  "name": "GCP MCP Toolbox",
  "url": "https://github.com/googleapis/mcp-toolbox",
  "desc": "Official Google DB toolbox (Postgres, MySQL, Spanner)",
  "tag": "Go",
  "tab": "servers",
  "category": "Data & Databases",
  "slug": "googleapis/mcp-toolbox",
  "stars": 16502,
  "pushed": "2026-09-28"
 },
 {
  "name": "MCP Alchemy",
  "url": "https://github.com/runekaagaard/mcp-alchemy",
  "desc": "SQLAlchemy-backed access to SQLite, Postgres, MySQL, Oracle and MS-SQL",
  "tag": "Python",
  "tab": "servers",
  "category": "Data & Databases",
  "slug": "runekaagaard/mcp-alchemy",
  "stars": 420,
  "pushed": "2026-09-18"
 },
 {
  "name": "Memgraph MCP",
  "url": "https://github.com/memgraph/ai-toolkit/tree/main/integrations/mcp-memgraph",
  "desc": "Official Memgraph graph database Cypher queries and schema",
  "tag": "Python",
  "tab": "servers",
  "category": "Data & Databases",
  "slug": "memgraph/ai-toolkit",
  "stars": 112,
  "pushed": "2026-09-28"
 },
 {
  "name": "Milvus MCP",
  "url": "https://github.com/zilliztech/mcp-server-milvus",
  "desc": "Official Milvus vector database search and collection management",
  "tag": "Python",
  "tab": "servers",
  "category": "Data & Databases",
  "slug": "zilliztech/mcp-server-milvus",
  "stars": 245,
  "pushed": "2026-08-11"
 },
 {
  "name": "MongoDB MCP",
  "url": "https://github.com/mongodb-js/mongodb-mcp-server",
  "desc": "Official MongoDB and Atlas cluster management",
  "tag": "TypeScript",
  "tab": "servers",
  "category": "Data & Databases",
  "slug": "mongodb-js/mongodb-mcp-server",
  "stars": 1138,
  "pushed": "2026-09-28"
 },
 {
  "name": "MotherDuck / DuckDB MCP",
  "url": "https://github.com/motherduckdb/mcp-server-motherduck",
  "desc": "Local DuckDB and MotherDuck cloud access",
  "tag": "Python",
  "tab": "servers",
  "category": "Data & Databases",
  "slug": "motherduckdb/mcp-server-motherduck",
  "stars": 524,
  "pushed": "2026-09-19"
 },
 {
  "name": "MySQL MCP",
  "url": "https://github.com/benborla/mcp-server-mysql",
  "desc": "MySQL database queries and management",
  "tag": "TypeScript",
  "tab": "servers",
  "category": "Data & Databases",
  "slug": "benborla/mcp-server-mysql",
  "stars": 2138,
  "pushed": "2026-07-27"
 },
 {
  "name": "Neo4j MCP",
  "url": "https://github.com/neo4j-contrib/mcp-neo4j",
  "desc": "Neo4j Labs Cypher, memory and Aura API graph database servers",
  "tag": "Python",
  "tab": "servers",
  "category": "Data & Databases",
  "slug": "neo4j-contrib/mcp-neo4j",
  "stars": 985,
  "pushed": "2026-09-09"
 },
 {
  "name": "Neon MCP",
  "url": "https://github.com/neondatabase/mcp-server-neon",
  "desc": "Neon serverless Postgres branching and management",
  "tag": "TypeScript",
  "tab": "servers",
  "category": "Data & Databases",
  "slug": "neondatabase/mcp-server-neon",
  "stars": 648,
  "pushed": "2026-09-25"
 },
 {
  "name": "Pinecone MCP",
  "url": "https://github.com/pinecone-io/pinecone-mcp",
  "desc": "Official Pinecone vector database",
  "tag": "TypeScript",
  "tab": "servers",
  "category": "Data & Databases",
  "slug": "pinecone-io/pinecone-mcp",
  "stars": 72,
  "pushed": "2026-09-13"
 },
 {
  "name": "PostgreSQL MCP (Pro)",
  "url": "https://github.com/crystaldba/postgres-mcp",
  "desc": "Query, analyze and optimize PostgreSQL databases",
  "tag": "Python",
  "tab": "servers",
  "category": "Data & Databases",
  "slug": "crystaldba/postgres-mcp",
  "stars": 3343,
  "pushed": "2026-08-17"
 },
 {
  "name": "Qdrant MCP",
  "url": "https://github.com/qdrant/mcp-server-qdrant",
  "desc": "Official Qdrant vector database server",
  "tag": "Python",
  "tab": "servers",
