mcp
92 stories and discussions about mcp, aggregated from every source we track.
Pi now supports MCP. Why we changed our minds, what changed in MCP and in Pi, and what Codemode is.
Why MCP was always a bad idea and I'm tired of pretending it's not.
A local-first inbox for long-running AI agents, built with DeepAgents and LangGraph. - pizza-bot-app/pizza-bot
Who called your API last? For us, the honest answer is more and more often an agent. Claude Code...
Introduction Learn how to build an invoice verification app with ToolJet MCP for an...
Introduction Here is how to build a contract obligations review app with ToolJet MCP for...
Introduction Build a warehouse layout planner with ToolJet MCP when your distribution...
Introduction Here is how to construct an inventory and pricing command centre with ToolJet...
Today we're launching Vespper DOCX MCP: the first model fine-tuned specifically for editing Word documents, shipped as an MCP. On our internal benchmark, it allows agents to be 3× faster, 2× cheaper, and more accurate…
Introduction Build storm outage control tower with ToolJet MCP when a utility control room...
One AMD Instinct MI300X on AMD Developer Cloud, managed entirely through a tag-scoped Python MCP server, with every figure read off the card rather than a spec sheet. fp8 e4m3fnuz runs 1.77x bf16; int8, which AMD rates identically to fp8, runs 0.69x; fp4 is not on this silicon at all. One droplet, $1.99 an hour, and two readings that were wrong the first time.
Step by step: one Python MCP server with four read-only Apache Iceberg tools, pointed at Polaris, BigLake, OneLake, Glue, S3 Tables and Horizon by changing one environment variable. All four tools work on all six. What changes per catalog is the login, the storage package, and one Azure credential that takes 553 seconds.
No. MCP doesn't replace APIs — it sits on top of them. An MCP server is, almost always, a thin...
The Nano Banana 2 Lite MCP server from July, updated: FastMCP is now MCPServer, google-genai 1.x gets a 400 from the Interactions API, and one server now runs in Claude Code, Codex and Antigravity CLI.
Step-by-step: running Google's quantization-aware-trained Gemma 4 E2B on a 10th-gen Core i7 laptop with a 4 GB GTX 1650 Ti — why bf16 and int8 cannot fit, why the QAT GGUF does with room to spare, and managing it with an MCP server.
On Thursday, April 9, 2026, an AI shopping agent could call search_shop_catalog on any Shopify...
The Kiro edition of the Nano Banana 2 Lite MCP server, updated: FastMCP is now MCPServer, google-genai 1.x gets a 400 from the Interactions API, and Kiro CLI 3 needs a permissions rule before it will call the tools headless.
Step by step deployment of Gemma 4 E2B to a Cloud Run NVIDIA L4 GPU with vLLM, managed by a Python MCP server migrated to the MCP SDK 2.x.
Step by step deployment of Gemma 4 E2B to a SageMaker real-time endpoint on one NVIDIA L4 with the AWS vLLM container, driven by the aws CLI and managed by a Python MCP server from Claude Code or Gemini CLI.
Today we're launching Vespper DOCX MCP: the first model fine-tuned specifically for editing Word documents, shipped as an MCP. On our internal benchmark, it allows agents to be 3× faster, 2× cheaper, and more accurate…
Having to manually copy-paste context between your code environments (like IDEs) and Claude Desktop,...
Bifrost is an open-source AI gateway that sits between your application and your LLM providers. It...
Auto-compile OpenAPI specs into Go MCP servers & multiplex official tools behind 1 unified gateway for Cursor & Claude. Free Hobby tier. Get started.
Model Context Protocol has changed the way AI applications interact with external tools. Instead of...
Connecting one MCP server to one agent is a five minute job. Connecting fifteen of them across four...
Pi now supports MCP. Why we changed our minds, what changed in MCP and in Pi, and what Codemode is.
Tachyon MCP is a production Model Context Protocol server runtime for Java and Kotlin. Netty transport, virtual threads, stateless by default, MCP 2025-11-25 and 2026-07-28 conformance.
