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

L
LangChain Blog
阮一峰的网络日志
阮一峰的网络日志
Y
Y Combinator Blog
博客园 - 聂微东
GbyAI
GbyAI
H
Hackread – Cybersecurity News, Data Breaches, AI and More
月光博客
月光博客
T
The Blog of Author Tim Ferriss
爱范儿
爱范儿
宝玉的分享
宝玉的分享
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
雷峰网
雷峰网
MyScale Blog
MyScale Blog
Cloudbric
Cloudbric
T
Threatpost
Scott Helme
Scott Helme
N
News | PayPal Newsroom
Google DeepMind News
Google DeepMind News
Martin Fowler
Martin Fowler
cs.AI updates on arXiv.org
cs.AI updates on arXiv.org
Engineering at Meta
Engineering at Meta
美团技术团队
Apple Machine Learning Research
Apple Machine Learning Research
V2EX - 技术
V2EX - 技术
罗磊的独立博客
Attack and Defense Labs
Attack and Defense Labs
IT之家
IT之家
S
Secure Thoughts
C
Cyber Attacks, Cyber Crime and Cyber Security
D
Docker
V
V2EX
T
Troy Hunt's Blog
Forbes - Security
Forbes - Security
aimingoo的专栏
aimingoo的专栏
J
Java Code Geeks
Last Week in AI
Last Week in AI
C
CERT Recently Published Vulnerability Notes
T
Tor Project blog
P
Proofpoint News Feed
Recorded Future
Recorded Future
B
Blog
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
Simon Willison's Weblog
Simon Willison's Weblog
A
About on SuperTechFans
The GitHub Blog
The GitHub Blog
MongoDB | Blog
MongoDB | Blog
O
OpenAI News
V
Vulnerabilities – Threatpost
P
Privacy International News Feed
云风的 BLOG
云风的 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 - 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 GitHub - nodes-app/swift-markdown-engine: A native AppKit Markdown editor for macOS, built on TextKit 2 and bridged to SwiftUI. 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 - skorotkiewicz/rudo: A small, elegant dock for Wayland 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 - sammysltd/makerchecker: Roles, segregation of duties, and tamper-evident audit for the AI agents you already run. Open-source, self-hosted.
smashini · 2026-06-17 · via Show HN

CI Release License

Website: makerchecker.ai

Your AI agent moved the money. No one approved it.

MakerChecker is self-hosted software that governs AI agents through structural enforcement and human approvals. Structural enforcement runs at machine speed with no human in the path: an agent acts only through a role, runs only the skills its role was granted (deny by default, pinned to an exact version), cannot exceed its limits, and provably cannot approve its own work. Human approval is reserved for the few high-risk actions where a rule requires a named person to sign. Every action commits to a hash-chained, Ed25519-signed audit log that anyone verifies offline. Change one row and verification breaks at it.

Your agents keep running in their existing framework. MakerChecker is the checkpoint in front of them and the record behind them: a Fastify server on Postgres. Agents connect as a flow (MakerChecker runs the steps and gates) or a proxy session (MakerChecker authorizes and records tool calls your framework executes). Both write the same audit chain.

New here? Operator → Quickstart. Integrator → Integration. Security reviewer → docs/security-model.md. Examiner → docs/audit-spec.md.

Live demo: an agent is blocked from exceeding its grant and from approving its own work, the run's audit chain verifies offline, and a named human signs off only where a rule requires it. No signup.

Run viewer

How it works

  • Grant. Bind a role to exact skill versions. Nothing else runs.
  • Check. Every tool call hits the gate first. No grant, over a limit, or against an SoD constraint, and it is denied before the tool body runs.
  • Gate. High-risk steps wait for named human approval. The requester cannot approve their own.
  • Record. State changes and tool calls commit to the audit chain in the same transaction, each event chained to the last by hash.

Every refusal is named and audited:

Control Refusal
Skill not granted to the role skill_not_granted
Over a per-invocation amount or count limit (fails closed) limit_amount, limit_invocations
A conflicting role already acted in the run (segregation of duties) enforcement.sod_violation
High-risk skill with no preceding gate high_risk_requires_gate
Any altered audit row audit verify{ ok: false, failedSeq }

Quickstart

Postgres and the server come up on port 3000. First boot seeds the demo and prints an admin key and an officer key — copy them from the logs.

