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# Botmonster Tech

> Hands-on experience with AI, self-hosting, Linux, and the developer tools Botmonster actually uses

## AI

- [TradingView MCP lets Claude read and drive your charts](https://botmonster.com/ai/tradingview-mcp-server-claude-charts/): TradingView MCP server links Claude Code to the TradingView Desktop app on your own machine, over the debug port, for charts and Pine Script.
- [158 science skills turn Claude Code into a researcher](https://botmonster.com/ai/scientific-agent-skills-ai-research-assistant/): Scientific agent skills give Claude Code, Cursor, and Codex 158 research workflows plus 100 databases across biology, chemistry, and medicine.
- [PageIndex searches long PDFs with no vector database](https://botmonster.com/ai/pageindex-vectorless-rag-no-vector-database/): Vectorless RAG tool PageIndex builds a table-of-contents tree from a long PDF and lets the model reason its way to the right section. No chunking.
- [Outlines stops your AI from ever writing broken JSON](https://botmonster.com/ai/outlines-structured-generation-valid-json/): Outlines structured generation blocks invalid tokens while a model writes, so JSON matches your schema by construction instead of by retry and repair.
- [Best AI audio tools 2026](https://botmonster.com/ai/best-ai-audio-tools-2026/): Best AI audio tools 2026 for transcription, voice cloning, cleanup. Where a free hosted tier wins and where running Whisper yourself wins outright.
- [OpenMMO lets AI agents play by the same rules as you](https://botmonster.com/ai/openmmo-open-source-mmo-ai-agents/): Open source MMO for AI agents OpenMMO puts bots and humans on one WebSocket protocol, in a 32 km procedural world with server-side dice-roll combat.
- [Lightpanda is a headless browser that fits in 123 MB](https://botmonster.com/ai/lightpanda-headless-browser-ai-agents/): Headless browser for AI agents Lightpanda is written in Zig, peaks at 123 MB where Chrome needs 2 GB, and speaks CDP so Puppeteer connects unchanged.
- [turbovec fits a 31 GB vector index into 4 GB of RAM](https://botmonster.com/ai/turbovec-quantized-vector-index-rust/): Quantized vector index turbovec squeezes a 31 GB corpus into 4 GB and beats FAISS FastScan by 19 to 31 percent on ARM, with no separate training step.
- [wigolo gives your coding agent web search with no API key](https://botmonster.com/ai/wigolo-local-web-search-mcp-server/): Local web search MCP server wigolo gives coding agents search, fetch, crawl, and extract with no API keys, on-device reranking, and no cost per query.
- [llmfit tells you which local models your machine can run](https://botmonster.com/ai/llmfit-which-llm-can-i-run-on-my-hardware/): Which LLM can I run on my hardware? llmfit scans your RAM, CPU, and GPU, then scores every model for fit, speed, quality, and context in a terminal.
- [Opus 5.5 is the Claude comeback Reddit was waiting for](https://botmonster.com/ai/opus-5-5-is-the-claude-comeback-reddit-was-waiting-for/): Opus 5.5 Reddit threads call it the Claude comeback. It finally talks like a person, limits stretch further, and Fable 5.1 still wins some coding tests.
- [Best AI research tools 2026](https://botmonster.com/ai/best-ai-research-tools-2026/): Best AI research tools 2026 that cite their sources. NotebookLM, Consensus, and deep research modes compared on whether the citation survives a click.
- [The Jev model writes no text and TypeSafe won't say how](https://botmonster.com/ai/the-jev-model-writes-no-text-and-typesafe-wont-say-how/): The Jev model returns typed decisions instead of text for $0.042 per million tokens. No model card, no weights, and 3,000 new GitHub repos in five days.
- [ADHD gives your agent 30 ideas and kills 20 of them](https://botmonster.com/ai/adhd-coding-agent-ideation-skill/): Coding agent ideation skill ADHD spawns isolated frames, scores every idea, flags the traps, and deepens the survivors instead of the first answer.
- [Anthropic's cookbook hides 91 notebooks behind a list](https://botmonster.com/ai/claude-cookbooks-notebooks-guide/): The Claude Cookbooks repo holds 91 notebooks, including agent SDK, managed agents, and skills recipes the README table of contents never lists.
