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

Security Archives - TechRepublic
Security Archives - TechRepublic
罗磊的独立博客
T
The Blog of Author Tim Ferriss
The GitHub Blog
The GitHub Blog
Apple Machine Learning Research
Apple Machine Learning Research
The Register - Security
The Register - Security
J
Java Code Geeks
V2EX - 技术
V2EX - 技术
Vercel News
Vercel News
N
News and Events Feed by Topic
腾讯CDC
P
Proofpoint News Feed
N
News | PayPal Newsroom
www.infosecurity-magazine.com
www.infosecurity-magazine.com
爱范儿
爱范儿
O
OpenAI News
酷 壳 – CoolShell
酷 壳 – CoolShell
月光博客
月光博客
Martin Fowler
Martin Fowler
Engineering at Meta
Engineering at Meta
D
Docker
Y
Y Combinator Blog
博客园 - 聂微东
G
Google Developers Blog
S
Security @ Cisco Blogs
Simon Willison's Weblog
Simon Willison's Weblog
S
Schneier on Security
H
Hackread – Cybersecurity News, Data Breaches, AI and More
S
SegmentFault 最新的问题
云风的 BLOG
云风的 BLOG
阮一峰的网络日志
阮一峰的网络日志
C
CXSECURITY Database RSS Feed - CXSecurity.com
CTFtime.org: upcoming CTF events
CTFtime.org: upcoming CTF events
C
CERT Recently Published Vulnerability Notes
I
Intezer
G
GRAHAM CLULEY
有赞技术团队
有赞技术团队
Attack and Defense Labs
Attack and Defense Labs
V
Visual Studio Blog
博客园 - Franky
博客园 - 三生石上(FineUI控件)
W
WeLiveSecurity
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
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
Hugging Face - Blog
Hugging Face - Blog
Scott Helme
Scott Helme
T
Troy Hunt's Blog
Hacker News - Newest:
Hacker News - Newest: "LLM"
L
LINUX DO - 最新话题
C
Cybersecurity and Infrastructure Security Agency CISA

