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

Recent Announcements
Recent Announcements
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
O
OpenAI News
D
Docker
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
N
Netflix TechBlog - Medium
人人都是产品经理
人人都是产品经理
Y
Y Combinator Blog
M
MIT News - Artificial intelligence
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
博客园 - 司徒正美
C
CXSECURITY Database RSS Feed - CXSecurity.com
阮一峰的网络日志
阮一峰的网络日志
K
Kaspersky official blog
Security Latest
Security Latest
T
Tailwind CSS Blog
cs.AI updates on arXiv.org
cs.AI updates on arXiv.org
V
Vulnerabilities – Threatpost
W
WeLiveSecurity
N
News and Events Feed by Topic
aimingoo的专栏
aimingoo的专栏
美团技术团队
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
Google DeepMind News
Google DeepMind News
CTFtime.org: upcoming CTF events
CTFtime.org: upcoming CTF events
C
Cyber Attacks, Cyber Crime and Cyber Security
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
B
Blog
T
The Blog of Author Tim Ferriss
Google DeepMind News
Google DeepMind News
Help Net Security
Help Net Security
爱范儿
爱范儿
宝玉的分享
宝玉的分享
腾讯CDC
H
Heimdal Security Blog
Webroot Blog
Webroot Blog
AI
AI
WordPress大学
WordPress大学
Recorded Future
Recorded Future
SecWiki News
SecWiki News
cs.CV updates on arXiv.org
cs.CV updates on arXiv.org
Security Archives - TechRepublic
Security Archives - TechRepublic
Google Online Security Blog
Google Online Security Blog
C
Check Point Blog
TaoSecurity Blog
TaoSecurity Blog
Cisco Talos Blog
Cisco Talos Blog
The Cloudflare Blog
www.infosecurity-magazine.com
www.infosecurity-magazine.com
博客园 - Franky
云风的 BLOG
云风的 BLOG

Show HN

CSP Radar GitHub - awebai/aweb-team-coord-worktrees: An aweb team template for a minimum team with a permanent coordinator and worktrees with local developers. GitHub - fujibee/agmsg GitHub - lucastononro/notify: 100% local, free, offline attention skill for Claude Code: plays a sound and speaks a short status update when a long task finishes, blocks, or needs a decision. GitHub - sebastianwessel/skills: AI Skills tivatdoar / workout-to-work · GitLab Release v1.0.0-alpha7 · pantoniou/libfyaml GitHub - enumura1/py-sql-cleaner: Find, format, and safely extract embedded SQL from Python files. GitHub - intent-bench/intent-bench: Intent fulfillment benchmark for agentic AI engineering 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 - ThatXliner/xtras: Xliner's Claude Code Skills GitHub - flightdeckhq/flightdeck: Observability and control plane for AI agents. GitHub - search-router/simple-search: Open-source reference app on top of the Search Router API: FastAPI + Jinja metasearch service with pluggable backends, deterministic mocks (no API key needed), RTL UI, Redis cache, and a demo ads cabinet. 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 - 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. 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 - 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 - 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 - aerf-spec/aerf: Agent Evidence Receipt Format (AERF) — an open specification for tamper-evident, independently verifiable records of AI agent actions. 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 - 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. make sidebar/address bar rounded corner toggleable
GitHub - mattrichmo/memory-magico: Git-based CLI memory harness for AI agents: structured project memory, flexible wiki, CLI first.
richsherwood · 2026-06-22 · via Show HN

Memory Magico project image

A local-first, Markdown-first memory harness for projects where humans and coding agents work from the same context. It gives agents a controlled path to ingest notes, reconcile them, maintain canonical project knowledge, plan and track work, log verification evidence, and pull focused context without relying on chat history.

Creation should be cheap. Promotion should be deliberate. Verification should be expensive.

The memory/ directory is the durable source of truth: knowledge, work items, raw intake, generated indexes, and agent role instructions. The CLI is the interface agents use to search, resolve, read, mutate, and verify that memory.

The basic flow:

capture cheaply -> reconcile deliberately -> promote to canonical memory -> execute with evidence -> verify before closure

Agent workflows tend to fail in predictable ways: context gets trapped in chats and screenshots, agents duplicate work because they can't tell what already exists, "done" gets declared without tests or evidence, raw notes get rewritten before anyone decides what they mean, and generated context drifts from canonical truth. MemoryMagico's structure — separate raw intake, canonical wiki pages, structured work records, generated indexes, and agent instructions — is aimed at those specific failure modes.


Git as the memory log

Project memory lives as plain files in the repo, not in a database or hidden agent state. That means every memory change is diffable, reviewable as a PR, revertible, branchable, and blameable — you can see when a claim, task, or decision entered the project, and roll it back if it's wrong.

git status --short
mm lint --json
mm index rebuild
git diff -- memory/
git add memory/
git commit -m "memory: record hardening audit findings"

For agent-heavy work this matters more, not less. Agents can write useful memory, but only if a human can inspect the diff, reject a bad change, or require evidence before merging. Rule of thumb: no memory mutation is trusted until it shows up in git diff and passes the standard checks.


