惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

让小产品的独立变现更简单 - ezindie.com
让小产品的独立变现更简单 - ezindie.com
V
V2EX
WordPress大学
WordPress大学
U
Unit 42
I
InfoQ
A
About on SuperTechFans
宝玉的分享
宝玉的分享
J
Java Code Geeks
博客园 - 司徒正美
爱范儿
爱范儿
Engineering at Meta
Engineering at Meta
G
Google Developers Blog
人人都是产品经理
人人都是产品经理
小众软件
小众软件
Microsoft Security Blog
Microsoft Security Blog
L
LangChain Blog
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
Hugging Face - Blog
Hugging Face - Blog
H
Hackread – Cybersecurity News, Data Breaches, AI and More
aimingoo的专栏
aimingoo的专栏
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
Last Week in AI
Last Week in AI
腾讯CDC
Recent Announcements
Recent Announcements

Hacker News: Show HN

PurrrrrFocus: Pomodoro Timer App - App Store Workflow Engine — Multi-Step Orchestration for Bun RapidPhoto: Pro Photo Editor App - App Store GitHub - DheerG/swarms: Achieve extraordinary results with claude code across a variety of tasks SPICE simulation → oscilloscope → verification with Claude Code — Lucas Gerads Show HN: VCoding – A 5 MB native Windows IDE with no dynamic dependencies Show HN: LLMs don't hallucinate because they're bad at math, it's the format GitHub - Agent-FM/agentfm-core: AgentFM is a peer-to-peer network that turns everyday computers into a decentralized AI supercomputer. AgentFM lets you run massive AI workloads directly across a global mesh of idle CPUs and GPUs. Show HN: Tracking Top US Science Olympiad Alumni over Last 25 Years GitHub - Potarix/agent-hub: One place to talk to all your agents Show HN: Runtime security for AI agents(injection,tool abuse, data exfiltration) GitHub - dubeyKartikay/lazyspotify: Terminal Spotify client for macOS and Linux GitHub - the-banana-tool/king-louie: Easy to use GUI Personal AI Assistant. Win/Linux/Mac. Show HN I made my vacation rental bookable by AI agents–no Airbnb, 0% commission GitHub - basteez/jsf-autoreload: maven plugin to enable hot reload on jsf projects uvm32/hosts/host-gdbstub at main · ringtailsoftware/uvm32 GitHub - labsai/EDDI: Config-driven engine that turns JSON into production-grade AI agents. Multi-agent orchestration, 12+ LLM providers, MCP/A2A protocols, RAG, persistent memory, and enterprise compliance (EU AI Act, GDPR, HIPAA). Built on Quarkus. GitHub - glitchnsec/fortyone-oss: AI Executive Assistant Platform Quickstart | Alien GitHub - muxshed/shed: One stream in, or many. Every destination, simultaneously. No cloud middleman, no per-channel fees, no limits. GitHub - ocrbase-hq/ocrbase: 📄 PDF/IMG ->.MD/JSON Document OCR API for PaddleOCR and GLMOCR. Self-hostable. GitHub - impactjo/home-memory: MCP server that lets your AI assistant remember everything about your home. GitHub - Sets88/dbcls: DbCls is a powerful terminal database client that supports various databases GitHub - neptun2000/heor-agent-mcp GitHub - SeanFDZ/macmind: Single-layer transformer in HyperTalk for the classic Macintosh RollQuation: Math Puzzles - Apps on Google Play GitHub - dropbox/witchcraft Show HN: Agent-cache – Multi-tier LLM/tool/session caching for Valkey and Redis GitHub - opentalon/opentalon: OpenTalon is an open-source platform built from the ground up in Go as a robust alternative to OpenClaw LinkedIn™ 职位抓取工具 - Chrome 应用商店
GitHub - kioie/toolschema-kit
driftguard · 2026-06-18 · via Hacker News: Show HN

MCP tool-schema reference & contract exercises for agent platforms (Cursor, Claude Desktop, custom runtimes).

If you already gate OpenAPI breaking changes with tools like OASDiff or policy checks in the spirit of SpecShield, this repo applies the same mindset to tools/list and tool I/O schemas — where HTTP can stay 200 while agent contracts still break.

What this is

A small commerce-catalog MCP server (Go, tinymcp) you can run locally, in CI, or on a free host. It exposes get_product and list_skus with versioned output controlled by CATALOG_SCHEMA_VERSION.

Use it to:

  • Prototype agent flows against a stable catalog contract
  • Reproduce silent drift (healthy HTTP, changed tool schemas)
  • Optional: assert every URL in mcp.json is covered by an external watch (see CI)

Live endpoint

https://toolschema-kit.onrender.com/mcp

(Also: GET /health for liveness.)

Quick start

git clone https://github.com/kioie/toolschema-kit.git
cd toolschema-kit
CATALOG_MCP_TRANSPORT=http go run ./cmd/catalog-mcp
# MCP: http://127.0.0.1:8080/mcp

Bump schema (diff exercise)

CATALOG_SCHEMA_VERSION=2026.06.02 CATALOG_MCP_TRANSPORT=http go run ./cmd/catalog-mcp

Compare tools/list or tool outputs before/after — same idea as an OpenAPI diff, for MCP.

Cursor / Claude Desktop

mcp.json.example — point url at localhost or the live host above.

Production monitoring

Teams usually run a scheduled contract watch on MCP URLs (diff tools/list, alert on breaking changes). This repo stays vendor-neutral; one workflow shows DriftGuard coverage assert as an optional gate — swap in your own checker if you prefer.

Docs

Guide Topic
docs/end-to-end.md Local → agent → diff → optional watch
docs/ci.md GitHub Actions contract coverage
docs/simulate-drift.md Version bumps & silent drift
docs/comparison.md OpenAPI diff vs MCP tool-schema diff

Deploy

Target Command / file
Render Blueprint render.yaml — auto-deploy on push when connected
Container docker run -p 8080:8080 ghcr.io/kioie/toolschema-kit:latest
Fly fly.toml + optional workflow (needs billing)

Keywords

MCP schema drift, tool-schema diff, OpenAPI-style breaking changes for agents, Cursor MCP contract test, tools/list monitoring, silent API drift, SpecShield alternative MCP, OASDiff for MCP.

License

MIT — see LICENSE.