Project Koma
swnotmetal/Project-Koma/koma-gate-mcp
Classify input for prompt injection and out-of-scope content with Koma Gate's LLM-based classifier.
Riza
riza-io/riza-mcp
Arbitrary code execution and tool-use platform for LLMs by Riza
Context Rot Detection
milos-product-maker/context-rot-detection
Monitors agent context health: token utilization, context quality degradation and session fatigue, with 0-100 health scores and recovery recommendations.
Empathy Framework
Smart-AI-Memory/empathy-framework
Five-level AI collaboration system with persistent local-first memory via MemDocs and anticipatory capabilities.
Hey
Sealjay/mcp-hey
Local access to Hey.com email via a cached session: read, search, send, reply and manage the Screener.
Insta
arjun1194/insta-mcp
Instagram analytics: account overviews, posts, followers and following lists, post insights, and search for users, hashtags or places.
Lennys Quotes
bluzername/lennys-quotes
Search Lenny's Podcast transcripts with YouTube timestamps for product management insights on PRDs, strategy and PM careers.
Locust
QAInsights/locust-mcp-server
Performance testing with Locust.
Odbc
OpenLinkSoftware/mcp-odbc-server
Generic database (DBMS) connectivity via ODBC.
Persona Sessions
mattjoyce/mcp-persona-sessions
Structured, persona-driven sessions for interview preparation, personal reflection and coaching, with timers and performance evaluation.
Preflight
preflight-dev/preflight
Catch vague Claude Code prompts before they waste tokens: prompt scorecards, session history search, cross-service contract awareness and cost estimation.
Swift Patterns
efremidze/swift-patterns-mcp
Curated Swift and SwiftUI patterns and real-world code examples from sources like Swift by Sundell and SwiftLee.
vs Token Safer
JSungMin/vs-token-safer
Routes code search through language-server indexes (clangd, Roslyn, tsserver, pyright) instead of grep, plus symbol-level edits and git/p4 output compaction.
AnkusDrive
gchen19/AnkusDrive
Drive a local FreeCAD from an agent: parametric CAD, TechDraw drawings with GD&T, CalculiX FEM, and CFD, thermal, EM and multiphysics simulation.
API Testing
cocaxcode/api-testing-mcp
API testing: per-project environments with variable interpolation, saved collections, multi-step flows, assertions, load testing and OpenAPI mock generation.
Atest
LinuxSuRen/atest-mcp-server
Manage API test suites and test cases with atest.
Clawtouch
tinqiao-oss/clawtouch-mcp
Physical USB HID keyboard and mouse control via a Raspberry Pi Pico 2: move, click, drag, type, key combos and scroll, with a mock mode for testing.
DevDocs
madhan-g-p/DevDocs-MCP
Version-pinned, offline documentation sourced from DevDocs.io.
Edict
Sowiedu/Edict
Agent-oriented programming language: agents emit a JSON AST that the compiler validates, type- and effect-checks, verifies with Z3/SMT and compiles to WASM.
Google Sheets
henilcalagiya/google-sheets-mcp
Google Sheets automation tools.
Mathlas
Archerkattri/mathlas
Math tools for agents: theorem search, PSLQ constant identification, OEIS lookup, Lean kernel checks and applicability checklists.
mneme
TheGoatPsy/mneme
Vault-native, accountable memory for Claude Code: Markdown is the source of truth, with no LLM on the Stop path and redaction before any derived store.
Obsidian Turbocharged
The-40-Thieves/obsidian-tc
Obsidian vault access with role-based access control, native search, multi-vault support, pluggable embeddings and SLSA provenance.
Pipepost
MendleM/Pipepost
Draft SEO-scored articles, cross-post to Dev.to, Ghost, Hashnode, WordPress and Medium, create social posts, add Unsplash covers and submit URLs to IndexNow.
Podium
hoainho/podium-mcp
Mobile E2E testing on macOS: iOS Simulator control, native UI automation, Maestro flows, React Native debugging and WebView DOM inspection.
scan
jacksenechal/scan-mcp
Minimal MCP server for scanner capture (ADF/duplex/page-size); typed tools; JSON Schema–validated I/O; multipage assembly; Node 22 + SANE.
Temporal Cortex Calendar
temporal-cortex/mcp
Calendar middleware for scheduling, multi-calendar availability and conflict-free booking across Google Calendar, Outlook and CalDAV, with RRULE expansion.
ToolForte
IBAN/VAT/BSN checks, Dutch tax and dates, cron, regex, conversions and PDF or screenshot rendering.
Agent Mail Gateway
dominikamann/agent-mail-gateway
Self-hosted email for AI agents: own IMAP/SMTP mailbox per key, allow lists, calendar invites.
Aiseo Audit
agencyenterprise/aiseo-audit
Audit web pages for AI search readiness with evidence-tiered factors and pipeline-stage scores.
Altss Public Profiles
Altssdata/public-client
Search and read bounded published Altss profile summaries with canonical citations. No private data.
Anvil
The-Warl0ck/anvil-mcp
Local physics/chemistry bench as MCP: plain words in, 12-domain simulations out.
ArmorNGlory
ArmorNGlory/armornglory-mcp-server
Shop Christian streetwear: scripture hats, Bible verse tees, hoodies, foam clogs, and faith gifts
belgium
lacausecrypto/mcp-belgium
Single MCP server for Belgian public transport, statistics, open data, and geospatial services.
chunk-invariance
ninadphalak/LLM-Shield-Proxy
Checks whether your streaming redactor leaks a secret split across chunks; writes a pytest for it.
ContextOS
yubinbin32-ops/ContextOS
Context exoskeleton for AI development: reduce token usage and context occupancy.
CONTRI
alphasafal/contri
Is this GitHub issue free to take, is the project alive, will maintainers reply? Read-only.
Covenant Guard
open-covenant/covenant
Hard spend cap, OS sandbox, and signed receipts for unattended coding agents like Claude Code.
Crypto Pulse
markankamaransheogarat-sys/crypto-pulse-mcp
Read-only crypto market data: prices, funding, open interest, DeFi TVL, stablecoins. No API keys.
CyberBrick
jarvisluk/cyberbrick-mcp
Drive the Bambu Lab CyberBrick desktop app: connect devices, edit firmware config, flash.
Danish annual reports (CVR)
mikkelmanniche-dk/dk-regnskab-mcp
Key figures, history and all tagged facts from Danish companies' annual reports (XBRL).
Datris
datris/datris-platform-oss
The data control plane for AI agents — acquire, validate, land, and query data over MCP.
Debuganything
shreyassaw5394/debuganything
Observe any running process from your agent. strace, py-spy, perf, lsof, tcpdump as evidence.
Dungeondraft
casancam/Dungeondraft-MCP
Read, edit and export Dungeondraft maps; convert Universal VTT (.dd2vtt) into Foundry VTT scenes
Ellmos Clatcher
ellmos-ai/ellmos-clatcher-mcp
Utility MCP server: JSON repair, encoding fixes, conversion, duplicates, batch rename, archives.
ellmos Homebase
ellmos-ai/ellmos-homebase-mcp
Local-first LLM orchestration: memory, knowledge, state, routing, swarm, API discovery, plugins.
ESP32 Simulator
stramanu/esp32sim-mcp
Boot and test ESP32 firmware in a local emulator: UART asserts, buttons, virtual WiFi, screenshots.
Flippa
sind00/flippa-mcp
Search, analyze, and evaluate online businesses for sale on Flippa.com marketplace.