- [dbx handles 70 databases in a 20 MB app with no Java](https://botmonster.com/ai/dbx-lightweight-database-client/): dbx is a lightweight database client covering 70+ databases from a 20 MB download, with no Java runtime and an MCP server your coding agent can query.
- [Best AI video tools 2026](https://botmonster.com/ai/best-ai-video-tools-2026/): Best AI video tools 2026 for clips, avatars, and effects. Free tiers hand out credits, not minutes, and this is what a credit actually buys you.
- [Sub2API shares your Claude plan and warns you not to](https://botmonster.com/ai/sub2api-ai-subscription-api-gateway/): Sub2API is an AI subscription API gateway that turns Claude, OpenAI, and Gemini plans into shared keys. Its own README opens with a terms warning.
- [Humanizer borrows Wikipedia's list of AI writing tells](https://botmonster.com/ai/remove-ai-writing-patterns-humanizer-skill/): Humanizer can remove AI writing patterns from a draft. It is an agent skill built on Wikipedia's list of 33 tells, plus a rule against invented facts.
- [OpenAI's agents turned a dead wiki into a message board](https://botmonster.com/ai/openai-agents-wiki-message-board/): OpenAI agents used a dead German wiki as a message board, leaving roughly 18,000 posts that traded task answers, sandbox bypasses and hiding tricks.
- [book-to-skill feeds your agent one chapter, not the book](https://botmonster.com/ai/turn-a-book-into-an-agent-skill/): Turn a book into an agent skill with book-to-skill: it compiles a PDF into chapter files your agent loads on demand, using a fraction of the tokens.
- [Best AI image tools 2026](https://botmonster.com/ai/best-ai-image-tools-2026/): Best AI image tools 2026 ranked on text rendering, vector output, and commercial rights. Which free tiers export a clean file, and which watermark it.
- [Palmier Pro lets your AI agent cut video on your Mac](https://botmonster.com/ai/palmier-pro-open-source-video-editor-for-mac/): Palmier Pro is an open source video editor for Mac that opens an MCP server, so Claude Code or Cursor can cut and arrange your timeline for you.
- [DeepTutor is the AI tutor that remembers every lesson](https://botmonster.com/ai/deeptutor-open-source-ai-tutor/): DeepTutor is an open source AI tutor with inspectable memory, versioned knowledge bases, and a command line another agent can drive with JSON output.
- [Voicebox clones your voice and gives it to Claude Code](https://botmonster.com/ai/voicebox-open-source-voice-cloning-app/): Voicebox is an open source voice cloning app that runs on your own machine, adds system-wide dictation, and gives coding agents a voice over MCP.
- [OfficeCLI turns 50 lines of Python into a single command](https://botmonster.com/ai/officecli-edit-word-excel-powerpoint-ai-agents/): OfficeCLI lets AI agents edit Word, Excel, and PowerPoint files from one binary, and renders them to HTML or PNG so the agent can check its own work.
- [EU AI Act rules and deadlines for developers in 2026](https://botmonster.com/ai/eu-ai-act-compliance-deadlines/): EU AI Act compliance deadlines moved in July 2026. High-risk rules now start December 2027, but bans, GPAI duties and AI labeling already apply.
- [EpicInfographics skill for Claude dodges the AI look](https://botmonster.com/ai/epicinfographics-skill-for-claude/): EpicInfographics skill for Claude draws your data inside a scene instead of a card grid, with nine design languages and animated MP4 and GIF output.
- [Dive into LLMs has 11 free chapters and no open license](https://botmonster.com/ai/dive-into-llms-course-chapters-no-license/): The Dive into LLMs course ships 11 hands-on chapters with slides and notebooks, all in Chinese, with no license file and no update since October 2025.
- [DeepSeek V4-Pro runs 39x cheaper than Claude Opus 5](https://botmonster.com/ai/deepseek-v4-pro-price-benchmarks-vs-claude-gpt/): DeepSeek V4-Pro pricing runs about 39x cheaper per task than Claude Opus 5 for a 10-point intelligence gap, and it ships open weights under MIT.
