MCP Servers
Model Context Protocol servers that give AI agents access to tools and data — sourced from the official MCP registry and ranked by GitHub stars.
MCP server for Atlassian Bitbucket Data Center - interact with repositories and code
MCP server for Atlassian Confluence Data Center - access and manage content
MCP server for Atlassian Jira Data Center - search, view, and create issues
oraclemcp
Engine-free, governed Oracle Database MCP server with a fail-closed SQL guard (unofficial).
io.github.Murugarajr/ohm-mcp
AST-based Python refactoring MCP server with safe automated refactorings and rollback
io.github.Musaraf-M/sentinal-mcp
Redis health, BullMQ queue monitoring, memory analysis, and slow query diagnostics
Agent context flight recorder: restore after compaction, fan-out packs, signed git-bound receipts.
mcp-broker
Local MCP broker that exposes one compact entry for many upstream servers.
Swagger MCP Bridge
Spring Boot example that exposes SpringDoc OpenAPI operations as safe MCP tools.
Neo — AI/ML Engineering
AI/ML engineering MCP server for Neo — submit tasks, track execution, and retrieve outputs.
io.github.NeoDrew/chromeflow
Lets Claude Code or Codex CLI drive your real Chrome — sessions intact, 28 browser tools.
ABAPilot
ABAP MCP connector for SAP ECC and on-premise S/4HANA. Requires a licensed ABAPilot backend.
9 MCP servers for React/TypeScript — dep auditing, a11y, test gen, and TypeScript enforcement.
io.github.NodeDex/nodedex
Your project's decision history for agents: decisions, dead-ends, constraints - queryable, local.
projectmind
Persistent project memory for AI coding agents: one compact digest instead of re-reading the repo.
io.github.NotHarshhaa/devops-mcp
Unified MCP server for Kubernetes, ArgoCD, Prometheus, PagerDuty, and Loki
io.github.Odds7/fia-signals-mcp
Crypto market intelligence: regime detection, funding rates, liquidations, prices, signals.
io.github.OnChainAIIntel/pqs-mcp-server
PQS scores any prompt before the model runs. 8 dimensions. 5 frameworks. Pre-flight, not post-hoc.
mneme Record
Vault-native, accountable memory for Claude Code and MCP clients. Markdown is ground truth.
Local Beta bridge for governed openadapt-flow workflows and attended actions.
Automate Google Ad Manager: campaigns, line items, creatives, inventory, reporting — 51 tools.
zotio
Zotero MCP server: local-first search, library checks, and preview-first writes for AI agents.
TablaCognita
MCP-native collaborative markdown editor with real-time AI document editing
DICOMweb MCP Server
MCP server exposing a DICOMweb DICOM archive to AI assistants via QIDO-RS and WADO-RS.
MCP server for the Google AdMob API — apps, ad units, mediation, and revenue reports
io.github.PaulieB14/graph-polymarket-mcp
Query Polymarket prediction markets via The Graph — 20 tools, 8 subgraphs
FFmpeg video/audio tools: cut, convert, concat, remove silence, and raw commands.
io.github.Pollamin/opendock
MCP for the Opendock Neutron API.
dbt-plan
Predicts the DDL a dbt change will execute, before you run it. Reads files, not the warehouse.
io.github.ProgenyAlpha/lurk
Reddit reader for LLMs — full comment trees, 94% fewer tokens, one binary