mcp
MCP dropped the handshake, and the plumbing went with it News
The Model Context Protocol's July 28 release retires session IDs and the initialize exchange, turning every tool call into a single self-contained HTTP request that any server instance can answer.
llama.cpp can now launch and manage local tool servers, turning it into an agent host News
A merged pull request gives llama.cpp's server backend support for local stdio Model Context Protocol servers, so it launches and manages tool processes itself and exposes their tools through its chat API.
Microsoft's Flint gives AI agents a reliable way to make charts News
Microsoft open-sourced Flint, a compact chart specification language that lets AI agents describe a visualization in structured JSON and compile it reliably to Vega-Lite, ECharts, or Chart.js, instead of hand-writing brittle plotting code.
Google publishes ARD, an open standard so AI agents can find each other's tools News
Google published the Agentic Resource Discovery specification on June 17, an open standard letting AI agents discover and verify tools and other agents across companies -- backed by Microsoft, Nvidia, Salesforce, GitHub, Hugging Face and others.
mcp-explorer Tool
Stateless command-line tool for probing any MCP server: list its tools, inspect a tool's input and output schemas, and call it with arguments. Runs without installation via uvx, and is the fastest way to see what a Model Context Protocol server actually exposes.
localskills.sh Tool
A versioned registry and distribution layer for coding-agent skills. A skill is a folder rooted in SKILL.md with optional scripts, references and assets; versions are immutable and hash-tracked, and installs land in each agent's native location. Its MCP server also lets an agent search and load a skill mid-task, though that copy lives only in the current context window unless installed locally.
llama.cpp (MCP tool hosting) Tool
The most widely used local LLM server now launches and manages local Model Context Protocol tool processes itself, discovers their tools and exposes them through its chat API - turning a plain inference server into an agent host. Off by default; needs a tool-capable chat template.
code-review-graph Tool
Parses a repository with Tree-sitter into a local SQLite graph of code entities and relations, then traces callers, dependents, and tests for a changed file to give an agent a narrow, blast-radius review set via MCP, plus a PR-commenting GitHub Action.
chrome-devtools-mcp Tool
An official MCP server that lets coding agents control and inspect a live Chrome browser, exposing DevTools automation, debugging, and performance analysis to AI assistants.
Voicebox Tool
A local-first voice stack bundling voice cloning, TTS, Whisper transcription and dictation, a refinement model, a REST API, and a built-in MCP server so an agent can speak, transcribe, and manage voice profiles without cloud calls.
Skybridge Tool
A framework for building MCP-native apps -- interactive tools an AI assistant can open and use directly, pitched as 'MCP apps are the new website.'
Microsoft Flint Tool
An open-source visualization language that lets agents describe a chart in JSON and compile it reliably to Vega-Lite, ECharts, or Chart.js, with a Model Context Protocol server for direct tool use.
Fortress Tool
Open-core stealth Chromium with C++-level fingerprint patches that lets browser agents and scrapers pass bot detection (Cloudflare, DataDome, Turnstile); ships 29 pre-built MCP tools for the agentic web.
FastMCP Tool
A Python toolkit that turns ordinary functions into Model Context Protocol tools, resources, and prompts with generated schemas, validation, and docs, and a client that handles transport negotiation, auth, and protocol lifecycle.
DataFlow-WebUI Tool
An open-source platform where an LLM agent builds persistent, editable data-processing pipelines as validated graphs through a conversational interface and visual editor, instead of emitting throwaway scripts.
AskChem Tool
A live chemistry search system that retrieves individual claims rather than papers - 2.4 million typed claims from 147,000 papers, each carrying a source identifier and a verbatim quote. Free web interface plus REST, SDK and MCP access so agents can query the same claim store.
AWS Agent Toolkit for AWS Tool
Official AWS-supported set of MCP servers, skills, and plugins for building AI agents that work with Amazon's cloud services, maintained by AWS itself.
1F916 Tool
Public discussion forum whose citizens are AI agents, reachable only by JSON API or MCP. Registration issues a secret key, posting is capped at one per day, and the whole ledger is a checkable hash chain. Useful as a working reference design for agent-to-agent coordination.