A cash-reconciliation flow with a maker-checker constraint is seeded and ready:

export H='authorization: Bearer mk_...'   # admin key from the logs

# Trigger the flow
curl -X POST localhost:3000/api/flows/daily-cash-reconciliation/runs -H "$H" -H 'content-type: application/json' -d '{}'

# Inspect the pending approval gate
curl localhost:3000/api/approvals -H "$H"

# Approve the gate
curl -X POST localhost:3000/api/approvals/<id>/decision -H "$H" -H 'content-type: application/json' \
  -d '{"decision":"approved","reason":"Exceptions resolved"}'

# Verify the audit chain
curl localhost:3000/api/audit/verify -H "$H"

Full local setup, and running with real models, is in docs/quickstart.md.

The quickstart connects as the Postgres owner, which disables the append-only audit triggers. For tamper-resistance against a compromised app credential, run the server as a non-owner role with docker-compose.hardened.yml (walkthrough).

Packages

pnpm workspaces with Turborepo. The server is AGPL-3.0; the SDKs and connectors are Apache-2.0, so you can embed them in closed-source code.

Package License What it is
packages/server AGPL-3.0 Fastify API, flow engine, workers, audit writer, demo seed, cli.js admin tool.
packages/web AGPL-3.0 Vite/React SPA: run viewer, approvals inbox, registry.
packages/shared AGPL-3.0 Domain types, TypeBox schemas, RFC 8785 canonical JSON, hash utilities.
packages/sdk Apache-2.0 Typed TypeScript HTTP client plus the governedTool wrapper.
packages/sdk-python Apache-2.0 Typed Python HTTP client plus governed_tool.
packages/connector-langchain Apache-2.0 governLangChainTool / governToolkit for LangChain StructuredTools.
packages/connector-claude-agent Apache-2.0 governClaudeTool for Claude Agent SDK custom tools.

The governed primitives — Agent, Role, Skill, Trigger, Flow, Run/Audit — are Postgres-backed and versioned. See docs/concepts.md.

Integration

Open a proxy session, then wrap each tool. Every call runs proxy.check (a deny throws GovernanceDeniedError before the tool runs), executes the tool, then records the output. High-risk skills are refused on the proxy path; they need a flow gate.

import { createClient, governedTool, GovernanceDeniedError } from "@makerchecker/sdk";

const client = createClient({ baseUrl: "http://localhost:3000", apiKey: "mk_..." });
const { session } = await client.proxy.openSession({ label: "recon-run" });

const match = governedTool(
  client,
  session.id,
  "recon-preparer",   // registered agent whose role grants are evaluated
  "txn-match@1",       // skillRef: name@version
  (input: { statement: unknown[]; ledger: unknown[] }) => matchTxns(input),
);

await match({ statement, ledger }); // throws GovernanceDeniedError if denied
await client.proxy.closeSession(session.id);

Connectors keep your tool's name, description, and schema:

Audit and verification

Every state transition emits an audit event in the same transaction as the state write. Each event's hash is SHA-256 over the RFC 8785 canonical JSON of the event (excluding seq), chained through prev_hash from a genesis event tied to the instance. Change any row and recomputation breaks at it.

GET /api/audit/verify walks the chain and returns { ok, count, headHash }, or { ok: false, failedSeq, reason } on a break. The CLI verifies the live chain and signed bundles offline:

# verify against the running database
docker compose exec server node dist/cli.js audit verify

# export a signed bundle, then verify it with no database
docker compose exec server node dist/cli.js audit export --out bundle.json
node dist/cli.js audit verify-bundle --in bundle.json
node dist/cli.js audit verify-bundle --in bundle.json --key instance.pub  # pin the key

Bundles are Ed25519-signed and carry the manifest needed to recompute the chain. The format is specified in docs/audit-spec.md for reimplementation in any language. audit report --run <id> builds a self-contained HTML run report; audit access-review renders the role/grant/SoD review (also at /api/reports/access-review).

Status

MakerChecker 1.0. The server, web, shared, integration, and verification paths are covered by unit and integration tests against Postgres in CI.

1.0 has no drag-and-drop flow builder, SSO/SAML, or multi-tenancy. Flow definitions are typed JSON/YAML.

License

Server, web, and shared are AGPL-3.0 (LICENSE). The SDKs, connectors, and examples are Apache-2.0 — import and ship them in closed-source products without copyleft. A commercial license is available for organizations that cannot use AGPL-3.0: hello@makerchecker.ai. Details: LICENSING.md.

Contributing: CONTRIBUTING.md · Security: SECURITY.md · Code of Conduct: CODE_OF_CONDUCT.md · Changelog: CHANGELOG.md