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

月光博客
月光博客
Cyberwarzone
Cyberwarzone
L
LINUX DO - 最新话题
N
News and Events Feed by Topic
T
Troy Hunt's Blog
Help Net Security
Help Net Security
S
Security @ Cisco Blogs
Google DeepMind News
Google DeepMind News
Security Archives - TechRepublic
Security Archives - TechRepublic
M
MIT News - Artificial intelligence
G
Google Developers Blog
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
V2EX - 技术
V2EX - 技术
Y
Y Combinator Blog
D
Darknet – Hacking Tools, Hacker News & Cyber Security
大猫的无限游戏
大猫的无限游戏
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
Microsoft Security Blog
Microsoft Security Blog
Cisco Talos Blog
Cisco Talos Blog
T
Threatpost
Recent Commits to openclaw:main
Recent Commits to openclaw:main
S
SegmentFault 最新的问题
I
InfoQ
H
Hacker News: Front Page
D
Docker
Scott Helme
Scott Helme
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
Blog — PlanetScale
Blog — PlanetScale
人人都是产品经理
人人都是产品经理
博客园 - 叶小钗
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
N
Netflix TechBlog - Medium
AWS News Blog
AWS News Blog
Know Your Adversary
Know Your Adversary
博客园 - 【当耐特】
T
Tor Project blog
U
Unit 42
H
Heimdal Security Blog
Microsoft Azure Blog
Microsoft Azure Blog
K
KPMG report finds enterprise disconnect between AI and its ROI | CIO
P
Privacy & Cybersecurity Law Blog
PCI Perspectives
PCI Perspectives
美团技术团队
O
OpenAI News
T
Tailwind CSS Blog
H
Hackread – Cybersecurity News, Data Breaches, AI and More
B
Blog
GbyAI
GbyAI
cs.CL updates on arXiv.org
cs.CL updates on arXiv.org
MyScale Blog
MyScale Blog

