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Diagnoses and fixes server issues from logs and metrics: shell scripting, Docker, CI/CD pipelines, DNS and TLS, systemd, and monitoring setup.

Manages Kubernetes workloads with kubectl and Helm: deployments, services, ingress, RBAC, network policies, autoscaling, and production cluster operations.

Responds to incidents end to end: severity triage from error tracking, mitigation-first response with kubectl and docker, and blameless postmortems.

Writes and manages Terraform infrastructure: HCL modules, remote state with locking, plan and apply workflow, drift detection, and multi-cloud providers.

Builds and hardens containers: Dockerfiles, multi-stage builds, docker-compose stacks, image scanning with Trivy or Docker Scout, and non-root defaults.

Drives mobile and desktop UIs through reproducible flows, capturing checkpoint screenshots and a run.json step log as evidence.

Tutors math from arithmetic to calculus with Polya's four steps, worked examples, and Socratic questions. Guides the struggle instead of giving answers.

Tutors concepts in any subject, from sciences to writing, using retrieval practice, Socratic questions, and spaced review. Guides reasoning; never ghostwrites.

Coaches foreign-language self-learners toward conversation: comprehensible input, high-frequency vocab with SRS, output practice, and honest CEFR milestones.

Coaches SAT, ACT, GRE, and GMAT prep with retrieval practice, spaced study, official timed tests, and an error log that tags every miss by root cause.

Teaches programming through scaffolded hints instead of finished answers: PRIMM exercises, debugging as a skill, and an escape route from tutorial hell.

Covers visa and immigration for any country: categories, documents, timelines, appeals. Official sources first. Information, not legal advice.

Explains Canadian federal law in English or French, including Charter rights; Quebec civil law routes to a specialist. Information, not legal advice.

Covers Thai law from the Royal Gazette: PDPA, Computer Crime Act, Cybersecurity Act, Civil and Commercial Code. Information, not legal advice.

Explains rights, obligations, legal concepts across legal systems worldwide, reviews documents, researches law via web search. Information, not legal advice.

Covers Singapore law from Singapore Statutes Online, read at the source: contracts, employment, criminal, company, and property. Information, not legal advice.

Covers US federal and 50-state law with case law via CourtListener: contracts, employment, criminal, IP. Information, not legal advice.

Explains Australian federal law from legislation.gov.au, read at the source; state and territory law is flagged. Information, not legal advice.

Guides disputes: refunds, chargebacks, demand letters, debt-collection responses, credit report disputes, and small-claims prep. Information, not legal advice.

Explains German federal law: statutes from gesetze-im-internet.de (BGB, HGB, StGB, BDSG); case law and DSGVO/EU via web search. Information, not legal advice.

Covers Indian central law from India Code: Constitution, BNS/BNSS/BSA, CPC, Labour Codes, DPDP Act. Information, not legal advice.

Covers English, Welsh, Scottish, and Northern Irish law from legislation.gov.uk with EU cross-references: contracts, employment. Information, not legal advice.

Explains French law with legislation from Legifrance/DILA, covering the civil, labor, and criminal codes, company law, and RGPD. Information, not legal advice.

Playwright browser automation: drives a headless browser to navigate pages, scrape structured data, fill forms, capture screenshots, and save artifacts to disk.

Coaches B2B discovery and qualification: uncovers quantified pain with SPIN, scores deals against MEDDPICC, and frames demos around the buyer's problem.

RFP response and proposal writing: bid/no-bid scoring, compliance matrices, win themes with proof, and evaluator-focused drafts with color-team review.

Designs B2B lead enrichment, lead scoring and routing, outbound sales automation, and email deliverability setup. Produces system specs; never sends.

Rewrites B2B cold email templates, LinkedIn outreach scripts, and call openers; plans follow-up sequences and flags deliverability issues. Coaches; never sends.

Coaches B2B closing and negotiation, turning stalls and indecision into signed deals with JOLT, mutual action plans, and verbatim phrasing. Protects margin.

Executes the sales motion: lead research, CRM hygiene, outreach drafts for email and LinkedIn, and meeting setup. Every send waits for approval.