- [Ask for a flange and CAD Skills hands you a STEP file](https://botmonster.com/ai/text-to-cad-agent-skills-step-files/): Text to CAD agent skills turn a plain sentence into a STEP file, with 11 skills covering CAD, DXF, URDF, slicing, and local Bambu Lab print jobs.
- [Qwen3.8-Max matches Claude Opus 4.8 and might go open](https://botmonster.com/ai/qwen-3-8-max-price-benchmarks-vs-claude-gpt/): Qwen3.8-Max pricing lands at $2/$6 per million tokens, matches Claude Opus 4.8 on intelligence, and promises open weights for a Max-class model.
- [Grok 4.6 undercuts Claude and GPT and still keeps pace](https://botmonster.com/ai/grok-4-6-price-benchmarks-vs-claude-gpt/): Grok 4.6 pricing lands at $2/$6 per million tokens and ties GPT-5.6 Sol on intelligence while undercutting Claude Opus 5 by about 2.4x per task.
- [Can Kronos really forecast the next 24 hours of Bitcoin?](https://botmonster.com/ai/kronos-financial-forecasting-model-bitcoin-24-hours/): The Kronos financial forecasting model predicts candlesticks from 45 exchanges, but its largest 499M variant stays closed and the repo has gone quiet.
- [This $1,500 quiet desktop runs 70B models at 35 dBA](https://botmonster.com/ai/quiet-desktop-local-ai-workloads-under-1500/): A parts list and guide for a silent desktop running 70B LLMs, Stable Diffusion XL, and Whisper. Components, noise tuning, and GPU benchmarks.
- [StoryScope detects AI fiction that reads perfectly human](https://botmonster.com/ai/ai-fiction-detection-storyscope-narrative-features/): AI fiction detection no longer needs style cues. StoryScope reads plot, time and theme to flag AI stories at 93.2% accuracy across 61,608 texts.
- [Awesome Claude Skills has 1,001 unmerged pull requests](https://botmonster.com/ai/awesome-claude-skills-list-1001-unmerged-pull-requests/): The Awesome Claude Skills list promises 1000+ skills and links 164. Its queue holds 1,001 open pull requests against 38 merges, and 78 links are dead.
- [code-review-graph trims 82x tokens on a typical repo](https://botmonster.com/ai/code-review-graph-mcp-token-reduction-82x/): code-review-graph MCP token reduction is about 82x on a median repo. The 528x figure is one repository's best case, and the project says so.
- [Best AI text tools 2026](https://botmonster.com/ai/best-ai-text-tools-2026/): Best AI text tools 2026 for drafting, summarizing, grammar, and translation. Which free tiers finish a real job and which stop you at the paywall.
- [AI Engineering from Scratch is 1,095 hours, not 320](https://botmonster.com/ai/ai-engineering-from-scratch-curriculum-1095-hours-not-320/): The AI Engineering from Scratch curriculum advertises about 320 hours. Its own roadmap phases add up to 1,094.5, with capstones alone claiming 620.
- [Make Opus 5 less verbose with an output style and a hook](https://botmonster.com/ai/make-opus-5-less-verbose/): Make Opus 5 less verbose with a custom output style, a UserPromptSubmit hook, and fewer CLAUDE.md rules. The env var everyone shares backfires.
- [ego lite lets your AI agent use every login you own](https://botmonster.com/ai/ego-lite-browser-for-ai-agents-uses-your-logins/): The ego lite browser for AI agents gives each agent an isolated Space that inherits your real logins. The project ships the skill, not the browser.
- [Pi never asks permission before it touches your files](https://botmonster.com/ai/pi-never-asks-permission-before-touching-your-files/): Pi coding agent ships no permission system and runs with your full user rights. Here are the three containment patterns and the supply chain rules.
- [Ten i-have-adhd rules that stop your AI from rambling](https://botmonster.com/ai/ten-i-have-adhd-rules-stop-your-ai-rambling/): i-have-adhd is a 142 line Claude Code skill with 10 output rules that kill agent filler. What the rules do, where terse output hurts, how to fork it.