Core concepts

Concept Purpose
Raw intake Immutable source material: notes, files, screenshots, terminal output, audit findings, exports, pasted content.
Wiki pages Canonical Markdown/YAML knowledge — the pages agents should trust first.
Work records Initiatives, sprints, phases, tasks, issues, discoveries, comments, containers.
Claims Explicit assertions with confidence and source references; contradictions can be recorded.
Relationships Typed graph edges between issues, tasks, wiki pages, raw items, files, commits, and other entities.
Generated indexes Search, page, chunk, and dashboard artifacts derived from canonical memory — rebuildable, disposable.
Agent roles Source-controlled instructions installed into Claude Code or Codex-style agent surfaces.
Git history The audit trail for every memory mutation, including agent edits, decisions, evidence, and rollbacks.

The agent-facing rules are short: raw sources are immutable, wiki pages are canonical, generated indexes are disposable, agents resolve before they mutate, and verification evidence is required before anything is marked done.


Architecture

flowchart TD
  A[Raw intake] --> B[Reconciliation]
  B --> C[Canonical wiki]
  B --> D[Structured work records]
  C --> E[Generated search index]
  D --> E
  C --> F[Dashboard snapshot]
  D --> F
  E --> G["resolve / search / context"]
  G --> J[Agents and humans]
  H[Agent roles] --> I[Claude / Codex surfaces]
  I --> J
  J --> K[CLI mutations]
  K --> C
  K --> D
  C --> L[Git history]
  D --> L
  L --> M[diff / review / rollback]
Loading
memory/            durable source of truth — wiki, work records, raw intake, agent roles
src/, bin/         the mm CLI
schemas/           JSON schema guardrails
templates/         bundled default agent role definitions

Full repository layout, path resolution (toolRoot/repoRoot/memoryRoot), and dev setup live in CONTRIBUTING.md.


Installation

Prerequisites

Node.js 18 or newer. A Git repo is strongly recommended — Git is the audit log, review surface, and rollback mechanism for memory changes.

Local install

npm link
mm init
mm doctor
mm index rebuild

mm init is interactive when run from a terminal: it asks where to create the workspace, whether it's a standalone memory repo (git init + package.json) or being added to an existing project, whether to detect/overwrite an existing memory/, and which agent integration to install. Press enter to accept the recommended defaults, or skip the prompts entirely:

mm init --yes                          # accept defaults, non-interactive
mm init --root ~/projects/my-memory --standalone
mm init --existing --skip-agent-install --skip-npm-install

Run non-interactively (e.g. from CI or a script) and mm init skips the wizard automatically — it defaults to a standalone repo in the current directory with Claude Code agent integration installed, unless --skip-agent-install is passed.

package.json needs to declare the CLI entrypoint before npm link will work:

{
  "type": "module",
  "bin": {
    "mm": "./bin/mm.mjs",
    "memorymagico": "./bin/mm.mjs"
  }
}

Direct source usage

node bin/mm.mjs init
node bin/mm.mjs doctor
node bin/mm.mjs index rebuild

Or alias it:

alias mm="node $(pwd)/bin/mm.mjs"

Quick start

mm init
mm doctor
mm index rebuild

Create a canonical wiki page:

mm wiki create "Delivery Check" --kind concept
mm search "delivery check"
mm resolve "delivery check"
mm context "delivery check" --deep

Add a raw note and inspect it:

mm raw add --text "Need to document how sprint launch agents should verify task evidence."
mm raw list
mm raw show raw_...

Promote or reconcile it:

mm ingest raw_...
mm index rebuild
mm raw process raw_... wiki_page wiki_delivery_check memory/wiki/concepts/delivery-check.md

Health checks:

mm doctor
mm lint
mm index status

CLI overview

mm <command> [subcommand] [...args]
mm help
mm help search
mm commands
mm commands --json
mm info

Most read commands support --json; agents should use it when parsing results programmatically.


Safety model

Raw intake is immutable: source material is captured before interpretation and isn't rewritten in place. Promotion is deliberate: raw items get reconciled against existing records and checked for duplicates or staleness before being promoted. Reads are bounded: agents use mm read instead of unbounded file reads. Output is machine-readable where it matters, via --json. Writes are lock-protected and atomic to avoid partial artifacts. Tasks and issues require real verification evidence before they can be closed. The dashboard binds to 127.0.0.1 by default. Generated artifacts (search index, dashboard data) are disposable and get rebuilt from canonical memory, not hand-edited. And every meaningful mutation should be visible in git diff -- memory/ before it's trusted or merged — for large reconciliations, sprint launches, or refactors, do that work on a dedicated branch or worktree.


Learn more

Doc Covers
CLI.md Full command reference, all flags, status/lifecycle values, troubleshooting.
docs/workflows.md End-to-end cookbook: raw capture, reconciliation, sprints, issue verification gates.
docs/agent-system.md Agent role definitions, installation, rules, and the execution checklist.
CONTRIBUTING.md Full repository layout, dev setup, and testing.
DESIGN_NOTES.md The governing rule and canonical-relationship conventions.

Roadmap

  • mm status — one-screen workspace health summary.
  • mm safedoctor + lint + index status + graph validation in one command.
  • mm audit — hardening probes and command contract checks.
  • mm snapshot, mm restore, mm rollback — safer agentic mutation.
  • Stricter JSONL parsing in lint paths.
  • Uniform path containment checks at every command boundary.
  • Prompt-injection rules in every generated agent surface.
  • Append-only mutation log for every state transition.
  • Optional SQLite backend for high-concurrency agent runs.
  • Shell completions generated from the command registry.

License

TBD.