Mcp Servers
> MCP servers.
## about
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HOTTESTthis week
High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in milliseconds. 158 languages, sub-ms queries, 99% fewer tokens. Single static binary, zero dependencies.
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A powerful MCP toolkit for coding, providing semantic retrieval and editing capabilities - the IDE for your agent
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Codebase intelligence for AI and humans: code health scores, auto-generated docs, git analytics, dead code detection, and architectural decisions via MCP.
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radarThe missing open-source Kubernetes UI with a built-in MCP server for AI agents. See what's broken, why, and what changed. Issues, Topology, event timeline, Helm, GitOps, live service traffic, and cluster audits - all in one Go binary.
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agent-deviceMobile app automation and verification for AI coding agents. CLI, MCP server, and typed Node.js API for iOS, Android, HarmonyOS, TV, web, macOS, and Linux.
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baserowBuild databases, automations, apps & agents with AI — no code. Open source platform available on cloud and self-hosted. GDPR, HIPAA, SOC 2 compliant. Best Airtable alternative.
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mobile-mcpModel Context Protocol Server for Mobile Automation and Scraping (iOS, Android, Emulators, Simulators and Real Devices)
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bernsteinDeterministic orchestrator for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). No model in the coordination loop, so parallel runs in per-task git worktrees replay byte-identically. Signed lineage plus an opt-in HMAC audit chain a reviewer checks offline. Cluster mode, air-gap deploy. Status: beta. https://bernstein.run
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figma-mcp-goFigma MCP for free users — no rate limits, full read/write, text to designs, designs to code
ALL REPOS256 of 256 repos
19 of 19 categories
▼ CATEGORIESall selected
sort:
| repo | stars | 7d |
|---|---|---|
codebase-memory-mcp Developer Tools | 40.7k | +1,211 |
blender-mcp Art & Culture | 26.3k | +281 |
serena Coding Agents | 28.5k | +278 |
playwright-mcp Browser Automation | 36.5k | +212 |
repowise Developer Tools | 6.2k | +185 |
radar Developer Tools | 3.1k | +120 |
davinci-resolve-mcp Art & Culture | 2.3k | +102 |
agent-device Developer Tools | 4.2k | +90 |
baserow Databases | 5.7k | +77 |
mobile-mcp Developer Tools | 6.0k | +70 |
bernstein Coding Agents | 998 | +67 |
markdownify-mcp Data Science Tools | 3.0k | +66 |
figma-mcp-go Developer Tools | 1.2k | +65 |
genai-toolbox Databases | 16.3k | +63 |
DesktopCommanderMCP Coding Agents | 9.4k | +55 |
firecrawl-mcp-server Browser Automation | 7.3k | +53 |
figwright Architecture & Design | 594 | +45 |
kubernetes-mcp-server Cloud Platforms | 2.0k | +44 |
Figma-Context-MCP Developer Tools | 15.7k | +42 |
mindsdb Aggregators | 39.6k | +40 |
magic-mcp Developer Tools | 5.7k | +39 |
telegram-mcp Communication | 1.5k | +36 |
mcp-server-excel Developer Tools | 570 | +31 |
mcp Browser Automation | 7.0k | +28 |