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 - EdoardoBambini/Agent-Armor-Iaga: AI agents are getting tool access — shell, file system, databases, APIs, secrets. But **nobody is governing what they actually do with it**. Frameworks like LangChain, CrewAI, AutoGen, and Claude Code give agents the power to execute. Agent Armor gives you the power to control, audit, and approve every single action before it happens. HN Vibes — Week 15, Apr 7–13 2026 GitHub - chojs23/ec: Easy terminal-native 3-way git mergetool vim-like workflow GitHub - SethPyle376/hiraeth: Local AWS emulator focused on fast integration testing, with SQS support, SQLite-backed state, and a debug-friendly web UI. GitHub - JakOb-dotcom/cloud-sandbox-security-analysis: Technical analysis and Proof of Concept (PoC) regarding environment variable exfiltration in containerized cloud sandboxes via side-channel data leaks. Springboards - Flint Alpha Show HN: A simpler coding agent harness GitHub - audiodude/sudomake-friends GitHub - 256thFission/mini-mythos: OSS clone of Anthropic’s Mythos harness to locate C/C++ memory vulnerabilities Show HN: OpenParallax: OS-level privilege separation for AI agent execution Hacker News Sorted - Chrome 应用商店 Show HN: How to Install Docker on Ubuntu 24.04 LTS: Complete 2026 Guide GitHub - himanshudongre/smriti GitHub - sverrirsig/claude-control: macOS desktop dashboard for monitoring and managing multiple Claude Code sessions GitHub - ory/dockertest: Write better integration tests! Dockertest helps you boot up ephermal docker images for your Go tests with minimal work. Chiral - Chrome 应用商店 Show HN: Two Claudes collaborating through shared memory on a $100 mini-PC GitHub - pmichaillat/latex-cv: Minimalist LaTeX template for academic CVs GitHub - oguzbilgic/posse: A web UI for Anthropic Managed Agents. GitHub - sshiraz/depsly: Dependency risk analysis tool for npm packages ABI Add safari/agent-harness — Safari browser automation via safari-mcp by achiya-automation · Pull Request #212 · HKUDS/CLI-Anything GitHub - Halfblood-Prince/trustcheck: Verify PyPI package attestations and improve Python supply-chain security GitHub - oguzbilgic/kern-ai: Agents that do the work and show it. GitHub - bruits/satteri: High-performance Markdown and MDX processing for the JavaScript ecosystem GitHub - tylergibbs1/feedstock: High-performance web crawler and scraper for TypeScript, powered by Bun and Playwright GitHub - Grimm67123/grimmbot: The self-improving sandboxed and open-source AI agent. With persistent memory and scheduling. GitHub - whitevanillaskies/whitebloom: Local whiteboard that blooms. GitHub - hwdsl2/docker-whisper: Docker image for a self-hosted Whisper speech-to-text server with speaker diarization and OpenAI-compatible transcription and translation APIs. Powered by faster-whisper. Supports all Whisper models, NVIDIA GPU (CUDA) acceleration, JSON/SRT/VTT output, SSE streaming, offline mode, and multi-arch (amd64, arm64). GitHub - yisding/reviewwiggum GitHub - MarwanAlsoltany/serrors: Structured errors for Go: sentinel hierarchies, typed data, custom formatting, and slog integration. GitHub - soatok/age-php GitHub - Luthiraa/markitme GitHub - stagas/rtdiff: realtime git diff gui and AI-assisted commits GitHub - tombedor/excalicharts GitHub - wh1le/excalidraw-edit: Open and edit .excalidraw files from the terminal. Offline, auto-saves to disk. MalExt Sentry - Malicious Extension Scanner - Chrome 应用商店 GitHub - syi0808/asciianimesvg: Generate animated ASCII art SVGs from text. CLI, Rust library, WASM, and web editor. GitHub - zaina-ml/ml_forge: A visual-based graph node editor for training computer vision models. GitHub - anakin87/llm-rl-environments-lil-course: 🌱 A little course on Reinforcement Learning Environments for evaluating and training Language Models GitHub - takaakit/superpowers-uml: Superpowers-UML modifies Superpowers to ensure a software development workflow in which AI agents design through UML modeling. AdriByte Studio - Sviluppo Web e Soluzioni Digitali GitHub - chouligi/angel-copilot: Your personalized Angel Investment Advisor Show HN: MoodSense AI (ML and FastAPI and Gradio, Deployed on Hugging Face) Moodsense Ai - a Hugging Face Space by aman179102 GitHub - agenteractai/lodmem: Level Of Detail Context Management for Agents GitHub - ostefani/subnetlens: A fast, concurrent network scanner with a TUI and plain-text CLI, built in Go. It discovers live hosts on your network, scans their open ports, resolves hostnames, and fingerprints operating systems—delivered. Cyber Pulse: Agentic Intel - Apps on Google Play Whisper API: Self-Hostable Speech to Text Transcription The Agent-Web Protocol Stack: A Research Thesis GitHub - msmarkgu/RelayFreeLLM: A restful API designed to route user prompts to various AI model providers. Show HN: Provepy – A Python decorator that proves your code using Lean and LLMs Show HN: Pardonned.com – A searchable database of US Pardons GitHub - patrickdappollonio/dux: Dux is a terminal UI that lets you run multiple AI coding agents side by side, each in its own git worktree, with full companion terminals, macros, commit generation, and a command palette that knows more tricks than you do. kMC Crystal Simulator Show HN: HyperFlow – A self-improving agent framework built on LangGraph GitHub - stef41/vibescore: 🎵 Grade your vibe-coded project. One command, instant letter grade across security, quality, dependencies, and testing. GitHub - stef41/lmscan: 🔍 Detect AI-generated text and fingerprint which LLM wrote it. Open-source GPTZero alternative. Zero dependencies, works offline. imgur.com GitHub - visionscaper/collabmem: Enabling long-term collaboration with Agentic AI - building up episodic and world model memory over time with in-context awareness 在 Steam 上购买 FriedrichAI: Offline AI 立省 10% GitHub - atripati/ark: AI Runtime Kernel — a context operating system for AI agents. Eliminates tool bloat, loads only what’s needed, and gives LLMs their reasoning space back. GitHub - nowork-studio/toprank: Open-source Claude Code skills for SEO, SEM, Google Ads GitHub - tacomanator/sash: Lightweight macOS menu bar app for reliably cycling through windows of the current application. Appents | Social Media Management for Product-First Teams GitHub - pnhoang/youtube-spam-blocker: Automatically detects and hides spam messages in YouTube Live chat. Set rate limits, keyword filters, and block repeat offenders. GitHub - decisionnode/DecisionNode: CLI + Local MCP - A shared structured memory store across Claude Code, Cursor, Windsurf, Antigravity, and every MCP client. Semantically queryable. GitHub - AvaCodeSolutions/django-email-learning: An open source Django app for creating email-based learning platforms with IMAP integration and React frontend components. The $100K Gap in Kubernetes Security Tooling Function Calling Harness: From 6.75% to 100%
GitHub - agentkit-seo/agentkit-seo: An open-source framework for engineering your professional discoverability across platform algorithms, search engines, and AI agents. Covers CV/ATS, LinkedIn, GitHub, personal websites, X, and Agent Context Optimization (ACO).
renatomignon · 2026-05-20 · via Hacker News: Show HN

