MCP servers

Skill memory for coding agents: learn, recall, reinforce, decay. Local SQLite, no API key.

MCP server for .NET memory profiling — in-process heap snapshots via EventPipe with leak heuristics

MCP server for Instacart - let AI agents manage grocery shopping and place orders autonomously

Connect AI assistants to IBM Maximo for API discovery, OSLC querying, and Carbon UI generation.

Scholar Sidekick

mlava

Catch AI-fabricated citations (real DOI + fake title). Retraction, open-access, 10,000+ CSL styles.

Generate images (Nano Banana), video (Veo, Gemini Omni), speech and music (Lyria) with Google models

Telegram for AI agents: messages, chats, media, and contacts in bot and user-account modes.

Put 3D models in someone's real room: generate, arrange, and hand back one AR link.

Robinhood Crypto Trading API for AI agents: quotes, holdings, orders read-only; opt-in trading.

Convert, validate, and inspect workout files (FIT, TCX, ZWO, Garmin Connect) for AI agents.

Query pudge-ui — 93 skeuomorphic 2000s-era UI component specs — for coding-agent context.

Delegate small coding tasks to local Ollama/llama.cpp models; patches gated by real test runs.

Budget, payment and audit controls for AI agent API calls and MCP tool calls.

Local-first, read-only MCP server for evidence-backed repository memory.

Emotional intelligence for AI agents: neurotransmitter mood, personality, empathy, trait drift.

Track brand visibility across ChatGPT, Perplexity, Claude, and Gemini.

Local-first control of TP-Link Tapo smart-home devices for AI agents

Input firewall for AI agents: scan text and files before an agent reads them. Local, no network.

Runtime constitutional verification for AI answers — claim reasoning, ECS, red team, audits.

Scan, protect, and monitor APIs from AI coding tools. Device-level rate limiting.

MCP-native task management for AI agent fleets with scoped permissions and provenance.

DeepScout

deepscout

Scrape any e-shop and match products across shops without EAN. API & MCP for AI agents.

Generate and edit images, video, audio, text and 3D on FLORA's AI creative canvas.

MCP server for dossier automation standard - enables LLMs to discover, verify, and execute dossiers

Turn a written policy into rules a program can check, and get the same answer every time.

Open-source MCP server: encrypted local keys and state, operator approval gates, a hash-chained log.

# MCP DadosBR Servidor MCP focado em dados públicos do Brasil. Oferece duas ferramentas simples e…

Provide seamless access to Appfolio Property Manager Reporting API through a standardized MCP serv…

Model Salt

modelsalt

Randomness from outside the model, so one prompt gives different answers that still fit the ask.

An MCP server connects your AI assistants to Infrahub using the open MCP standard.

Paxa Labs

paxalabs

Thai, English, Mandarin speech AI: TTS with playback, transcription, translation, OCR, extraction

Cross-agent memory over MCP: hybrid recall, knowledge graph, private/shared visibility, redaction.

An MCP server that provides persistent multimodal context storage for LLM agents.

AlgoVault — Crypto Quant Trade Calls

AlgoVaultFi

The Brain Layer for AI Trading Agents — quant calls + cross-venue arb across perp venues via MCP.

Local-first memory for coding agents — MCP server, single SQLite file, local embeddings

AI pentester for PRs — finds exploitable bugs and hands your developer agent the fix.

Local SQLite MCP memory: evidence-based recall, advisory conflict notices, authorized governance.

情景+实体记忆 MCP 服务，为 Claude Code 提供持久化记忆能力