Development

better-code-review-graph

Requires local install

Community: Submitted by a user or imported; check the owner before granting access

Token-efficient code review knowledge graph: semantic search and call-graph resolution.

mercury-spec-ops

Requires local install

Community: Submitted by a user or imported; check the owner before granting access

Modular MCP server for dynamic prompt generation and software development analysis tools

athena-protocol

Requires local install

Community: Submitted by a user or imported; check the owner before granting access

AI tech lead for coding agents with validation and impact analysis

mcp-icon-visual

Requires local install

Community: Submitted by a user or imported; check the owner before granting access

Search, retrieve, compare, and render SVG icons visually for AI agents.

clipmaster-mcp

Requires local install

Community: Submitted by a user or imported; check the owner before granting access

AI video clipping with ClipMaster (clipmaster.app): clips, exports, scheduling.

mythos-agent

Requires local install

Community: Submitted by a user or imported; check the owner before granting access

Open-source AI security agent: SAST, DAST, and policy-as-code over MCP.

Splitifi Intelligence MCP

Requires local install

Community: Submitted by a user or imported; check the owner before granting access

Outcome predictions and judge profiles from 2,741 ML models trained on 30.3M court records.

crawlforge-mcp-server

Requires local install

Community: Submitted by a user or imported; check the owner before granting access

Web scraping, crawling, deep research & autonomous extraction — 31 MCP tools, clean Markdown/JSON

memento-protocol

Requires local install

Community: Submitted by a user or imported; check the owner before granting access

Persistent memory for AI agents.

savvyscratch

Requires local install

Community: Submitted by a user or imported; check the owner before granting access

MCP server for Savvy Scratch — scratch-off lottery game analysis powered by pro gambler methodology

reddit-mcp-server

Requires local install

Community: Submitted by a user or imported; check the owner before granting access

Reddit MCP Server via Apify

Wick

Requires local install

Community: Submitted by a user or imported; check the owner before granting access

Browser-grade web access for AI agents.

mcp-probe-kit

Requires local install

Community: Submitted by a user or imported; check the owner before granting access

Spec-driven dev workflow MCP: start orchestration, memory, GitNexus, quality gates.

myai-mcp

Requires local install

Community: Submitted by a user or imported; check the owner before granting access

Decentralized AI inference on Base: OpenAI-compatible chat via community GPUs, paid in MYAI

Open-Meteo Weather

Requires local install

Community: Submitted by a user or imported; check the owner before granting access

Current weather and hourly forecasts for any place name, via the free Open-Meteo API.

Auditra

Requires local install

Community: Submitted by a user or imported; check the owner before granting access

Read-only MCP server for WordPress plugin audits: vulnerabilities, bloat, cron, orphaned tables.

OPC-UA MCP Server

Requires local install

Community: Submitted by a user or imported; check the owner before granting access

Read, write, browse, search, and subscribe to live data on an OPC-UA industrial automation server.

AgentSUMO

Requires local install

Community: Submitted by a user or imported; check the owner before granting access

MCP server for LLM-driven SUMO traffic simulation, scenario design, and result analysis.

DeliverKit

Requires local install

Community: Submitted by a user or imported; check the owner before granting access

Plan and verify multi-ecosystem packaging (Linux, Windows, macOS, HarmonyOS) for AI agents.

aikount-mcp

Requires local install

Community: Submitted by a user or imported; check the owner before granting access

Contabilidad española con IA: facturas, gastos por OCR, conciliación bancaria y Modelo 303.

Frappe MCP Server

Requires local install

Community: Submitted by a user or imported; check the owner before granting access

Interact with Frappe/ERPNext sites — document CRUD, search, and whitelisted method calls

ai-quality-gate

Requires local install

Community: Submitted by a user or imported; check the owner before granting access

🚀 Kill the Junior AI Era.

Vox Pop

Requires local install

Community: Submitted by a user or imported; check the owner before granting access

Search 9 public discussion platforms for real opinions.

tmodloader-mcp

Requires local install

Community: Submitted by a user or imported; check the owner before granting access

Drive a running tModLoader (Terraria) instance from an agent: launch, query, screenshot, read state.

plantcv-mcp

Requires local install

Community: Submitted by a user or imported; check the owner before granting access

Plant phenotyping via PlantCV — returns traits plus the segmentation overlay they came from

phylokit-mcp

Requires local install

Community: Submitted by a user or imported; check the owner before granting access

Phylogenetic inference via IQ-TREE 2 — never returns a topology without its support

ldraw-mcp

Requires local install

Community: Submitted by a user or imported; check the owner before granting access

Render LDraw/LEGO models to images with real part geometry via headless Blender + ImportLDraw

jobd

Requires local install

Community: Submitted by a user or imported; check the owner before granting access

Self-hostable GPU-aware job broker: submit, route by VRAM, babysit jobs across machines via MCP.

Data Aggregator

Requires local install

Community: Submitted by a user or imported; check the owner before granting access

Find & fetch research datasets across 17 archives, omics registries, and literature sources.

breedsim-mcp

Requires local install

Community: Submitted by a user or imported; check the owner before granting access

Breeding-scheme simulation via AlphaSimR.