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Implement event subscriptions and webhook delivery for your MCP server.
Sonos 27mcp is a connector that lets AI assistants like Claude, ChatGPT, and Gemini control your Sonos system using natural language.
Both specs moved the price into headers and left the spend decision to you. This is what we ran at AGNTCon Tokyo, with the wire traffic and the check that refuses a request the system already approved.
A product discovery platform where founders showcase products, share updates, build credibility, and gain lasting visibility beyond launch day.
Open-source Claude Skill + MCP integration for job search and interview prep. Live job data, role-specific interview intel, voice mock interviews on four-leaf.ai. - fourleafai/clover-public
A small, honest operating system for swarms of AI agents: kernel, policy gate, router, MCP and a 3D memory graph. - santibccc-sudo/enjambre-os
MCP tool descriptions are re-fetched on every connection and nothing pins them. A server can behave correctly during review and change afterwards.
🔐 Firewall Your Data, Control Agents. Prevent agent data exfiltration. Gain visibility into AI's interactions with your data / systems of record / existing software. https://discord.gg/tXjATaKg...
Why Playwright MCP burns tokens and loses context on multi-step tasks, how to tune it, and benchmark results versus Stagehand: 32k vs 97k tokens per task.
A free, local Google Trends MCP for AI-assisted SEO, content research, AEO, and GEO. Content...
A fast visual editor for presentations, with a CLI and an MCP server that give external agents complete control.
The Senzii Scheduling Web App and MCP Server. Contribute to Senzii-App/app development by creating an account on GitHub.
Kerberos/SPNEGO single sign-on for MCP servers in FreeIPA environments. Provisioning framework for Windows (via WSL), Linux and macOS development environments. - overpassconnect/mcp-krb-server
An MCP server that paints pictures and plays music in Mario Paint (SNES), running headless - TheLiux/MCPaint
Bitflix - MCP Apps Example Application for video, powered by the Bitmovin Player. - bitmovin/bitflix-mcp-apps-example
An AI coding agent that doesn't read - it queries. 391 of 500 real GitHub issues resolved at 9.5 cents per fix.
Tool definitions are billed on every turn, and past roughly thirty tools they start costing you accuracy rather than just money.
🛠️ toolhub - Turn ANY console script into an LLM tool in 2 seconds. Lightweight, self-hosted, tree-structured alternative to MCP & LangChain. - Talos-popcorn/toolhub
Test, debug, and evaluate MCP servers with MCPJam — OAuth testing, LLM-powered evals, and CI/CD integration.
A cost report gets read twice: once by a person in a terminal, once by an agent through an MCP server. Making the server compute every total instead of handing back rows keeps the two answers the same, and measures the report's own arithmetic against the AWS bill.
Dowiedz się, jak skonfigurować serwer MCP w domu, aby połączyć asystentów AI z inteligentnymi urządzeniami domowymi.
I've been building MCP Failure Lab, a deterministic failure-injection toolkit for testing Model...
AI driven implicit CAD. Contribute to Zesuperaker/scratchcad development by creating an account on GitHub.
IKAREM — industry-grade Python ASGI backend framework with a zero-dependency core. DI, validation, JWT auth, OpenAPI + MCP. pip install ikarem - nishantXnova/IKAREM
A standalone local-only Python MCP server that gives any IDE persistent, workspace-isolated memory. works with any IDE supporting MCP servers - KikeVen/zerikai_memory
Discover top AI open source — Agents, MCP, Skills, RAG, Tools and Frameworks. Vibe Coding Discover helps you find the right project so you can code faster.
Example AI helpdesk agent built on the Phaze Enterprise API and Phaze MCP: fixes computers from Slack requests, with human handoff and handback. - boxerbk/phaze-mcp-api-helpdesk-example
Read-only Postgres MCP server: a drop-in replacement for the archived server-postgres, with schema context for correct answers. - contextflo/postgres-mcp
Know when the APIs, LLMs and MCP servers you depend on go down — or silently change. Self-hosted API contract & drift monitoring. - ahmedgcompany-cyber/contractrift