AgentKit SEO Banner

Give your career agents a source of truth, platform rules, and a repeatable workflow.

npm version CI status Agent-Ready Markdown-First LinkedIn GitHub CV & ATS Portfolio X

WhyQuick StartModulesInstallWebsiteHow It WorksStatus


Why It Exists

Most AI agents can rewrite a CV, LinkedIn bio, GitHub README, or portfolio page.

The problem is that they usually rewrite from whatever context happens to be in the chat. That produces generic personal-branding copy, missing facts, repeated questions, and platform advice that does not travel from one agent to another.

AgentKit SEO fixes the starting point with agent context optimization:

  • a private agent-context-file for verified career facts
  • focused skills for LinkedIn profile optimization, GitHub SEO, CV/ATS resume optimization, portfolio SEO, and X/Twitter profile optimization
  • one export/install CLI for Claude Code, Codex, Gemini CLI, OpenCode, and portable SKILL.md usage
Weak agent output:
"I am a passionate developer with experience in many technologies."

AgentKit SEO-style output:
"Security-focused software engineer building verified, search-ready career systems
across GitHub, CVs, LinkedIn, and portfolio sites."

Quick Start

Start with the context file, then send one platform through the right skill.

Use agentkit-seo-agent-context-optimization to create my agent-context-file.
I can provide my CV, LinkedIn sections, GitHub URL, portfolio URL, project notes,
screenshots, or any other career material you need.

Then use a platform skill:

Use agentkit-seo-github to audit my GitHub profile for hiring visibility.
Use my personal context file at the path I provide.

Typical outputs:

  • prioritized profile or portfolio audit
  • evidence-backed rewrite suggestions
  • ATS-safe CV structure and bullet improvements
  • GitHub README, topic, pin, and proof-point fixes
  • LinkedIn headline, About, Experience, Featured, and Skills recommendations
  • next actions ranked by impact and missing evidence

Agent context optimization is the layer that keeps agentic AI work from drifting into generic or inconsistent personal-branding output.

Instead of asking every agent to rebuild the user's professional history from scattered prompts, AgentKit SEO starts from a private Markdown context file. That file stores verified facts, links, achievements, constraints, target roles, and positioning notes in a structure that both humans and agents can inspect.