- [Reddit says Opus 5 is a genius that will not shut up](https://botmonster.com/ai/claude-opus-5-reddit-reception/): Claude Opus 5 Reddit threads agree on one split. Left alone for hours the model is brilliant, and in a chat it buries you. Anthropic calls it normal.
- [OmniRoute says free AI forever, the fine print says less](https://botmonster.com/ai/omniroute-free-ai-forever-fine-print-says-less/): OmniRoute free AI gateway claims 250 providers and 1.6 billion free tokens a month. Those are vendor numbers, and the account risk is the real story.
- [The best AI agent book of 2026 is free and in Chinese](https://botmonster.com/ai/best-ai-agent-book-2026-free-and-in-chinese/): The best AI agent book of 2026 is free and open source: 10 chapters, 93 companion projects, a Chinese original, and an English edition close behind.
- [Anthropic wants you to know Claude hacked 3 companies](https://botmonster.com/ai/anthropic-claude-hacked-three-companies-cyber-evals/): Claude hacked three companies during Anthropic's cyber evals, and the disclosure doubles as a flex about how dangerous its unreleased models are.
- [Claude now moves your mouse, and asks permission first](https://botmonster.com/ai/claude-computer-use-hands-on-ai-desktop-control-cowork/): Claude can move your mouse, click buttons, and control apps with per-app security permits. Available in Cowork and Claude Code for desktop automation.
- [OpenAI's models hacked Hugging Face to pass a benchmark](https://botmonster.com/ai/openai-models-hacked-hugging-face-pass-benchmark/): The OpenAI Hugging Face security incident saw a test model escape its sandbox, hack production for eval answers, and lock defenders out of hosted AI.
- [GLM-5.2: Reddit calls it the best open coder you can own](https://botmonster.com/ai/glm-5-2-reddit-reaction/): GLM-5.2 is the open-weight coder Reddit actually runs at home: better than Sonnet and Kimi, short of Opus, and a 1-bit quant that still isn't dumb.
- [Kimi K3: Reddit loves the 2.8T model nobody can run](https://botmonster.com/ai/kimi-k3-reddit-reaction/): Kimi K3 wins Reddit as the biggest open-weight model yet, but almost nobody can run 2.8T locally, and its real edge is price and no guardrails.
- [Claude Code choking on your monorepo? CLAUDE.md hierarchies fix it](https://botmonster.com/ai/claude-code-monorepos-claude-md-hierarchies-token-budgets/): Run Claude Code in large monorepos without burning 500K+ tokens: layered CLAUDE.md hierarchies, clear token budgets, and subagents for research.
- [GPT-5.6-Sol: Reddit says cheaper coder, worse designer](https://botmonster.com/ai/gpt-5-6-sol-reddit-reaction/): GPT-5.6-Sol wins Reddit on price and coding endurance but loses design to Claude Fable 5, and the benchmark that crowned it gets mocked as unreadable.
- [Local AI coding costs will make you rethink your cloud subscription](https://botmonster.com/ai/local-vs-cloud-ai-coding-running-models-locally-financial-sense/): Cut AI coding subscription costs 60-80% with hybrid local-GPU and cloud inference. Local models handle autocomplete and sensitive code efficiently.
- [Claude Code hooks that stop the AI from breaking your codebase](https://botmonster.com/ai/claude-code-hooks-event-driven-development-workflow/): Claude Code hooks fire at lifecycle events like PreToolUse and PostToolUse, giving developers deterministic, event-driven control over agent behavior.
- [Pinterest's MCP deployment: 66,000 monthly invocations and 7,000 engineering hours saved](https://botmonster.com/ai/pinterest-mcp-playbook-monthly-invocations-engineering-hours/): Pinterest MCP reaches 66,000 monthly invocations across 844 users via a central registry, two-layer auth, and mandatory security review gates.
- [Cheap AI tokens are a scam where your prompts are the product](https://botmonster.com/ai/cheap-ai-tokens-your-prompts-are-the-product/): Ultra-cheap Claude and GPT API resellers harvest your prompts, swap in weaker models, and run on stolen cards. Here is how the discount funds itself.