  "category": "Data & Databases",
  "slug": "qdrant/mcp-server-qdrant",
  "stars": 1539,
  "pushed": "2026-09-04"
 },
 {
  "name": "Redis MCP",
  "url": "https://github.com/redis/mcp-redis",
  "desc": "Official Redis cache and data structures",
  "tag": "Python",
  "tab": "servers",
  "category": "Data & Databases",
  "slug": "redis/mcp-redis",
  "stars": 627,
  "pushed": "2026-09-21"
 },
 {
  "name": "Snowflake MCP",
  "url": "https://github.com/Snowflake-Labs/mcp",
  "desc": "Official Snowflake Cortex AI + SQL orchestration",
  "tag": "Python",
  "tab": "servers",
  "category": "Data & Databases",
  "slug": "Snowflake-Labs/mcp",
  "stars": 299,
  "pushed": "2026-05-15"
 },
 {
  "name": "StarRocks MCP",
  "url": "https://github.com/StarRocks/mcp-server-starrocks",
  "desc": "Official StarRocks OLAP database query and schema access",
  "tag": "Python",
  "tab": "servers",
  "category": "Data & Databases",
  "slug": "StarRocks/mcp-server-starrocks",
  "stars": 190,
  "pushed": "2026-09-08"
 },
 {
  "name": "Supabase MCP",
  "url": "https://github.com/supabase/mcp",
  "desc": "Supabase database, auth, and storage",
  "tag": "TypeScript",
  "tab": "servers",
  "category": "Data & Databases",
  "slug": "supabase/mcp",
  "stars": 2926,
  "pushed": "2026-09-28"
 },
 {
  "name": "Upstash MCP",
  "url": "https://github.com/upstash/mcp-server",
  "desc": "Upstash Redis and Vector databases",
  "tag": "TypeScript",
  "tab": "servers",
  "category": "Data & Databases",
  "slug": "upstash/mcp-server",
  "stars": 60,
  "pushed": "2026-09-01"
 },
 {
  "name": "Agentlas OS",
  "url": "https://github.com/agentlas-ai/Agentlas-OS",
  "desc": "Portable agent teams and cross-host orchestration over MCP",
  "tag": "Python",
  "tab": "servers",
  "category": "Developer Tools",
  "slug": "agentlas-ai/Agentlas-OS",
  "stars": 1595,
  "pushed": "2026-09-25"
 },
 {
  "name": "Apollo MCP Server",
  "url": "https://github.com/apollographql/apollo-mcp-server",
  "desc": "Official Apollo server exposing GraphQL operations as MCP tools",
  "tag": "Rust",
  "tab": "servers",
  "category": "Developer Tools",
  "slug": "apollographql/apollo-mcp-server",
  "stars": 310,
  "pushed": "2026-09-28"
 },
 {
  "name": "Argo CD MCP",
  "url": "https://github.com/argoproj-labs/mcp-for-argocd",
  "desc": "Argo CD applications, syncs and GitOps state (argoproj-labs)",
  "tag": "TypeScript",
  "tab": "servers",
  "category": "Developer Tools",
  "slug": "argoproj-labs/mcp-for-argocd",
  "stars": 576,
  "pushed": "2026-08-11"
 },
 {
  "name": "ast-grep MCP",
  "url": "https://github.com/ast-grep/ast-grep-mcp",
  "desc": "Structural code search and rewrite via ast-grep patterns",
  "tag": "Python",
  "tab": "servers",
  "category": "Developer Tools",
  "slug": "ast-grep/ast-grep-mcp",
  "stars": 469,
  "pushed": "2026-09-27"
 },
 {
  "name": "Atlassian MCP (Jira + Confluence)",
  "url": "https://github.com/sooperset/mcp-atlassian",
  "desc": "Jira and Confluence integration",
  "tag": "Python",
  "tab": "servers",
  "category": "Developer Tools",
  "slug": "sooperset/mcp-atlassian",
  "stars": 5945,
  "pushed": "2026-09-19"
 },
 {
  "name": "Azure DevOps MCP",
  "url": "https://github.com/microsoft/azure-devops-mcp",
  "desc": "Official Azure DevOps repos, pipelines, work items and wikis",
  "tag": "TypeScript",
  "tab": "servers",
  "category": "Developer Tools",
  "slug": "microsoft/azure-devops-mcp",
  "stars": 2032,
  "pushed": "2026-09-28"
 },
 {
  "name": "Bifrost MCP",
  "url": "https://github.com/biegehydra/BifrostMCP",
  "desc": "VS Code extension exposing find-usages, rename and LSP tools over MCP",