aseprite-mcp Art & Culture | 452 | +28 |
whatsapp-mcp Communication | 6.2k | +26 |
excel-mcp-server Developer Tools | 4.1k | +24 |
mcp-server-mysql Databases | 2.1k | +24 |
ssh-mcp Coding Agents | 655 | +24 |
claude-task-master Developer Tools | 28.0k | +21 |
mcp-server-chart Customer Data Platforms | 4.3k | +21 |
mcp-server-cloudflare Cloud Platforms | 4.1k | +20 |
postgres-mcp Databases | 3.2k | +20 |
arcadedb Databases | 1.1k | +18 |
mcp Cloud Platforms | 9.6k | +17 |
shadcn-ui-mcp-server Developer Tools | 3.0k | +17 |
stack-chan Embedded System | 1.7k | +16 |
metatool-app Aggregators | 2.6k | +15 |
git-mcp Developer Tools | 8.3k | +14 |
jupyter-mcp-server Data Science Tools | 1.3k | +14 |
ms-365-mcp-server Communication | 935 | +14 |
opentabs Aggregators | 917 | +13 |
firefox-devtools-mcp Browser Automation | 376 | +13 |
biomcp Biology, Medicine and BioinformaticsSearch & Data Extraction | 608 | +12 |
embedded-debugger-mcp Embedded System | 161 | +12 |
MCPJungle Aggregators | 1.2k | +11 |
dingo Data Science Tools | 748 | +11 |
mcp-redis Databases | 602 | +11 |
agenticmail Communication | 208 | +11 |
MeiGen-AI-Design-MCP Art & Culture | 1.7k | +10 |
mcp-server-qdrant Databases | 1.5k | +10 |
token-optimizer-mcp Developer Tools | 497 | +10 |
CloudBase-AI-ToolKit Cloud Platforms | 1.1k | +9 |
mcp-nixos Developer Tools | 808 | +9 |
mcp-server-kubernetes Cloud Platforms | 1.6k | +8 |
ros-mcp-server Developer Tools | 1.4k | +8 |
mysql_mcp_server Databases | 1.4k | +8 |
intlayer Coding Agents | 806 | +8 |
agent-lsp Developer Tools | 116 | +8 |
mcp-language-server Developer Tools | 1.6k | +7 |
quackback Customer Data Platforms | 242 | +7 |
ios-simulator-mcp Developer Tools | 2.1k | +6 |
slack-mcp-server Communication | 1.8k | +6 |
anyquery Aggregators | 1.8k | +6 |
cupertino Developer Tools | 834 | +6 |
toolport Aggregators | 187 | +6 |
container-use Code Execution | 4.0k | +5 |
token-savior Developer Tools | 1.1k | +5 |
octocode-mcp Developer Tools | 920 | +5 |
mcp-clickhouse Databases | 858 | +5 |
mcp-ssh-manager Command Line | 458 | +5 |
mcpproxy-go Aggregators | 323 | +5 |
search-console-mcp Customer Data Platforms | 277 | +5 |
anythingmcp Aggregators | 183 | +5 |
email-mcp Communication | 101 | +5 |
kubefwd Cloud Platforms | 4.2k | +4 |
supabase-mcp Databases | 2.9k | +4 |
Agent-MCP Coding Agents | 1.3k | +4 |
manim-mcp-server Art & Culture | 637 | +4 |
yutu Browser Automation | 621 | +4 |
agent Aggregators | 490 | +4 |
db-mcp-server Databases | 415 | +4 |
mac_messages_mcp Communication | 318 | +4 |
apple-health-mcp-server Biology, Medicine and Bioinformatics | 257 | +4 |
portainer-mcp Cloud Platforms | 221 | +4 |
mcp-server-apple-reminders Browser Automation | 187 | +4 |
safari-mcp Browser Automation | 176 | +4 |
terraform-mcp-server Cloud Platforms | 1.5k | +3 |
mcp-google-sheets Databases | 987 | +3 |
fetch-mcp Developer Tools | 815 | +3 |
next-devtools-mcp Developer Tools | 813 | +3 |
auto-browser Browser Automation | 774 | +3 |
mcp-pointer Developer Tools | 595 | +3 |
joinly Communication | 564 | +3 |
gateway Databases | 547 | +3 |
discord-mcp Communication | 459 | +3 |
mcp-alchemy Databases | 418 | +3 |
claude-skills-mcp Aggregators | 398 | +3 |
browser-control-mcp Browser Automation | 318 | +3 |
