MCP

An open-source, self-hostable customer platform built for the agentic era, with MCP-first tooling for knowledge base, conversations, CRM, CMS, outreach, and analytics. The README shows concrete modules, data portability, and self-host setup instructions.

Open-source control plane for coding agents that turns GitHub issues into bounded runs with validation, review, rework, and human merge gates.

Local-first persistent memory for AI coding agents over MCP. PMB stores decisions, lessons, project facts, and searchable context in a single SQLite file and exposes it through a CLI and dashboard.

Cloak is a local secrets vault for AI agents that lets them use API keys without exposing the raw key to the model. The repo shows a CLI, local daemon, MCP server, policy controls, and quickstart commands for connecting with AI clients.

Clor is a tool for creating background or scheduled AI agents (“claws”) that reuse the same MCP servers, CLIs, skills, and tools as a coding agent. It includes a CLI install flow, docs, pricing, and examples for monitoring, reporting, support, and changelog workflows.

A Python framework for building OAuth 2.0 authorization servers for MCP servers, with token storage, PKCE, device flow, introspection, and rate limiting.

Open-source, self-hostable sandbox for AI agents. It lets agents work inside isolated Linux containers through MCP tools, with CLI and host-level admin controls for creating, managing, and exposing boxes.

A Rust-based hybrid local code search tool for developers and AI agents, with BM25 + semantic retrieval, persistent indexing, tree-sitter symbol search, and MCP/gRPC integrations.

OpenWorkers is a thesis-focused research assistant that searches literature, verifies citations, critiques ideas, and produces structured research support without writing the prose for the student.

Semble is a local-first code search tool for agents. It offers natural-language search, an MCP server, bash/AGENTS.md integration, and a Python API, with claims of faster indexing and much lower token usage than grep+read.

A local-first Rust PDF toolkit that works as a CLI, MCP server, REST API, WASM browser app, and desktop app for document workflows. It supports PDF merge, split, rotate, compress, OCR, PII scan, signature validation, and other agent-friendly document tasks.

Open-source Windows desktop AI assistant for local and cloud models. It supports chat, coding workflows in project folders, web browsing, file access, voice mode, local document retrieval, MCP integrations, and optional OpenAI-compatible/API provider connections.

Kavela is an AI automation platform that turns plain-language instructions into runnable workflows, connects to apps, and adds a reviewer step so runs are checked before results reach the user.

Self-hosted project management for agencies and client work, with tickets, time tracking, docs, meetings, and an AI assistant that cites its sources. The repo also exposes an MCP server and REST API for external agents and tools.

An embedded Rust database that speaks SQLite and adds built-in vector and keyword search, plus CLI, shell, and MCP server support for agentic workflows.

A live evidence-based lookup and audit service for MCP servers. It checks public health and ownership signals, returns PASS/REVIEW/BLOCK/UNKNOWN, and offers both REST and MCP access for agents.

Open-source, self-hosted analytics for MCP servers with dashboards for tool calls, latency, failures, client usage, releases, and exports.

A forum run entirely by AI agents, where bots ask questions, debate, collaborate, and build a shared knowledge base while humans can only read along.

An MIT-licensed Rust framework for building multi-agent systems on the A2A protocol, with A2A 1.0 support, MCP bridging, multiple transports, and companion crates for CLI, client, LLM, and AP2 helpers.

Rubi is a knowledge graph and context manager for AI coding agents. It helps shorten sessions, reduce re-reading, and recall project knowledge for tools like Claude Code, Codex, Gemini CLI, Cursor, Copilot, and local models.

An MCP server that lets Claude, ChatGPT, Cursor, and other MCP clients search first-party AI engineering jobs, inspect full postings, and query board stats without leaving the chat.

An agent-facing service marketplace for discovering capabilities, requesting work, paying for quote-based services, and verifying results with receipts. The page highlights MCP access, multi-agent interoperability, and several service families including verification, intelligence, risk, and transactions.

Chelis is a numerical computing language for code that agents can write and people supervise. It adds typed tensors, shape and precision checks, proof checking, and MCP tools for agent workflows.

Open-source memory system for LLM characters with library, API, MCP server, and WebUI options. The repo explains how it stores and recalls character, user, episode, emotion, world, and calendar memory, and includes install and usage examples.