cafferychen777/ChatSpatial B MCP Server Active
cafferychen777/ChatSpatial
MCP server for spatial transcriptomics analysis with 60+ integrated methods covering cell annotation, deconvolution, spatial statistics, and visualization.
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Browse all Model Context Protocol servers with quality scores, stars, languages and maintenance activity.
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SecurityRonin/docx-mcp B MCP Server Active
SecurityRonin/docx-mcp
Read and edit Word (.docx) documents with track changes, comments, footnotes, and structural validation. The only MCP server combining w:ins/w:del tracked changes, threaded comments, and footnotes with OOXML-level paraId validation and document auditing. 18 tools, Python 3.10+.
wende/cicada B MCP Server Active
wende/cicada
Code Intelligence for Elixir: module search, function tracking, and PR attribution through tree-sitter AST parsing
AceDataCloud/MCPSuno B MCP Server Active
AceDataCloud/SunoMCP
Suno AI music generation, lyrics, covers, and vocal extraction via Ace Data Cloud API.
logly/mureo B MCP Server Active
logly/mureo
Framework for AI agents (Claude Code, Cursor, Codex, Gemini) to operate Google Ads, Meta Ads, and Search Console. Grounded in a local STRATEGY.md — not metric-chasing. Defense-in-depth security, local-first. Apache 2.0.
religa/multi-mcp B MCP Server Active
religa/multi_mcp
Parallel multi-model code review, security analysis, and AI debate with ChatGPT, Claude, and Gemini. Orchestrates multiple LLMs for compare, consensus, and OWASP Top 10 security checks.
Abhigyan-Shekhar/Waggle-mcp B MCP Server Active
Abhigyan-Shekhar/Waggle-mcp
Persistent graph memory for AI agents. Drop a conversation turn in via `observe_conversation()` and facts are auto-extracted, stored as typed graph nodes with local semantic embeddings (no API key). Supports temporal queries ("what did we decide last week?"), conflict detection, and context priming. One-command setup with `waggle-mcp init`. SQLite locally, Neo4j in production.
zboralski/ida-headless-mcp B MCP Server Maintained
zboralski/ida-headless-mcp
Headless IDA Pro binary analysis via MCP. Multi-session concurrency with Go orchestration and Python workers. Supports Il2CppDumper and Blutter metadata import for Unity and Flutter reverse engineering.
BV-Venky/excalidraw-architect-mcp B MCP Server Maintained
BV-Venky/excalidraw-architect-mcp
Generate beautiful Excalidraw architecture diagrams with auto-layout, architecture-aware component styling, and stateful editing. 50+ technology mappings including databases, message queues, caches, and more. No API keys required.
memgraph/mcp-memgraph B MCP Server Active
memgraph/ai-toolkit/integrations/mcp-memgraph
Memgraph MCP Server - includes a tool to run a query against Memgraph and a schema resource.
pminervini/deep-research-mcp B MCP Server Active
pminervini/deep-research-mcp
Deep research MCP server for OpenAI Responses API or Open Deep Research (smolagents), with web search and code interpreter support.
kimtth/mcp-aoai-web-browsing B MCP Server Active
kimtth/mcp-aoai-web-browsing
A `minimal` server/client MCP implementation using Azure OpenAI and Playwright.
Perseus-Computing-LLC/perseus B MCP Server Active
Perseus-Computing-LLC/perseus
Local-first live context engine and MCP server. Pre-resolves git, services, tests, and memory into a ready context briefing at session start (compile-before-context). MIT, PyPI: perseus-ctx.
ccf/agentcairn B MCP Server Active
ccf/agentcairn
Local-first agent memory: a plain-Markdown Obsidian vault is the source of truth, with a rebuildable DuckDB index for hybrid BM25 + vector + graph recall. Non-lossy capture with secret redaction; works across Claude Code, Codex, Cursor, and any MCP host. `uvx agentcairn`
xmpuspus/cloudwright B MCP Server Active
xmpuspus/cloudwright
Natural-language cloud architecture intelligence for AWS, GCP, Azure, and Databricks. 19 tools for architecture design, cost estimation, compliance validation (HIPAA, SOC 2, FedRAMP, GDPR, PCI-DSS, Well-Architected), security scanning, Terraform/CloudFormation export, and blast-radius analysis.