kolibri Developer Tools | 279 | +3 |
MaxMSP-MCP-Server Coding Agents | 265 | +3 |
mcp-echarts Customer Data Platforms | 262 | +3 |
bilibili-mcp-js Browser Automation | 192 | +3 |
hub-mcp Developer Tools | 162 | +3 |
excalidraw-architect-mcp Architecture & Design | 146 | +3 |
neurolink Aggregators | 124 | +3 |
mcp-playwright Browser Automation | 5.6k | +2 |
reactuse Delivery | 1.0k | +2 |
k8m Cloud Platforms | 874 | +2 |
line-bot-mcp-server Communication | 770 | +2 |
rustunnel Developer Tools | 651 | +2 |
dbt-mcp Data Platforms | 599 | +2 |
mcp-server-youtube-transcript Browser Automation | 584 | +2 |
mcp-pandoc Developer Tools | 578 | +2 |
prometheus-mcp-server Databases | 513 | +2 |
web-search Browser Automation | 467 | +2 |
octocode Developer Tools | 452 | +2 |
bazi-mcp Art & Culture | 424 | +2 |
mcp-teams-server Communication | 394 | +2 |
mcp-server-apple-shortcuts Browser Automation | 344 | +2 |
addon-mcp Developer Tools | 268 | +2 |
mcp-server-milvus Databases | 242 | +2 |
vexor Developer Tools | 239 | +2 |
gograph Developer Tools | 212 | +2 |
mcp-shell-server Coding Agents | 189 | +2 |
k8s-mcp-server Cloud Platforms | 180 | +2 |
mcp-server-apache-airflow Developer Tools | 176 | +2 |
mockd Developer Tools | 144 | +2 |
owlex Coding Agents | 138 | +2 |
posecode Architecture & Design | 109 | +2 |
semiotic Data Visualization | 2.7k | +1 |
codemcp Coding Agents | 1.6k | +1 |
emailmd Communication | 1.3k | +1 |
kubectl-mcp-server Cloud Platforms | 955 | +1 |
browser-use-mcp-server Browser Automation | 843 | +1 |
mcp-server-docker Developer Tools | 740 | +1 |
mcp-mermaid Customer Data Platforms | 626 | +1 |
iterm-mcp Coding Agents | 568 | +1 |
claude-debugs-for-you Developer Tools | 514 | +1 |
docker-mcp Developer Tools | 500 | +1 |
flyto-core Developer Tools | 480 | +1 |
gk-cli Developer Tools | 447 | +1 |
blockrun-mcp Aggregators | 392 | +1 |
vscode-mcp-server Coding Agents | 390 | +1 |
network-sketcher Architecture & Design | 385 | +1 |
telegram-mcp Communication | 344 | +1 |
jetbrains-index-mcp-plugin Developer Tools | 323 | +1 |
MCP-Server-Playwright Browser Automation | 299 | +1 |
video-editing-mcp Art & Culture | 288 | +1 |
xiyan_mcp_server Databases | 242 | +1 |
mcp-twikit Communication | 235 | +1 |
comfy-pilot Art & Culture | 231 | +1 |
HealthChain Biology, Medicine and Bioinformatics | 222 | +1 |
mcp-text-editor Developer Tools | 199 | +1 |
dash-mcp-server Developer Tools | 178 | +1 |
jmap-mcp Communication | 176 | +1 |
mcp-confluent Databases | 167 | +1 |
mcp Developer Tools | 151 | +1 |
WebReaper Browser Automation | 145 | +1 |
leetcode-mcp-server Coding Agents | 140 | +1 |
eval-view Developer Tools | 129 | +1 |
alibaba-cloud-ops-mcp-server Cloud Platforms | 127 | +1 |
roundtable AggregatorsCoding Agents | 122 | +1 |
chronulus-mcp Data Science Tools | 112 | +1 |
medical-mcp Biology, Medicine and Bioinformatics | 109 | +1 |
mcgravity Aggregators | 103 | +1 |
mcp-gopls Developer Tools | 100 | +1 |
trace-mcp Developer Tools | 100 | +1 |
mcp-shrimp-task-manager Developer Tools | 2.1k | |
web-eval-agent Browser Automation | 1.2k | |
mcp-neo4j Databases | 979 | |
cli Databases | 664 | |
wren-engine Databases | 663 | |
mcp-link Developer Tools | 624 | |
mcp-server-neon Databases | 624 | |
figma-use Developer Tools | 591 | |