Show HN

GitHub - steveking-gh/firmion: Firmion is DSL and engine for firmware image generation. GitHub - villagesql/villagesql-skills: Agent skills for VillageSQL - gemini-cli-extension; claude-code-plugin GitHub - 0gsd/enough: a personal language system for planning, writing, and translation. GitHub - Kaelio/ktx: ktx is an executable context layer for data and analytics agents 🐙 Allow Claude Code, Codex, and any AI agent to query data accurately through MCP with skills, memory and a semantic layer GitHub - flightdeckhq/flightdeck: Observability and control plane for AI agents. CSP Radar GitHub - Light-Heart-Labs/DreamServer: Turn your PC, Mac, or Linux box into an AI server. LLM inference, chat UI, voice, agents, workflows, RAG, and image generation. GitHub - Diplomat-ai/diplomat-agent-ts: What can your TypeScript AI agent do to the real world? Scan your code. See which tool calls have zero checks Code Block Selector - Visual Studio Marketplace Prometheus dependency graph — interactive showcase | Riftmap Show HN: I made a vi-like modal keyboard plugin for Figma GitHub - run-llama/liteparse: A fast, helpful, and open-source document parser GitHub - dalemyers/Roar: A macOS CLI tool for notifications GitHub - district-solutions/open-agent-tools-coder: Enables small-to-large self-hosted ai models to use local source code when running tool-calling agentic workloads. We actively data mine 20,900+ (2+ TB) popular github repos using large and small ai models to create reuseable: json, markdown and parquet files for local-first tool-calling models. GitHub - progapandist/stripeek: A local TUI proxy for real-time Stripe API debugging, built for navigating complex payloads fast. GitHub - sir1st/hermes-desktop: All-in-one cross-platform desktop app for Hermes Agent — bundles Python + hermes-agent + hermes-web-ui GitHub - astefanutti/shaderbang: Shebang for Shaders Show HN: Generate Claude Code Workflows using Spec Driven Development approach GitHub - nixys/nxs-universal-chart: The Helm chart you can use to install any of your applications into Kubernetes/OpenShift Show HN: AI agents for UK GDAD PCF roles and their skills The Two Pillars: Mixer Mode and Meta-Software in the Reorganization of Software Work After AI GitHub - JaiCode08/teleport-env What 1,000+ Harness Experiments Taught Me About Self-Improving Agents Show HN: Liiists, a Markdown-first, iOS and CLI list app SwiperTab – Get this Extension for 🦊 Firefox (en-US) GitHub - kouhxp/fftext: Summarize, explain, fact-check, or translate any text, URL, or file. No GPU. No cloud. One command GitHub - sweetpad-dev/sweetpad: Develop Swift/iOS projects using VSCode GitHub - dogmaticdev/IRON: IRON a.k.a. Intermediate Representation Object Notation is a Interpreter/Database that is used to create Programming Languages. GitHub - sjhalani7/vaen: Package your AI coding harness into a portable .agent file, and share it across repos, teams, & the community without ever having to copy-paste instructions, skills, MCP config, or secrets. Show HN: Gandalf the Grader Show HN: Citadeld – replay any CI failure locally from a single file GitHub - tdortman/cuSBF: High-Performance GPU Super Bloom Filter coral-ai/claude-code-token-xray at main · Coral-Bricks-AI/coral-ai GitHub - ulyssestenn/funes: Funes is a Git-based framework for LLM-managed knowledge work: an AI Librarian ingests raw sources, builds an interlinked Markdown knowledge base, and uses it to produce cited reports, analyses, and other outputs. GitHub - ThatXliner/gah: Git Add Hunk, built for agents to use GitHub - harmont-dev/harmont-cli: Command-line client for the Harmont CI platform GitHub - brooksmcmillin/mcp-authflow: OAuth 2.0 Authorization Server framework for MCP servers GitHub - javaid-codes/audit-supply-chain-agents GitHub - amorey/gochan: A small library of common channel architectures for Go, inspired by Rust GitHub - arifozgun/OpenGem: Free, Open-Source AI API Gateway with Gemini, OpenAI & Anthropic Compatibility in 1 file GitHub - Pranesh950/BioPetals: 🌸 Run BIOxAI models at home, BitTorrent-style. Fine-tuning and inference up to 10x faster than offloading GitHub - cnguyen14/bounty-doctor: Diagnose a GitHub bounty issue before you waste hours: detects honeypot scam repos, AI-bot attempt swarms, and stale contests. Show HN: CoreMCP – MCP Server for On-Prem DBs Show HN: KittyHTML – Render HTML/CSS as an inline image in your terminal GitHub - bingud/filemat: Web-based file manager Show HN: TruthLens – Free multi-signal deepfake image detector GitHub - apexlocal-jz/claude-usage-tray: Windows system-tray app showing your Claude Code rate-limit usage at a glance. Zero deps, ~300 lines of PowerShell. Cross-IDE (works regardless of VS Code, Cursor, plain terminal). Release v0.1.2.1 · kouhxp/yapsnap GitHub - noopolis/moltnet: Self-hostable chat network for AI agents. Pre-built bridges for Claude Code, Codex, and the Claws. Rooms, DMs, history. No Slack bots, no Matrix, no glue code. GitHub - tamerh/enju: Coordinating Humans, AI Agents, and Compute as Peers on a Shared Workflow Graph Show HN: Continuity-auth – Respect-weighted rate limits for the open web GitHub - luml-ai/luml: AI lifecycle platform where engineers and agents track experiments, train models, and ship to production. GitHub - mrdanielcasper/CoreTex: A UNIX-inspired, biomimetic, flat-file AI harness and knowledge engine. GitHub - clemg/pierre-github: Pierre's diffs.com and trees.software for Github GitHub - lyriks-io/unspaghettit: Behavior-driven AI development without prompt spaghetti. GitHub - sofumel/claude-handoff-revive: Resume Claude Code work after rate/usage/context limits without replaying the prior transcript. Auto-saves at 