UPinar/contrastapi B MCP Server Active
UPinar/contrastapi
Security intelligence API with 31 MCP tools for CVE/EPSS/KEV lookup, domain recon (DNS/WHOIS/SSL/subdomains/CT logs), IOC/threat intel, OSINT (email/phone/username), and code security scanning (secrets, injection). Free 100 req/hr.
john-broadway/proximo B MCP Server Active
john-broadway/proximo
All four Proxmox surfaces — VE, Backup Server, Mail Gateway, Datacenter Manager — plus in-container exec on one audited control plane. Every mutation dry-runs to a PLAN with its blast radius named, snapshots first where the platform can, and lands in a hash-chained tamper-evident audit ledger. 365 tools, read-only by default. `uvx proximo-proxmox`
TonyWang-hub/mcp-cn-commerce B MCP Server Active
TonyWang-hub/mcp-cn-commerce
Read-only merchant data connector for 8 Chinese e-commerce platforms — Tmall/Taobao, JD.com, Pinduoduo, Douyin Shop + Qianchuan ads, Kuaishou, Xiaohongshu, and WeChat Store. Orders, products, after-sales, inventory, and ad reports for AI agents. Published on the official MCP Registry. Install via `pip install mcp-cn-commerce`.
msaad00/agent-bom B MCP Server Active
msaad00/agent-bom
AI supply chain security scanner with 18 MCP tools. Auto-discovers 20 MCP clients, scans dependencies for CVEs (OSV/NVD/EPSS/CISA KEV), maps blast radius from vulnerabilities to exposed credentials and tools, runs CIS benchmarks, generates CycloneDX/SPDX SBOMs, and enforces compliance across OWASP LLM Top 10, MITRE ATLAS, NIST AI RMF, and EU AI Act.
ahmetsbilgin/finbrain-mcp B MCP Server Official Active
ahmetsbilgin/finbrain-mcp
Access institutional-grade alternative financial data directly in your LLM workflows.
Sugra-Systems/sugra-api-mcp B MCP Server Official Active
Sugra-Systems/sugra-api-mcp
Connector between LLM agents and world data - 1,500+ endpoints aggregating 160+ primary sources across 36 data domains: markets, macroeconomics, company fundamentals, government, news, climate, maritime, and entity screening. Install via `pip install sugra-api-mcp` or hosted at app.sugra.ai/mcp.
FoundryNet/mint-mcp B MCP Server Official Active
FoundryNet/mint-mcp
MINT Protocol — universal work attestation for autonomous agents. Cryptographically attest, verify, rate, and discover agent work to build portable, on-chain trust and reputation across the agent economy. 6 tools.
MarkusPfundstein/mcp-obsidian C MCP Server Stale
MarkusPfundstein/mcp-obsidian
Interacting with Obsidian via REST API
apecloud/ApeRAG C MCP Server Stale
apecloud/ApeRAG
Production-ready RAG platform combining Graph RAG, vector search, and full-text search. Best choice for building your own Knowledge Graph and for Context Engineering
wso2/fhir-mcp-server C MCP Server Maintained
wso2/fhir-mcp-server
Model Context Protocol server for Fast Healthcare Interoperability Resources (FHIR) APIs. Provides seamless integration with FHIR servers, enabling AI assistants to search, retrieve, create, update, and analyze clinical healthcare data with SMART-on-FHIR authentication support.
aliyun/alibaba-cloud-ops-mcp-server C MCP Server Official Stale
aliyun/alibaba-cloud-ops-mcp-server
A MCP server that enables AI assistants to operation resources on Alibaba Cloud, supporting ECS, Cloud Monitor, OOS and widely used cloud products.
rishijatia/fantasy-pl-mcp C MCP Server Active
rishijatia/fantasy-pl-mcp
An MCP server for real-time Fantasy Premier League data and analysis tools.
ammawla/encode-toolkit C MCP Server Active
ammawla/encode-toolkit
MCP server and Claude Plugin for a full ENCODE Project genomic data and analysis toolkit — search, download, track, and analyze functional genomics experiments.
PsChina/deepseek-as-subagent C MCP Server Active
PsChina/deepseek-as-subagent
Run DeepSeek as a real sub-agent inside Claude Code / Codex CLI. DeepSeek gets its own 7-tool agent loop (Read/Write/Edit/Bash/Glob/Grep/NotebookEdit) in a sandboxed workspace, not just a single LLM call. Includes token-based command sandbox, pre-flight web-search pattern, and cross-platform installer.
kitao/pyxel-mcp C MCP Server Active
kitao/pyxel-mcp
MCP server for [Pyxel](https://github.com/kitao/pyxel) retro game engine, enabling AI to run, capture screenshots, inspect sprites, and analyze audio of Pyxel games.
Pradumnasaraf/aviationstack-mcp C MCP Server Active
Pradumnasaraf/aviationstack-mcp
An MCP server using the AviationStack API to fetch real-time flight data including airline flights, airport schedules, future flights and aircraft types.
