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

Hacker News: Ask HN
Hacker News: Ask HN
IT之家
IT之家
S
SegmentFault 最新的问题
T
Tailwind CSS Blog
钛媒体:引领未来商业与生活新知
钛媒体:引领未来商业与生活新知
博客园 - 司徒正美
J
Java Code Geeks
博客园 - 聂微东
雷峰网
雷峰网
阮一峰的网络日志
阮一峰的网络日志
The Cloudflare Blog
博客园_首页
大猫的无限游戏
大猫的无限游戏
博客园 - 三生石上(FineUI控件)
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
博客园 - 【当耐特】
腾讯CDC
Apple Machine Learning Research
Apple Machine Learning Research
酷 壳 – CoolShell
酷 壳 – CoolShell
V
V2EX
宝玉的分享
宝玉的分享
小众软件
小众软件
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
Hugging Face - Blog
Hugging Face - Blog
月光博客
月光博客
NISL@THU
NISL@THU
T
The Exploit Database - CXSecurity.com
C
CXSECURITY Database RSS Feed - CXSecurity.com
WordPress大学
WordPress大学
有赞技术团队
有赞技术团队
Blog — PlanetScale
Blog — PlanetScale
aimingoo的专栏
aimingoo的专栏
L
LINUX DO - 热门话题
cs.CL updates on arXiv.org
cs.CL updates on arXiv.org
F
Fortinet All Blogs
博客园 - Franky
L
Lohrmann on Cybersecurity
S
Secure Thoughts
量子位
V
Vulnerabilities – Threatpost
Last Week in AI
Last Week in AI
博客园 - 叶小钗
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
L
LINUX DO - 最新话题
I
InfoQ
C
CERT Recently Published Vulnerability Notes
Security Archives - TechRepublic
Security Archives - TechRepublic
P
Proofpoint News Feed
G
GRAHAM CLULEY
Cisco Talos Blog
Cisco Talos 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 - khimaros/mimic: control android from cli or mcp with fine-grained permissions
khimaros · 2026-06-23 · via Show HN

an android accessibility service that exposes view (read the on-screen accessibility tree) and interact (tap, swipe, click, type, scroll, navigate) to local automation over three independent, token-gated surfaces:

  • intents -- broadcast intents driven by am / termux-am / adb.
  • http -- a rest api on 127.0.0.1 for curl and the mimic cli.
  • mcp -- an in-app model context protocol server on the same localhost port, for agents (claude code/desktop and other mcp clients).

what it gives you

  • read the active window's accessibility tree as json, with per-node bounds, tap coordinates, and supported actions.
  • filter and query the tree on the device (interactive-only, text-only, by-text/id/class/desc, regex) so an agent sends and receives the minimum context.
  • tap / long-press / swipe by coordinate; click or set-text on a node found by text or resource-id; scroll until a node appears; back / home / recents / notifications.
  • launch an app or activity by package, component, or action/uri.
  • capture a screenshot (a last resort; the text tree is preferred and far cheaper).
  • a mimic shell cli that works from termux/proot/host, and a SKILL.md.

requirements

  • android 8.0+ (api 26+).
  • the android sdk to build (see below). adb to install and to run e2e tests.

build

make            # assemble the debug apk
make install    # install onto a connected device/emulator (adb)
make release    # assemble the release apk (env-gated signing; see CONTRIBUTING)

the build needs an android sdk. mise pins the toolchain; point the build at your sdk with local.properties (sdk.dir=/path/to/Android/sdk) or the ANDROID_HOME environment variable. see CONTRIBUTING.md.

set up on the device

the app opens to a small dark onboarding screen:

  1. install the apk (make install).
  2. open mimic and enable the accessibility service when it deep-links you to settings.
  3. turn on the surfaces you want on the surfaces tab (intents, local http, mcp) and choose the bind interface. optionally enable restart surfaces on boot. while the http/mcp server runs a notification stays up (tap it to reopen the app). the general tab has a global enable mimic kill switch at the bottom that disables every surface at once (and restores them).

then connect a client. each client gets its own token, listed in the app and revocable on its own:

  • cli (pairing): tap start pairing in the app, then in termux run mimic pair <code> with the 6-digit code. the code is one-time and valid only while the window is open; pairing works over http too, so it succeeds from proot/native termux where am cannot return a result. the minted token is saved at ~/.config/mimic/token. don't have the cli yet? with the http surface on, the server hands it out (no token needed): curl -s http://127.0.0.1:8473/cli/mimic -o mimic && chmod +x mimic (and later mimic update).
  • mcp client: tap reveal legacy token in the app, then point the client at http://127.0.0.1:8473/mcp with header x-mimic-token: <token> (from a host, first adb forward tcp:8473 tcp:8473). mimic set-token <token> saves the same token for the cli.

revoke a client (or all of them) from the app's paired clients list at any time; minting outside pairing and revocation are gui-only, so they need physical access to the phone.

use it

mimic status                       # service enabled? which surfaces on?
mimic dump --filter interactive    # actionable nodes only, as json
mimic find login --by text         # nodes whose text contains "login"
mimic tap 540 1200                 # tap a coordinate
mimic click --id com.app:id/submit # click a node by resource-id
mimic text "hello" --id com.app:id/search
mimic text "hello"                 # no target -> the focused field
mimic back                         # global navigation
mimic scroll down "battery"        # scroll until a "battery" node appears
mimic wait Login --by text         # block until a "Login" node appears (default 10s)
mimic packages settings --fuzzy    # launchable apps matching "settings" (typo-tolerant)
mimic launch com.android.settings --wait  # launch and wait until it is foreground
mimic screenshot                   # capture screen -> /tmp file (last resort)

every command prints a json envelope ({"ok":...,"data":...}) and exits nonzero on error -- no tools required. for human-friendly output at a terminal, prefix any command with --pretty, which unwraps and formats the payload (a compact dump becomes tab-separated lines). --pretty requires jq and errors clearly if it is missing:

mimic --pretty dump --filter interactive --format compact

see SKILL.md for the full mimic cli reference and guidance for agents on keeping context small; the rest/mcp/intent protocols behind it are in DESIGN.md.

security

two independent gates protect the device: the accessibility service must be enabled by you in settings, and every command on every surface must carry a valid token. tokens are per-client and stored in app-private storage (unreadable by other apps without root). revoke a single client by its id, or revoke all, from the app; a revoked client is rejected immediately while the rest keep working.

a token is only mintable from a one-time code during an open pairing window, or in the app itself (the legacy token) -- both need physical access, so a remote client cannot mint extra tokens or revoke peers. the localhost socket is reachable by any local app and the intents receiver is exported, so the token is what makes unauthorized attempts fail. treat it as a device secret, and turn off surfaces you are not using.

the http/mcp server binds loopback (127.0.0.1) by default, so it is reachable only on-device (or via adb forward). choosing a lan address or all interfaces in the app exposes it to your network -- still token-gated, but a larger attack surface; the app flags the choice.

for tighter control, turn on enable fine-grained permissions. each client (token) is then authorized per action class (read, interact, type, launch, screenshot, packages) and target app: the first time a client tries something new, a prompt appears over the foreground app ("<client> wants to tap in <app>") with allow, deny, and a remember scope (once / this app / all apps). the request waits for your answer. every client defaults to asking; set a headless client that cannot answer a prompt to allow-all from its row in the app. each client's grants and mode are listed there and revocable individually. the prompt uses an accessibility overlay; granting the optional "draw over other apps" permission makes it more robust.

license

see LICENSE.