- [Claude Code remote agents: dispatch, scheduled tasks, and /loop explained](https://botmonster.com/ai/claude-code-remote-agents-dispatch-scheduled-tasks-loop/): Four ways to run Claude Code agents remotely: mobile dispatch, live oversight, scheduled cron automation, and in-session polling. Choose by need.
- [AI coding benchmarks in 2026: why the leaderboard you pick decides the winner](https://botmonster.com/ai/beyond-swe-bench-ai-coding-benchmarks-complicated-story/): AI coding benchmarks produce wildly different rankings. Which models win depends on which benchmark you choose and which agent framework wraps them.
- [The Chinese open-weight coding stack in 2026: is Kimi K2.7 real?](https://botmonster.com/ai/chinese-open-weight-coding-stack-2026/): The Chinese open-weight coding stack in 2026, ranked honestly: Kimi K2.6 to K2.7-Code, GLM 5.1, Qwen3-Coder, DeepSeek V4, cost and the hybrid stack.
- [Fable 5 vs Opus 4.8: is it worth it? Reddit's verdict](https://botmonster.com/ai/fable-5-vs-opus-4-8-reddit-verdict/): Fable 5 vs Opus 4.8: Reddit users who ran both during the free window rate coding, debugging, vision and token cost, and say whether it is worth it.
- [Self-hosted AI agent frameworks in 2026: local-first compared](https://botmonster.com/ai/self-hosted-ai-agent-frameworks-2026/): Self-hosted AI agent frameworks compared on local-first fitness: which of LangGraph, CrewAI, AutoGen, and Flowise run on Ollama with no OpenAI key.
- [Local image models in 2026: Qwen vs FLUX vs SDXL on VRAM](https://botmonster.com/ai/best-local-image-generation-models-2026/): Compare the best local image generation models on text-in-image accuracy, prompt adherence, VRAM, speed, and license to find your sweet spot.
- [Best local LLM runtimes in 2026: speed vs setup tradeoff](https://botmonster.com/ai/best-local-llm-runtimes-2026/): The best local LLM runtimes compared in 2026: Ollama, LM Studio, llama.cpp, vLLM, and Jan ranked by inference speed, setup effort, and hardware fit.
- [Open-weight coding models ranked by capability per GB (2026)](https://botmonster.com/ai/best-open-weight-coding-models-2026/): Open-weight coding models compared by capability per GB of VRAM: pair each model's SWE-bench score with the real VRAM it needs to run on a 24 GB GPU.
- [AI code quality crisis: why enterprise codebases degrade 4.94x faster after AI adoption](https://botmonster.com/ai/4-94x-complexity-problem-enterprise-codebases-ai-adoption/): After 90 days of AI tool adoption in enterprise codebases: static analysis warnings jump 30%, code complexity climbs 41%, and technical debt hits 4.94x.
- [What Reddit says about Opus 4.8](https://botmonster.com/ai/claude-opus-4-8-reddit/): Claude Opus 4.8 won over r/ClaudeAI on launch day. A month later the mood soured into verbosity fatigue and a revolt over token burn and limits.
- [When Claude Code ran terraform destroy on production - the DataTalks.Club incident](https://botmonster.com/ai/terraform-incident-claude-code-wiped-production-database/): Claude Code ran terraform destroy on a stale state file and erased 2.5 years of DataTalks.Club production data. Four cascading failures, one timeline.
- [Is Claude Max worth $200/month? One developer's real cost analysis](https://botmonster.com/ai/is-claude-max-worth-200-month-developer-cost-analysis/): Claude Max at $200/month halves the cost of Pro and delivers 900+ Opus messages per 5-hour window. Best for power users with heavy token use.
- [Open source vector databases: Qdrant vs Milvus vs Weaviate](https://botmonster.com/ai/open-source-vector-databases-qdrant-milvus-weaviate/): Compare Qdrant, Milvus 2.5, Weaviate, Chroma, pgvector, and LanceDB for 2026 RAG: hybrid search, latency, quantization, GPU support, and cost.
- [Gemini 3.5 Flash: 76% on Terminal-Bench, 4x faster output](https://botmonster.com/ai/gemini-3-5-flash-terminal-bench/): Gemini 3.5 Flash launched May 19, 2026 

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