  "tag": "TypeScript",
  "tab": "servers",
  "category": "Developer Tools",
  "slug": "biegehydra/BifrostMCP",
  "stars": 223,
  "pushed": "2026-03-27"
 },
 {
  "name": "Buildkite MCP",
  "url": "https://github.com/buildkite/buildkite-mcp-server",
  "desc": "Official Buildkite pipelines, builds, jobs and test runs",
  "tag": "Go",
  "tab": "servers",
  "category": "Developer Tools",
  "slug": "buildkite/buildkite-mcp-server",
  "stars": 54,
  "pushed": "2026-09-28"
 },
 {
  "name": "Chrome DevTools MCP",
  "url": "https://github.com/ChromeDevTools/chrome-devtools-mcp",
  "desc": "Official Chrome DevTools for coding agents - debug, trace and inspect pages",
  "tag": "TypeScript",
  "tab": "servers",
  "category": "Developer Tools",
  "slug": "ChromeDevTools/chrome-devtools-mcp",
  "stars": 52696,
  "pushed": "2026-09-28"
 },
 {
  "name": "CircleCI MCP",
  "url": "https://github.com/CircleCI-Public/mcp-server-circleci",
  "desc": "Official CircleCI workflow integration",
  "tag": "TypeScript",
  "tab": "servers",
  "category": "Developer Tools",
  "slug": "CircleCI-Public/mcp-server-circleci",
  "stars": 94,
  "pushed": "2026-09-22"
 },
 {
  "name": "Codebase Memory MCP",
  "url": "https://github.com/DeusData/codebase-memory-mcp",
  "desc": "Code intelligence server that indexes repos into a queryable knowledge graph",
  "tag": "C",
  "tab": "servers",
  "category": "Developer Tools",
  "slug": "DeusData/codebase-memory-mcp",
  "stars": 45284,
  "pushed": "2026-09-28"
 },
 {
  "name": "Desktop Commander MCP",
  "url": "https://github.com/wonderwhy-er/DesktopCommanderMCP",
  "desc": "Terminal control, file search and diff-based file editing",
  "tag": "TypeScript",
  "tab": "servers",
  "category": "Developer Tools",
  "slug": "wonderwhy-er/DesktopCommanderMCP",
  "stars": 9805,
  "pushed": "2026-09-28"
 },
 {
  "name": "Docker MCP",
  "url": "https://github.com/ckreiling/mcp-server-docker",
  "desc": "Docker container management",
  "tag": "Python",
  "tab": "servers",
  "category": "Developer Tools",
  "slug": "ckreiling/mcp-server-docker",
  "stars": 745,
  "pushed": "2026-08-07"
 },
 {
  "name": "Docker MCP Gateway",
  "url": "https://github.com/docker/mcp-gateway",
  "desc": "Official Docker MCP gateway and catalog CLI plugin",
  "tag": "Go",
  "tab": "servers",
  "category": "Developer Tools",
  "slug": "docker/mcp-gateway",
  "stars": 1587,
  "pushed": "2026-09-23"
 },
 {
  "name": "GitHub MCP",
  "url": "https://github.com/github/github-mcp-server",
  "desc": "Official GitHub -- repos, issues, PRs, Actions",
  "tag": "Go",
  "tab": "servers",
  "category": "Developer Tools",
  "slug": "github/github-mcp-server",
  "stars": 33257,
  "pushed": "2026-09-28"
 },
 {
  "name": "GitLab MCP",
  "url": "https://github.com/zereight/gitlab-mcp",
  "desc": "GitLab API integration (repos, MRs, issues)",
  "tag": "TypeScript",
  "tab": "servers",
  "category": "Developer Tools",
  "slug": "zereight/gitlab-mcp",
  "stars": 2008,
  "pushed": "2026-09-28"
 },
 {
  "name": "GitMCP",
  "url": "https://github.com/idosal/git-mcp",
  "desc": "Remote MCP server exposing docs and code for any GitHub project",
  "tag": "TypeScript",
  "tab": "servers",
  "category": "Developer Tools",
  "slug": "idosal/git-mcp",
  "stars": 8435,
  "pushed": "2026-05-08"
 },
 {
  "name": "Jenkins MCP Server",
  "url": "https://github.com/jenkinsci/mcp-server-plugin",
  "desc": "Official Jenkins plugin exposing jobs and builds as MCP tools",
  "tag": "Java",
  "tab": "servers",
  "category": "Developer Tools",
  "slug": "jenkinsci/mcp-server-plugin",
  "stars": 112,
  "pushed": "2026-09-25"
 },