Maps GDPR, CCPA, and SOC 2 obligations to what a team must do: data maps, lawful bases, DPIAs, policy drafts, and questionnaire answers. Not legal advice.

Reviews code and config against the OWASP Top 10:2025 and ASVS 5.0: vulnerability assessment, secure-coding fixes, threat modeling, supply-chain audits.

Checks suspicious texts, calls, links, and offers before you pay, and guides first-hour recovery after a scam, hack, or identity theft.

Triages alerts, logs, and phishing emails, prioritizes scanner findings by exploitability, and investigates incidents with evidence-cited timelines.

Suggests what to cook with ingredients you have, builds weekly meal plans with grocery lists, scales recipes, and coaches technique with food-safety hard rules.

Answers health questions from current medical literature, explaining conditions and treatments in plain language. Information, not a substitute for a clinician.

Explains nutrients, dietary patterns, and supplement evidence from peer-reviewed research. Educational information, not personalized diet advice.

Explains drug mechanisms, side effects, interactions, and contraindications, and suggests questions for a prescriber. Information, not personalized advice.

Medical bill review: audits itemized bills for errors, builds dispute letters and negotiation scripts, and navigates charity care and No Surprises Act rights.

Explains blood test results (CBC, metabolic, lipid, thyroid), flags out-of-range values, and surfaces patterns across markers. Information, not a diagnosis.

Guides evidence-based sleep improvement with CBT-I-informed structure, sleep science, and diary-driven coaching. Screens red flags for sleep medicine.

Reads, edits, and validates octomind config.toml with minimal changes: roles, MCP servers, limits, supervisor, compression, layers, and commands.

Answers Octomind CLI, config, runtime, and supervisor questions from the owning skills, and routes build work to the right specialist agent.

Designs, dry-runs, and tunes octomind workflow pipelines: sequential, parallel, loop, and conditional steps that chain octomind run invocations.

Creates and maintains tap registry artifacts: agent manifests, capabilities, dep scripts, and skills, lint-clean and load-resolvable.

Designs risk-based test plans with boundary, equivalence, and state-transition techniques, runs what's runnable, and writes bug reports precise enough to fix.

Controls delivery without editing code: grounds architecture in source, isolates writes in Git worktrees, delegates implementation, and verifies integration.

Implements bug fixes, features, and refactors: researches upstream fixes, surveys every affected surface, fixes root causes, and verifies with tests.

Audits docs for staleness against code and git history, syncs drifted claims with minimum-diff edits, and writes new docs only when something real is missing.

Builds the project's long-term memory by anchoring every entry to verified code references, then refines it with user corrections.

Explores codebase, recalls memories, and narrows entry points. Outputs a refined task with <context> file references for downstream developer agents.

GitHub social preview designer: builds a 1280x640 Open Graph image from the repo's own brand, checks it at feed size, and verifies the upload.

Generates detailed, user-facing release notes from a commit/version range by reading code, not commit messages.

Reconstructs the task behind a commit, branch, or diff: the prompt as it likely arrived, plus a clarified spec with every hunk bucketed by intent.

Turns a diff, commit, or range into plain-language review cards: behavioral impact, traced risk, and source links behind every finding.

Turns a full spec or a rough ask into a phased, parallelizable implementation plan with disjoint task ownership, merge gates, and spec coverage.

Writes behavior-proving tests in any language, closes risk-ranked coverage gaps, sets up mutation tooling, and proves every assertion fails first.

Writes the project README after exploring the codebase: detects project type and audience, verifies every command by running it, and keeps sections scannable.

Generates a Keep a Changelog 1.1.0 CHANGELOG.md from a commit range, verifying every entry against current code instead of commit subjects.

Turns a task into a traceable EARS spec: numbered requirements, explicit constraints, scenarios, and a verification command, with no unstated assumptions.

Triages pet symptoms and health concerns for dogs, cats, and common pets with severity tiers, toxin checks, and home-care guidance. Not a veterinary diagnosis.

Coaches force-free training for dogs and cats, from puppy basics to reactivity, separation anxiety, and litter-box problems. Rules out medical causes first.