90%/95% usage. Plugin-installable, 10 languages. GitHub - dotexorg/saferpc: Typed, end-to-end encrypted RPC over any bidirectional channel. GitHub - BeeZeeAgent/beezee: Agent harness orchestration Legato Next.js Boilerplate for Internal Tools · CoreUI GitHub - clark-labs-inc/clark-hash: Clark Hash, 32x smaller searchable sketches for embeddings GitHub - ZeroPointRepo/youtube-mcp: The fastest YouTube transcript + YouTube search MCP for AI agents. Try for free. Typing Mastery — climb toward 100+ WPM, deliberately GitHub - Andebugulin/Awareen GitHub - fayzan123/claude-workflow-composer: Visual desktop app for composing multi-agent coding workflows. Drag agents, attach skills and MCPs, wire handoffs, export to .claude/ GitHub - harshaneel/humanize: Best static AI text humanizer. Two research-grounded skills that work in any LLM (Claude, ChatGPT, Gemini, Codex): humanize beats perplexity-based detectors, ai-check produces forensic scoring with evidence-quoted flags. Nine levers, 50+ peer-reviewed sources, 2024-2026 detection literature. GitHub - StackOneHQ/stack-nudge We hardened an LLM agent. Each defense we added made it more exploitable. GitHub - alkait/WhatsKept: Agent-queryable WhatsApp history from an iOS backup — a single Go binary. GitHub - octelium/cordium: Open-source, general-purpose sandbox platform for devs and AI agents that provides identity-based secure access to infrastructure without credentials. WAR.GOV/UFO Microfilm5 GitHub - scosman/videowright: Build animated explainer videos with your coding agent GitHub - dipankar/dscode: The code editor you can take apart. GitHub - zoharbabin/web-researcher-mcp: MCP server (Go) for AI assistants: web search, content extraction, academic/patent/news research. Multi-provider routing, 4-tier scraping, search lenses. Works with Claude, Cursor, and any MCP client. GitHub - ruvnet/RuView: π RuView turns commodity WiFi signals into real-time spatial intelligence, vital sign monitoring, and presence detection — all without a single pixel of video. GitHub - scanaislop/aislop: Catch the slop AI coding agents leave in your code: narrative comments, swallowed exceptions, as-any casts, dead code, oversized functions. 50+ rules across 7 languages (TypeScript, JavaScript, Python, Go, Rust, Ruby, PHP). Sub-second, deterministic, no LLM at runtime. MIT-licensed. GitHub - kouhxp/cheap-im: CPU-only voice agent approximating Thinking Machines' Interaction Models demo GitHub - unprovable/OrchidMantis: Orchid Mantis — standalone framework for Zero-Knowledge Proofs of eXploit (ZKPoX). GitHub - MarcellM01/TinySearch: Shrink the web for your local LLMs! GitHub - TangibleResearch/Halgorithem: A Algo designed to detect AI Hallucitions GitHub - DO-SAY-GO/freelang: I love freelang GitHub - CarpseDeam/Aura-IDE: An AI coding harness that shaped itself - Planner/Worker agents, repo awareness, surgical edits, validation, recovery, and safe diff approvals. GitHub - chojs23/concord: A feature-rich TUI client for Discord GitHub - tommyjepsen/awesome-ux-skills: UX & AI Product designs skills you can use today in Claude Code GitHub - aerf-spec/aerf: Agent Evidence Receipt Format (AERF) — an open specification for tamper-evident, independently verifiable records of AI agent actions. GitHub - kklimuk/docx-cli: CLI for AI agents (Claude, Codex) to read, edit, and comment on .docx files with full format fidelity. GitHub - Jwrede/tokentoll: Catch LLM cost changes in code review. Infracost for LLM spend. GitHub - samchon/ttsc: A `typescript-go` toolchain for compiler-powered plugins and type-safe execution + 500x faster lint integrated into compiler GitHub - Higangssh/homebutler: 🏠 Manage your homelab from chat. Single binary, zero dependencies. GitHub - olalie/tapmap: See where your computer connects and what stands out on a live world map. GitHub - Diplomat-ai/diplomat-agent: What can your AI agent do to the real world? Scan your code. See which tool calls have zero checks GitHub - Bajusz15/beacon: Open-source agent for secure remote access, monitoring, and deploys across home-lab and self-hosted machines like Raspberry Pi, N100, or any Linux server. Open web based TTY or tunnel Home Assistant and other local services securely without opening ports. BigTech AI News - Chrome 应用商店 GitHub - vinhnx/VTCode: VT Code is an open-source coding agent with LLM-native code understanding and robust shell safety. Supports multiple LLM providers with automatic failover and efficient context management. GitHub - michaelaz774/decision-engine: A decision operating system for startup founders, powered by Claude Code. Synthesizes wisdom from 25+ legendary founders and investors into interactive AI-driven decision frameworks. GitHub - Chrilleweb/dotenv-diff: Validate environment variable usage in your codebase GitHub - Lumen-Labs/brainapi2: BrainAPI is a knowledge graph–powered AI memory layer that transforms unstructured data into structured knowledge, enabling intelligent search, recommendations, and contextual memory for AI agents and applications. GitHub - familiar-software/familiar: Let AI watch you work. Familiar lets your AI update its memory, skills, and knowledge by watching your screen. GitHub - muxshed/shed: One stream in, or many. Every destination, simultaneously. No cloud middleman, no per-channel fees, no limits. make sidebar/address bar rounded corner toggleable
GitHub - dgenio/weaver-spec: Canonical specs & shared contracts for the Weaver Stack (contextweaver, ChainWeaver, agent-kernel): vocabulary, invariants, boundaries, versioning, and language-agnostic contract schemas (+ minimal Python package) to keep the ecosystem composable and compatible.
dgenio · 2026-06-26 · via Show HN