 {
  "name": "Jupyter MCP",
  "url": "https://github.com/datalayer/jupyter-mcp-server",
  "desc": "Jupyter notebook cell execution",
  "tag": "Python",
  "tab": "servers",
  "category": "Developer Tools",
  "slug": "datalayer/jupyter-mcp-server",
  "stars": 1287,
  "pushed": "2026-09-27"
 },
 {
  "name": "Klavis",
  "url": "https://github.com/Klavis-AI/klavis",
  "desc": "Self-hostable MCP server platform with OAuth and hosted integrations",
  "tag": "Python",
  "tab": "servers",
  "category": "Developer Tools",
  "slug": "Klavis-AI/klavis",
  "stars": 5812,
  "pushed": "2026-06-01"
 },
 {
  "name": "kubectl MCP",
  "url": "https://github.com/rohitg00/kubectl-mcp-server",
  "desc": "Natural-language kubectl operations (CNCF listed)",
  "tag": "Python",
  "tab": "servers",
  "category": "Developer Tools",
  "slug": "rohitg00/kubectl-mcp-server",
  "stars": 961,
  "pushed": "2026-04-08"
 },
 {
  "name": "MartinLoop MCP",
  "url": "https://github.com/Keesan12/martin-loop/tree/main/packages/mcp",
  "desc": "Governed agent runtime with budget caps, verifier gates and inspectable runs",
  "tag": "TypeScript",
  "tab": "servers",
  "category": "Developer Tools",
  "slug": "Keesan12/martin-loop",
  "stars": 411,
  "pushed": "2026-09-28"
 },
 {
  "name": "MCP Context Forge",
  "url": "https://github.com/IBM/mcp-context-forge",
  "desc": "Official IBM MCP gateway federating MCP, A2A and REST tools",
  "tag": "Python",
  "tab": "servers",
  "category": "Developer Tools",
  "slug": "IBM/mcp-context-forge",
  "stars": 4540,
  "pushed": "2026-09-28"
 },
 {
  "name": "mcp-proxy",
  "url": "https://github.com/sparfenyuk/mcp-proxy",
  "desc": "Bridge between Streamable HTTP and stdio MCP transports",
  "tag": "Python",
  "tab": "servers",
  "category": "Developer Tools",
  "slug": "sparfenyuk/mcp-proxy",
  "stars": 2765,
  "pushed": "2026-07-20"
 },
 {
  "name": "mcp-remote",
  "url": "https://github.com/geelen/mcp-remote",
  "desc": "Bridge stdio-only MCP clients to remote HTTP or SSE servers",
  "tag": "TypeScript",
  "tab": "servers",
  "category": "Developer Tools",
  "slug": "geelen/mcp-remote",
  "stars": 1605,
  "pushed": "2026-09-21"
 },
 {
  "name": "mcpo",
  "url": "https://github.com/open-webui/mcpo",
  "desc": "MCP-to-OpenAPI proxy that exposes MCP servers as REST endpoints",
  "tag": "Python",
  "tab": "servers",
  "category": "Developer Tools",
  "slug": "open-webui/mcpo",
  "stars": 4385,
  "pushed": "2026-05-17"
 },
 {
  "name": "MetaMCP",
  "url": "https://github.com/metatool-ai/metamcp",
  "desc": "MCP aggregator, orchestrator and gateway in one container",
  "tag": "TypeScript",
  "tab": "servers",
  "category": "Developer Tools",
  "slug": "metatool-ai/metamcp",
  "stars": 2693,
  "pushed": "2026-06-22"
 },
 {
  "name": "n8n MCP",
  "url": "https://github.com/czlonkowski/n8n-mcp",
  "desc": "Node docs and workflow building for n8n automations",
  "tag": "TypeScript",
  "tab": "servers",
  "category": "Developer Tools",
  "slug": "czlonkowski/n8n-mcp",
  "stars": 23012,
  "pushed": "2026-09-28"
 },
 {
  "name": "Nx MCP",
  "url": "https://github.com/nrwl/nx-console/tree/master/apps/nx-mcp",
  "desc": "Official Nx monorepo workspace graph and generator context server",
  "tag": "TypeScript",
  "tab": "servers",
  "category": "Developer Tools",
  "slug": "nrwl/nx-console",
  "stars": 1413,
  "pushed": "2026-09-28"
 },
 {
  "name": "octocode-mcp",
  "url": "https://github.com/bgauryy/octocode-mcp",
  "desc": "Code research across GitHub repos and packages for coding agents",
  "tag": "TypeScript",
  "tab": "servers",
  "category": "Developer Tools",
