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Show HN

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.
Trelk — Read, Think, Connect
nfplay · 2026-05-29 · via Show HN

Library view

Capture everything.
Find anything.

Share URLs, scan QR codes, import PDFs, DOCX files, or write notes. Everything is automatically extracted, summarized, tagged, and embedded.

  • Hybrid search: full-text keywords + semantic vectors
  • Collections, tags, and smart filters
  • Bulk operations with swipe gestures
  • Built-in PDF, web, and markdown reader

Item detail view

Every piece of knowledge,
deeply understood.

AI generates summaries, extracts tags, classifies content, and discovers connections to your existing library. Every item becomes part of your growing knowledge graph.

  • AI-generated summaries and tags
  • Connected items by semantic similarity
  • Items with similar tags surfaced automatically
  • Related topic search for further exploration

See your ideas come alive.

A force-directed knowledge graph reveals how every item connects. Same-topic links. Cross-topic bridges. The shape of your thinking, visualized.

Knowledge graph visualization

Cluster map

Your knowledge,
mapped.

AI organizes your library into semantic clusters. Each dot is an item. Each color is a topic. Pinch to zoom, tap to explore. Watch new patterns emerge as your library grows.

  • Agglomerative clustering by semantic similarity
  • Auto-named clusters with AI
  • Tap any cluster to see its items
  • Rebuild on demand as your library evolves

Tag network

Discover hidden connections.

The tag network graph shows which topics co-occur across your library. Tap any tag to see its connections and explore the items that share it.

  • Tags are nodes, co-occurrence forms edges
  • Colors match your knowledge clusters
  • Tap a tag in any item to jump to the graph
  • Navigate from tag to items and back seamlessly

Ask - chat with your library

Chat with your
entire library.

Ask questions and get answers grounded in your own reading. Every response includes clickable source citations linking back to your original items.

  • Retrieval-Augmented Generation (RAG) across all content
  • Streaming responses with source citations
  • Choose your AI: local on-device, OpenAI, or Anthropic
  • Conversation history saved and searchable

No API keys? No problem.

Don't want to pay for closed-source LLMs? We got you. Trelk ships with open-source AI models from Hugging Face that run entirely on your device. No API keys, no subscriptions, no data leaving your phone. Ever.

Alibaba's latest-generation language model with 800M parameters. Supports 100+ languages, excels at summarization, classification, and tag extraction. Thinking and non-thinking modes for optimal reasoning. 32K token context window.

Summarization Tag extraction Chat 100+ languages

Embeddings

EmbeddingGemma 300M

Google's state-of-the-art embedding model built from Gemma 3 and the same research behind Gemini. 300M parameters, 768-dimension vectors, 2K token context. Multilingual support for 100+ languages. Designed specifically for on-device deployment.

Semantic search Clustering 768 dimensions On-device

Want more power? Switch to OpenAI or Anthropic with your own API key anytime. Or swap in any GGUF model from Hugging Face — just paste the URL and download.

Pulse - daily briefing

Your daily
knowledge briefing.

Every morning, AI synthesizes your recent reading into a personalized briefing. Fresh connections between items are surfaced automatically. Never miss a pattern forming in your library.

  • AI-generated morning briefing from recent saves
  • Fresh connections discovered across your library
  • Suggested next reads based on your interests
  • Scheduled push notifications at your preferred time

Flash review cards

Remember everything
with flash review.

AI-generated flash cards test your recall with spaced repetition scheduling. Track your retention rate, accuracy trends, and topic performance over time.

  • Smart spaced repetition scheduling per item
  • 66%+ retention scores with 14-day accuracy charts
  • Filter by collection, topic, or review all
  • Topic performance breakdown shows your strongest areas

AI analyzes your knowledge landscape.

Per-cluster insights reveal patterns, gaps, and suggestions. A library overview shows which areas run deep and what domains are missing.

Knowledge insights

Community collections

Open-source knowledge.
Import and share.

Browse curated reading lists built by the community. Import entire collections with a single tap. Every item gets processed, tagged, embedded, and connected to your library.

  • GitHub-hosted, community-curated collections
  • One-tap import with full AI processing
  • Share your own collections with others
  • Auto-linking to your existing knowledge base

Note editor

Write your thoughts.
Connect them to everything.

A full markdown editor with formatting toolbar and image insertion. Your notes are embedded and clustered alongside all your other content.

  • Full markdown with live formatting toolbar
  • Insert images from camera or gallery
  • Auto-embedded, tagged, and clustered
  • Auto-save as you type

Growth tracking

Watch your knowledge
grow.

Track your reading streak, knowledge score, topic depth, and content mix. Earn milestones as your library expands. See how your knowledge evolves over time.

  • Knowledge score, streaks, and milestones
  • Weekly activity charts and reading progress
  • Topic depth analysis by cluster
  • Top sources and tag distribution