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mcp-feedback-enhanced-2

Establishes feedback-oriented development workflows with Web UI and desktop application dual interfaces, enabling AI to confirm with users and consolidate tool calls into feedback requests to reduce costs and improve development efficiency.

basicmachines-memory

Knowledge management system that builds a persistent semantic graph in markdown, locally.

trulens

Evaluation and tracking for LLM and RAG applications with a feedback-function API and experiment dashboard.

giancarloerra-socraticode

Local codebase indexing, semantic search, and code dependency graphs.

claude-devtools

A desktop app that shows your Claude Code sessions by reading their logs: context use per turn across categories, compaction, sub-agent execution trees and custom notification triggers.

xlang-ai-osworld

[NeurIPS 2024] OSWorld: Benchmarking Multimodal Agents for Open-Ended Tasks in Real Computer Environments

Contributed by Sentinel

browserbase-mcp-server

Automate web browsers remotely on a cloud environment.

crystaldba-postgres

Helps you and your AI agents throughout the entire development process—from writing SQL to tuning performance safely.

metorial-metorial

🎖️ 📇 ☁️ Connect AI agents to 600+ integrations with a single interface - OAuth, scaling, and monitoring included

homeassistant-ai

Enables natural language control of Home Assistant smart home devices, automations, and system management

txn2-kubefwd

Bulk-forward Kubernetes cluster services for local development with AI assistant integration.

inspect-ai

UK AISI's framework for safety evaluations of large language models, with task-based scaffolding and solver pipelines.

letta-ai-letta-code

Stateful agents that are like people, with memory, identity, and the ability to learn and adapt

Contributed by Sentinel

fli

Enables flight search and fare calendar exploration by interacting with Google Flights' API, supporting detailed filters for origin, destination, dates, cabin class, airlines, and more.

bytebase-dbhub

Provides a universal database gateway for connecting to PostgreSQL, MySQL, SQLite, and DuckDB, enabling table browsing, schema inspection, and read-only SQL queries with built-in safety checks

executor

An integration layer for AI agents that provides a catalog of tools from various sources (OpenAPI, GraphQL, MCP, etc.) and can be used as an MCP server for compatible agents.

sendai-solana-agent-kit

Integrates with Solana blockchain to enable token deployment, NFT creation, DeFi operations, and cross-chain transfers via Wormhole directly within conversation interfaces.

fastmcp-2

A high-level framework for building MCP servers in TypeScript

noahshinn-reflexion

[NeurIPS 2023] Reflexion: Language Agents with Verbal Reinforcement Learning

Contributed by Sentinel

mirix-ai-mirix

Use when what the agent should remember is what actually happened on screen, consolidated into structured memories.

helm

Stanford CRFM Holistic Evaluation of Language Models: standardized benchmark suite covering accuracy, calibration, robustness, and fairness.

ahujasid-ableton-live

Enables control of Ableton Live music production software through a bidirectional communication system that supports track creation, MIDI editing, playback control, instrument loading, and library browsing for music composition and sound design workflows.

supabase-community-supabase-mcp

Official Supabase MCP server to connect AI assistants directly with your Supabase project and allows them to perform tasks like managing tables, fetching config, and querying data.

sysbox

Next-generation container runtime enabling Docker-in-Docker and VM-like isolation without privileged containers.