The platform skills then apply surface-specific rules on top of that source of truth:

  • LinkedIn gets searchable, recruiter-readable profile structure
  • GitHub gets clearer repository metadata, READMEs, topics, and proof links
  • CV/ATS gets parser-safe structure and evidence-backed bullets
  • portfolio pages get crawlable metadata, structured data, and useful snippets
  • X gets bio, pinned-post, and content-positioning guidance

The practical goal is simple: make professional context reusable by agents, while keeping public outputs grounded in facts the user controls.

Modules

Goal Start here Public playbook
Build the reusable personal context layer agent-context-optimization Agent context optimization
Improve GitHub profile and repository SEO github GitHub optimization
Rewrite a LinkedIn profile for search, recruiters, and AI-readable proof linkedin LinkedIn optimization
Tailor a CV or resume for ATS parsing cv-ats CV and ATS optimization
Fix portfolio SEO and indexability web-portfolio Web portfolio SEO
Improve X/Twitter profile and posting strategy x-twitter X/Twitter optimization

Install

The canonical install path uses the published npm package:

npx agentkit-seo install --provider codex

Replace codex with any supported provider.

Check the package version and local package layout:

npx agentkit-seo version
npx agentkit-seo doctor

agentkit-seo install now warns when the target provider CLI or its usual config directory cannot be detected. The installer still writes the bundle to the standard target so clean-machine or first-time setups can proceed, but the warning tells users when to switch to --project-root or --target-dir.

Create a guided private context-file template before asking an agent to rewrite public profiles:

npx agentkit-seo template context --output ~/.agentkit-seo/my-context.md

Run it directly from the GitHub repository without a local clone:

npx github:agentkit-seo/agentkit-seo install --provider codex

For maintainers testing unpublished changes from a local checkout:

git clone https://github.com/agentkit-seo/agentkit-seo.git
cd agentkit-seo
npx . install --provider codex

Supported install targets:

Provider Installs to Activation model
Shared bundle Portable SKILL.md folders Manual reuse or packaging
Claude Code ~/.claude/skills/ Skill selection depends on Claude Code's skill loading; explicit skill naming is safest
Codex ~/.agents/skills/ plus CODEX_HOME/skills or ~/.codex/skills/ Use installed skills by name when available; behavior depends on Codex skill support and workspace setup
Gemini CLI ~/.gemini/extensions/agentkit-seo/ Namespaced commands such as /agentkit-seo:linkedin
OpenCode ~/.config/opencode/skills/ plus command wrappers Native skill loading plus flat commands such as /agentkit-seo-linkedin

Project-local install from a local checkout:

npm exec --package ./. -- agentkit-seo install \
  --provider codex \
  --project-root .

If a machine uses a non-default provider location, override the destination explicitly:

npx agentkit-seo install --provider gemini-cli --target-dir /custom/path/agentkit-seo

Each install writes an agentkit-seo-install.json manifest in the install root so maintainers and users can inspect the installed package version, provider, skills, commands, and target paths.

How It Works

AgentKit SEO Workflow: One source of truth, many optimized surfaces

The workflow moves from scattered raw material to consistent public results in four stages:

  1. Raw material: Gather your existing CV, LinkedIn exports, GitHub profile, portfolio URLs, screenshots, and raw project notes.
  2. Agent context file: Load your agent with the agent-context-optimization skill and provide your raw material. The agent will distill this into one private, structured source of truth. This file stores your verified identity, target roles, education, experience, projects, metrics, links, constraints, and preferred tone.
  3. Platform skills: Provide the resulting context file to an agent loaded with a focused platform skill (such as LinkedIn, GitHub, CV/ATS, or Portfolio).
  4. Grounded output: The agent produces an audit, rewrite, patch proposal, or action plan that is consistent across all surfaces and backed by the verified facts in your context file.

It should not be committed to this repository. A portable convention is:

~/.agentkit-seo/<name-surname>-seo-context.md

The human-readable folders explain the methodology. The runtime skill source lives in .skills/agent-skill/. The export CLI turns that shared source into provider-specific layouts.

This is not a prompt collection. It is an operating manual for agents working on professional identity: verify facts first, then optimize the surface.

