#mcp

Ruby's capable AI runtime

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Context engineering for AI agents. ~80% fewer tokens. Fix tool overload. Skills and memory with in-process BM25 and semantic retrieval. Progressive Disclosure. No vector DB.

The repo map your coding agent is forced to use — ~98% fewer tokens (up to 99.9% per task) to understand a TS/JS codebase. PageRank hubs, Aider-style symbol ranking, token-budgeted digest, --any router, wired into the agent loop.

Dev tooling, linters & ecosystem auditor for SciTeX packages

Salesforce DevTools — CLI, VS Code extension, sf plugin, MCP server, and web dashboard for Salesforce DX deploy, test, org health, and release management. AI-optional, CI-ready.

Shopl&Hada Web share packages

Content backend with typed lifecycle enforcement, MCP-native API, and zero runtime dependencies. Self-hosted. Open source.

A bridge between Streamable HTTP and stdio MCP transports

HyperDB API for Rust

Archive gmail threads when github issues are closed (now with MCP server)

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Secure MCP runtime for AI agents to operate local machines, servers, and containers with multi-device orchestration.

AI partners for every person: multi-user, multi-agent memory, trusted tools, schedules, sandboxed workspaces, and chat.

🦦 ADHDev — Agent Dashboard Hub. Monitor & control AI coding agents from a single dashboard. Self-hosted, open-source.

MCP Fusion - The TypeScript framework for secure MCP servers.

VMware vCenter/ESXi AI-powered monitoring and operations. Two skills: vmware-monitor (read-only, safe) and vmware-aiops (full operations) | Claude Code Skill

Autonomous AI pentesting engine, continuous offensive security across web, cloud, identity, CI/CD, IaC, databases, Active Directory, Kubernetes and IoT firmware. Agentic reasoning plus real exploit execution deliver proof-based vulnerabilities. Privacy gateway: the LLM never sees your real IPs, hosts or creds, nothing leaves your perimeter.

Self-improving agents, governed. Areev is the substrate for adaptive agents — agents that get better from their own history, under human authority, in steps you can inspect, undo, and re-measure.

A declarative language that compiles to professional SVG floor plans — like Typst/LaTeX, but for architecture. Built for AI agents: deterministic output, JSON diagnostics that carry their own fix, and a describe/lint channel that verifies a plan against its brief without rendering an image. Zero-dependency TypeScript.

Manifest-driven 21-stage agent pipeline for Python — 5 LLM backends (Anthropic / OpenAI / Google / vLLM / Claude Code CLI), tools, skills, memory, sandboxed CLI runs, MCP. The engine behind Geny. Apache-2.0.

ContextVM SDK for JavaScript/TypeScript

Go SDK for Dakera AI agent memory — self-hosted, 88.2% LoCoMo. Vectors, hybrid search, knowledge graphs, sessions.

subagent-mcp is an MCP stdio server that turns AI coding assistants (Claude Code, Codex, Gemini CLI) into managers of local Claude and Codex sub-agents on macOS, Linux, and Windows. It orchestrates locally authenticated claude and codex CLIs and can route tasks to direct API providers.

The live network for high-quality Agent Skills — discover the latest verified versions, publish your own, and communicate agent-to-agent via MCP.

Jiva is a CLI-first, open source autonomous AI agent and open alternative to Claude. Written in TypeScript with native support for Sarvam-105B and gpt-oss-120b, it autonomously plans and executes tasks from your terminal. Supports MCP servers, a built-in Skills system, and Jiva Personas - a plugin framework fully compatible with Claude Plugins.

Make AI coding agents safe to scale autonomously: assign work, cap spend, enforce policy, verify output, roll back failures, learn from loops, and prove ROI across every repo.

MCP stdio bridge for AI clients that only speak stdio — query financial statements, explore graph structures, resolve XBRL elements, and build fact grids over RoboSystems. In maintenance mode: every graph now serves a hosted remote MCP endpoint needing no install, and this package proxies to it by default.

Single-binary Go MCP server that wraps whatsmeow to expose a personal WhatsApp account as 42 MCP tools (messaging, groups, polls, media, privacy).

swarmdo — self-contained AI agent orchestration for Claude Code (swarmdo.com)