chroma-mcp Databases | 587 | |
pgmcp Databases | 540 | |
airtable-mcp-server Databases | 455 | |
edgeone-pages-mcp Developer Tools | 433 | |
mcp-k8s-go Cloud Platforms | 386 | |
xcode-mcp-server Developer Tools | 385 | |
tfmcp Cloud Platforms | 371 | |
app-store-connect-mcp-server Developer Tools | 331 | |
mcp-server-simulator-ios-idb Developer Tools | 309 | |
mcp-claude-code Developer Tools | 304 | |
elasticsearch-mcp-server Databases | 303 | |
FileScopeMCP Developer Tools | 301 | |
mcp Databases | 296 | |
rust-docs-mcp-server Developer Tools | 293 | |
mcp-mongo-server Databases | 284 | |
firebase-mcp Databases | 248 | |
mysql_mcp_server_pro Databases | 247 | |
Figma-Flutter-MCP Developer Tools | 245 | |
mindmap-mcp-server Developer Tools | 236 | |
mcp-server-commands Coding Agents | 231 | |
BifrostMCP Developer Tools | 224 | |
k8s-mcp-server Cloud Platforms | 213 | |
mongodb-lens Databases | 206 | |
claude-mermaid Developer Tools | 202 | |
openapi-mcp Code Execution | 194 | |
playwright-plus-python-mcp Browser Automation | 189 | |
isaac-sim-mcp Art & Culture | 186 | |
aws-mcp-server Cloud Platforms | 185 | |
mcp-snowflake-server Databases | 185 | |
mcp-access-point Aggregators | 183 | |
openclaw-mcp Coding Agents | 183 | |
mcp-server-duckdb Databases | 178 | |
cli-mcp-server Coding Agents | 177 | |
mongo-mcp Databases | 175 | |
mcp-rubber-duck Coding Agents | 175 | |
mcp-server-langfuse Developer Tools | 173 | |
comet-mcp Browser Automation | 167 | |
ai-distiller Developer Tools | 166 | |
mcp-server-weaviate Databases | 162 | |
mcp-server-atlassian-bitbucket Developer Tools | 160 | |
postman-mcp-server Developer Tools | 159 | |
alibabacloud-tablestore-mcp-server Databases | 157 | |
node-code-sandbox-mcp Code Execution | 157 | |
gtasks-mcp Communication | 157 | |
website-downloader Developer Tools | 157 | |
esp-mcp Embedded System | 155 | |
OpenDataMCP Customer Data Platforms | 155 | |
mcp-pinecone Databases | 150 | |
mcp-k8s Cloud Platforms | 150 | |
kom Cloud Platforms | 149 | |
mcp-bigquery-server Databases | 146 | |
magg Aggregators | 142 | |
pluggedin-mcp-proxy Aggregators | 135 | |
fhir-mcp-server Biology, Medicine and Bioinformatics | 132 | |
jupyter-notebook-mcp Data Science Tools | 131 | |
mcp-server-bigquery Databases | 129 | |
augments-mcp-server Developer Tools | 127 | |
mcp-sqlite Databases | 126 | |
mcp-package-version Developer Tools | 122 | |
discogs-mcp-server Art & Culture | 120 | |
mcp-trino Databases | 119 | |
sourcerer-mcp Developer Tools | 119 | |
GoSQLX Developer Tools | 111 | |
lldb-mcp Developer Tools | 111 | |
openai-gpt-image-mcp Aggregators | 109 | |
sqlite-explorer-fastmcp-mcp-server Databases | 107 | |
mcpProxy Developer Tools | 966 | -1 |
openapi-mcp-server Developer Tools | 899 | -1 |
supabase-mcp-server Databases | 829 | -1 |
mcp-server-data-exploration Data Science Tools | 544 | -1 |
droidmind Developer Tools | 429 | -1 |
open-mcp Aggregators | 367 | -1 |
opik-mcp Developer Tools | 217 | -1 |
code-assistant Coding Agents | 178 | -1 |
mcp-mysql-server Databases | 167 | -1 |
codex-control-plane-mcp Coding Agents | 121 | -1 |
CodeMCP Developer Tools | 108 | -1 |
mcp-server-browserbase Browser Automation | 3.4k | -2 |
mcp-observatory Developer Tools | 158 | -18 |
monitor Developer Tools | 1.3k | -34 |