Invocation

Provider behavior is not identical. Some agents can select installed skills from their metadata, some expose slash commands, and some require you to mention the skill or add provider-specific rules. The shared skill names are the stable contract, but the way you invoke them depends on the provider.

Codex

Mention the installed skill when the environment supports it:

$agentkit-seo-agent-context-optimization
$agentkit-seo-github

Exact activation depends on the Codex environment and installed skill support.

Claude Code

Ask for the installed skill by name. Claude may auto-select from skill metadata, but explicit naming is safer:

Use the agentkit-seo-linkedin skill to audit my LinkedIn profile.

Gemini CLI

Use the namespaced commands shipped with the Gemini extension bundle:

/agentkit-seo:context
/agentkit-seo:github
/agentkit-seo:linkedin

The repository root now also exposes a Gemini-compatible extension layout for gallery and direct GitHub installs:

  • gemini-extension.json at the repo root for crawler and installer discovery
  • GEMINI.md at the repo root for extension context loading
  • commands/agentkit-seo/*.toml for namespaced Gemini commands
  • skills/* for bundled agent skills

OpenCode

Use native skill loading or the flat command wrappers:

/agentkit-seo-context
/agentkit-seo-github
/agentkit-seo-linkedin

Other agents

Install or copy the portable SKILL.md folders, then follow that agent's rule or skill system. If the agent cannot load skills automatically, paste or reference the relevant skill instructions manually.

What's Inside

Capability Typical output
Personal context architecture Structured agent-context-file that becomes the reusable source of truth
LinkedIn optimization Section audit, headline/About rewrites, Featured strategy, and activity suggestions
GitHub optimization Profile and repository discoverability audit with README, topic, naming, and proof-point fixes
CV/ATS optimization ATS-safe rewrite plan, keyword alignment, bullet improvements, and formatting risks
Web portfolio optimization SEO/AEO audit, structured-data recommendations, indexability checks, and content improvements
X optimization Bio, pinned-post, posting strategy, and engagement loop recommendations

Status

Target Status
Shared skill source Ready
Install/export CLI Ready
CLI diagnostics and context template command Ready
Push and pull request validation workflow Ready
Claude Code direct install Ready
Codex direct install Ready
OpenCode direct install Ready
Gemini CLI extension install Ready locally
Gemini CLI gallery root manifest Ready for crawler
Published npx agentkit-seo ... package Shipped
Marketplace / registry distribution npm shipped; Gemini gallery pending crawler detection

First launch focus: cv-ats, github, and linkedin. Other modules can remain beta while packaging, provider support, and the main launch narrative are finished.

Current project notes live in .assets/docs/current-status.md, .assets/docs/project.md, and .assets/docs/architecture-map.md.

Authoring and runtime conventions are defined in .assets/docs/STYLEGUIDE.md and .skills/architecture.md.

Release history is tracked in CHANGELOG.md.

Privacy and security policies are tracked in PRIVACY.md and SECURITY.md.

Releasing

Npm is the canonical package registry for AgentKit SEO. GitHub releases mirror npm versions with matching v* tags.

Automated publishing requires an NPM_TOKEN repository secret in GitHub with permission to publish agentkit-seo.

npm run validate
npm version patch
git push origin main --tags

Pushing a version tag such as vX.Y.Z runs the npm publish workflow, verifies the tag matches package.json, validates the package layout, and creates the matching GitHub release after npm publish succeeds.

Who It's For

  • developers preparing for job search or promotion cycles
  • students turning projects into credible portfolio proof
  • founders and freelancers improving public trust signals
  • agents that need structured personal context before editing public profiles
  • maintainers building portable skills for more than one coding agent

Authors

Maintained by Renato Mignone and Elia Innocenti.

Author GitHub LinkedIn Portfolio
Renato Mignone GitHub LinkedIn Portfolio
Elia Innocenti GitHub LinkedIn Portfolio

If AgentKit SEO is useful, a GitHub star helps others find the project.