  "slug": "bgauryy/octocode-mcp",
  "stars": 945,
  "pushed": "2026-09-27"
 },
 {
  "name": "OrcaReplay",
  "url": "https://github.com/Continuum-AI-Corp/OrcaReplay",
  "desc": "Read an agent's own recorded runs and replay them offline with no model call",
  "tag": "TypeScript",
  "tab": "servers",
  "category": "Developer Tools",
  "slug": "Continuum-AI-Corp/OrcaReplay",
  "stars": 269,
  "pushed": "2026-09-28"
 },
 {
  "name": "Postman MCP",
  "url": "https://github.com/postmanlabs/postman-mcp-server",
  "desc": "Official Postman API collections server",
  "tag": "TypeScript",
  "tab": "servers",
  "category": "Developer Tools",
  "slug": "postmanlabs/postman-mcp-server",
  "stars": 316,
  "pushed": "2026-09-22"
 },
 {
  "name": "Probe",
  "url": "https://github.com/buger/probe",
  "desc": "Semantic code search over large codebases with ripgrep and tree-sitter",
  "tag": "Rust",
  "tab": "servers",
  "category": "Developer Tools",
  "slug": "buger/probe",
  "stars": 720,
  "pushed": "2026-09-22"
 },
 {
  "name": "Repomix",
  "url": "https://github.com/yamadashy/repomix",
  "desc": "Packs a repository into an AI-friendly file, with built-in MCP server",
  "tag": "TypeScript",
  "tab": "servers",
  "category": "Developer Tools",
  "slug": "yamadashy/repomix",
  "stars": 28517,
  "pushed": "2026-09-28"
 },
 {
  "name": "SandBase Harness",
  "url": "https://github.com/sandbaseai/sandbase-harness",
  "desc": "Self-hosted MCP runtime with sandboxing, permissions and audit replay",
  "tag": "TypeScript",
  "tab": "servers",
  "category": "Developer Tools",
  "slug": "sandbaseai/sandbase-harness",
  "stars": 675,
  "pushed": "2026-09-28"
 },
 {
  "name": "Sentry MCP",
  "url": "https://github.com/getsentry/sentry-mcp",
  "desc": "Official Sentry error and performance tracking",
  "tag": "TypeScript",
  "tab": "servers",
  "category": "Developer Tools",
  "slug": "getsentry/sentry-mcp",
  "stars": 867,
  "pushed": "2026-09-28"
 },
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  "name": "Serena",
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  "name": "Portainer MCP",
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  "name": "Tencent CloudBase AI Toolkit",
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  "name": "Terraform MCP",
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  "name": "Vercel Next DevTools MCP",
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  "name": "Asana MCP",
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  "name": "Clera",
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  "name": "Coda MCP",
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  "name": "monday.com MCP",
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  "name": "Notion MCP",
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  "name": "Orbit MCP",
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  "name": "Outlook MCP",
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  "name": "Plane MCP",
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  "name": "Slack MCP",
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  "name": "Apify MCP",
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  "name": "arXiv MCP",
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  "desc": "Search arXiv papers and read full LaTeX sections",
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  "desc": "Official Brave Search API",
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  "name": "Context7 MCP",
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  "name": "MarkItDown MCP",
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