Canonical specs and shared contracts for the Weaver Stack.

Weaver-compatible

Part of the Weaver Stack

Repo Role
weaver-spec Canonical specs + contracts
contextweaver Context compilation + routing
agent-kernel Execution + firewalling + audit
ChainWeaver Flow orchestration

New here? Start with What Is the Weaver Stack?.

This repository is the single source of truth for the vocabulary, invariants, responsibility boundaries, versioning rules, and language-agnostic contract schemas that keep the Weaver ecosystem composable and compatible.


What This Repo Is For

weaver-spec is documentation + contracts, not a runtime library. It defines the interfaces that the Weaver repositories share. Each repo can be adopted independently; weaver-spec defines the contracts that make them interoperable when used together.

Ecosystem map

Repo Role Layer (ARCHITECTURE.md)
contextweaver Context compilation, tool routing, ChoiceCard generation. Routing
agent-kernel Capability authZ/authN, execution, firewalling, audit. Execution
ChainWeaver Deterministic DAG / flow orchestration. Orchestration
AgentFence External policy firewall / proxy for tool calls. Optional; complements (does not replace) the agent-kernel firewall. Adjacent — policy edge
vibeguard Pre-merge checks for AI-generated code risks. Adjacent to the runtime stack; not on the request path. Adjacent — dev workflow

Only the first three repos are on the runtime request path. AgentFence and vibeguard are adjacent tools that share contracts and conventions but are not required for a working Weaver stack.

For the full boundary map (owns / consumes / emits per project, plus an end-to-end lifecycle), see docs/ECOSYSTEM.md.

Adoption paths

Pick the path that matches what you are integrating today. None requires adopting the full stack.