Shweta-Mishra-ai/tokenmizer C MCP Server Active
Shweta-Mishra-ai/tokenmizer
Graph-structured session memory for LLMs. Local OpenAI-compatible proxy that extracts tasks, decisions, and files into a typed knowledge graph, auto-checkpoints before context overflow, and resumes any session in ~250 tokens. 6 MCP tools including `why_decision` (traces why a decision changed, with reasons and evidence). `pip install tokenmizer`
damientilman/mailchimp-mcp-server C MCP Server Active
damientilman/mailchimp-mcp-server
Mailchimp Marketing API integration with 53 tools for managing campaigns, audiences, reports, automations, landing pages, e-commerce data, and batch operations.
kerbelp/metatron C MCP Server Active
kerbelp/metatron
Self-hosted codebase priors and conventions server. Captures codebase design patterns, conventions, and implementation decisions from git history and developer feedback, serving them to coding agents to ensure local project standards are followed.
zb-ss/servonaut C MCP Server Active
zb-ss/servonaut
Manage AWS EC2, Hetzner, OVH and custom SSH servers: run commands, fetch logs, CloudWatch/CloudTrail queries, fleet health snapshots, IP banning, S3 — with readonly/standard/dangerous guard tiers and a JSONL audit trail.
SaravananJaichandar/world-model-mcp C MCP Server Active
SaravananJaichandar/world-model-mcp
Temporal knowledge graph for codebases. Captures decision traces, links test failures to code changes, learns co-edit patterns, predicts regression risk, and enforces learned constraints at the edit boundary via a PreToolUse hook. 22 MCP tools, 9 SQLite databases with FTS5, supports Python/TypeScript/JavaScript/Solidity/Go/Rust/Java. Install via `pip install world-model-mcp`.
crystaldba/postgres-mcp C MCP Server Stale
crystaldba/postgres-mcp
All-in-one MCP server for Postgres development and operations, with tools for performance analysis, tuning, and health checks
xing5/mcp-google-sheets C MCP Server Stale
xing5/mcp-google-sheets
A Model Context Protocol server for interacting with Google Sheets. This server provides tools to create, read, update, and manage spreadsheets through the Google Sheets API.
neo4j-contrib/mcp-neo4j C MCP Server Stale
neo4j-contrib/mcp-neo4j
Model Context Protocol with Neo4j (Run queries, Knowledge Graph Memory, Manaage Neo4j Aura Instances)
rohitg00/kubectl-mcp-server C MCP Server Stale
rohitg00/kubectl-mcp-server
A Model Context Protocol (MCP) server for Kubernetes that enables AI assistants like Claude, Cursor, and others to interact with Kubernetes clusters through natural language.
effytech/freshdesk-mcp C MCP Server Active
effytech/freshdesk_mcp
MCP server that integrates with Freshdesk, enabling AI models to interact with Freshdesk modules and perform various support operations.
guillochon/mlb-api-mcp C MCP Server Active
guillochon/mlb-api-mcp
MCP server that acts as a proxy to the freely available MLB API, which provides player info, stats, and game information.
ydb/ydb-mcp C MCP Server Official Maintained
ydb-platform/ydb-mcp
MCP server for interacting with [YDB](https://ydb.tech) databases
delimit-ai/delimit C MCP Server Active
delimit-ai/delimit
API governance server that detects breaking changes in OpenAPI specs. Diffs two spec versions, applies configurable policy rules (strict/default/relaxed), and returns structured pass/fail verdicts. 23 change types, 10 breaking. Supports OpenAPI 3.0, 3.1, and Swagger 2.0.
Zhonghao1995/agentic-swmm-workflow C MCP Server Active
Zhonghao1995/agentic-swmm-workflow
Eleven MCP servers exposing a reproducible EPA SWMM stormwater-modelling workflow: model building, simulation runs with manifests and continuity checks, calibration, GIS/QGIS integration, design storms and climate scenarios, uncertainty analysis, plotting, and modelling memory. Config generators included for Codex, Claude Code, OpenClaw, and Hermes.
VonderVuflya/Yggdrasil C MCP Server Active
VonderVuflya/Yggdrasil
Durable, local-first memory for AI coding agents over MCP. Zero-dependency (pure Python + SQLite/FTS5), curated and semantically de-duped — you own the data as plain rows. Works with Claude Code, Codex & any MCP host. `uvx --from yggdrasil-memory ygg mcp`
korovin-aa97/talkthrough-mcp C MCP Server Active
korovin-aa97/talkthrough-mcp
Turn narrated screen recordings (or any local video/audio) into agent-ready data: local Whisper transcript, scene keyframes, OCR, full-text search, and wall-clock anchoring that maps spoken remarks to real timestamps for log correlation. No cloud, no LLM inside. `uvx talkthrough-mcp`.