Goal Adopt Read first
Smarter, bounded tool routing for an LLM you already host. contextweaver alone. Provide your own execution layer that returns a Frame. docs/ADOPTION_GUIDE.md, docs/LIFECYCLE.md phase 1.
Add capability authorization, firewalling, and audit to an existing tool runner. agent-kernel alone. Provide your own routing that returns a RoutingDecision. docs/BOUNDARIES.md, docs/LIFECYCLE.md phases 2–3.
Deterministic multi-step flows over any safe execution backend. ChainWeaver alone, against any backend that honors the CapabilityToken + RoutingDecision contracts. docs/LIFECYCLE.md phase 5, examples/multi_agent_orchestration.md.
Read or pin the shared contracts without adopting any sibling repo. Reference the JSON Schemas in contracts/json/ directly, or pip install weaver_contracts for Python types. docs/QUICKSTART.md, contracts/json/.
Propose a Core contract change. Open an issue, then follow the ADR process. CONTRIBUTING.md, docs/VERSIONING.md.

This repo is the contract layer for all of the above. You do not need to adopt every sibling to benefit; you do need to honor the contracts at any boundary you cross.


Quick Navigation

What you need Where to look
What is the Weaver Stack? (explainer) docs/WEAVER_STACK.md
Ecosystem overview docs/VISION.md
Ecosystem boundary map docs/ECOSYSTEM.md
Ecosystem launch post (draft) docs/WEAVER_STACK_LAUNCH.md
Quick-start (Python + JS/TS) docs/QUICKSTART.md
Contract field reference docs/CONTRACT_REFERENCE.md
Layer architecture docs/ARCHITECTURE.md
Responsibility boundaries docs/BOUNDARIES.md
Non-negotiable invariants docs/INVARIANTS.md
End-to-end lifecycle docs/LIFECYCLE.md
Cross-repo integration map docs/INTEGRATION_MAP.md
Cross-project artifact contracts docs/ARTIFACT_CONTRACTS.md
Selection ↔ execution boundary docs/EXECUTION_BOUNDARY.md
Term definitions docs/GLOSSARY.md
Sequence diagrams docs/SEQUENCE_DIAGRAMS.md
Versioning rules docs/VERSIONING.md
Adoption guide docs/ADOPTION_GUIDE.md
FAQ docs/FAQ.md
Contract artifact coverage contracts/COVERAGE.md
Governance and roles CHARTER.md
Security framework alignment docs/SECURITY_MAPPING.md
Deprecation register docs/DEPRECATIONS.md
Schema hosting policy docs/SCHEMA_HOSTING.md
Doc markup conventions docs/DOCS_CONVENTIONS.md
Content-addressed schema index well-known/contracts.json
JSON Schemas contracts/json/
Python package contracts/python/
End-to-end examples examples/
Minimal interoperability examples examples/interoperability/
Runnable reference implementation examples/reference_impl/
Conformance suite docs/CONFORMANCE.md
"Weaver-compatible" badge docs/SELF_CERTIFICATION.md
Public conformance scoreboard docs/SCOREBOARD.md

How Contracts Are Structured

Contracts are split into two tiers:

  • Core — minimal, stable, required by all adopters. Changes require a major version bump and an ADR.
  • Extended — optional metadata (telemetry, UI hints, risk levels). Evolves faster; backward-compatible within a minor series.

How to Propose Spec Changes

  1. Open an issue describing the problem and proposed change.
  2. For breaking contract changes, follow the lightweight ADR process in CONTRIBUTING.md: issue → PR → contract version bump.
  3. For doc-only or additive changes, a PR with a clear description is sufficient.

See CONTRIBUTING.md for full guidelines.

Note

Throughout the docs, > [!IMPORTANT] callouts mark binding requirements, > [!NOTE] callouts mark informative guidance, and fenced code blocks contain illustrative examples. See docs/DOCS_CONVENTIONS.md for the full markup convention.


Where Contracts Live

contracts/
  json/          JSON Schemas (language-agnostic)
  python/        weaver_contracts Python package (stdlib dataclasses)
examples/
  sample_payloads/   Example JSON payloads validated against schemas

Contract Versioning

The spec and contracts follow semantic versioning. See docs/VERSIONING.md for the full compatibility promise.

Current contract version: 0.7.0


License

Apache 2.0 — see LICENSE.