Triages email and Slack support queues by severity, drafts replies for approval, and files tickets with error-tracking evidence and SLA flags.

Manages customer success for recurring revenue: onboards to first value, scores account health, runs churn-risk save plays, and preps QBRs and T-90 renewals.

Interprets financial statements, computes ratios, explains valuation methods like DCF and comps, and spots red flags. Educational, not investment advice.

Guides policy choice, decodes coverage and exclusions, structures claims, and drafts denial appeals with ombudsman escalation paths. Educational, not a broker.

Explains how personal income tax works in any country: brackets, freelancer obligations, capital gains, and moving abroad. Rates come from official sources.

Decodes any country's pension system into three pillars, runs on-track math, and covers late-start playbooks and scam radar. Educational, not regulated advice.

Keeps books for freelancers and small businesses: invoicing and AR follow-up, processor reconciliation, monthly close, and a 13-week cash-flow view.

Coaches budgeting, debt payoff, and emergency funds using frameworks like 50/30/20 and snowball vs avalanche. Education, not personalized financial advice.

Trades Binance USDT-M futures: reads market structure, sizes positions from account risk, and manages entries, stops, and exits. Orders need confirmation.

Builds zero-budget launch playbooks: Product Hunt plans, Show HN and Reddit launches, cold outreach templates, and social proof tactics for zero-user products.

Plans go-to-market strategy: beachhead ICP, sales motion by ACV, channel mix with test budgets, launch gates, and a metric stack with kill thresholds.

Crafts brand identities for early-stage products: names, positioning statements, messaging frameworks, brand voice guidelines, taglines, and landing page copy.

Writes ad copy, visual scenarios, and creative briefs for Google, Meta, LinkedIn, X, and TikTok: 4-6 angles per campaign, every line fitted to its slot.

Stress-tests one startup idea to a GO/NO-GO verdict with problem research, TAM/SAM/SOM sizing, competitor analysis, and a risk matrix.

Mines Reddit, Hacker News, and review sites for user pain points, maps competitor gaps, and ranks blue-ocean product opportunities with scored evidence.

Drafts cold emails to investors, warm intro requests, follow-ups, and investor updates from researched investor lists with sourced fit scoring.

AI pitch deck generator and pricing strategist: elevator pitches, 10-12 slide pitch decks, pricing models and tiers, sales page copy, and partnership proposals.

Runs rent-vs-buy math, stress-tests affordability, decodes mortgages, and covers offers and tenant basics for any country. Educational, not licensed advice.

Diagnoses home problems, makes the DIY vs pro call, and walks repairs step by step with hard safety gates on gas, mains electrical, and structural work.

Builds 30-60-90 onboarding plans, review cycles, SBI feedback scripts, performance improvement plans, and HR policy drafts. Flags legal questions for counsel.

Runs hiring from role scorecard to signed offer: job descriptions, sourcing plans, structured interview kits with rubrics, and candidate communications.

AI agent for ecommerce stores: Shopify listing copy, catalog and order management, pricing against margin, and refund playbooks. Money moves wait for approval.

LLM red teaming for apps and agents: prompt injection audits, jailbreak testing with garak and PyRIT, OWASP LLM and Agentic Top 10 mapping, and defense design.

Builds production LLM applications: RAG, agent tool schemas, context engineering, prompt caching, tracing, and MCP integration.

Designs LLM evaluation suites: golden datasets, RAGAS and G-Eval metrics, statistical significance testing, drift detection, and CI regression gates.

Classifies AI systems under the EU AI Act, maps obligations by tier and role, and builds an AI governance framework on NIST AI RMF and ISO 42001.

Researches products against your needs and budget, checks current prices across retailers, and returns a shortlist with honest trade-offs. No affiliate bias.

AI data analysis assistant for exploratory data analysis: messy data to a plain answer, honest statistics, the right chart, and correlation vs causation.

Builds idempotent data pipelines: ingestion, layered warehouse transforms, Postgres tuning, and data quality checks that catch drift before dashboards lie.

Writes, debugs, and optimizes analytical SQL queries by reasoning from logical processing order, join grain, and sargability instead of guessing.

Excel formula helper: fixes broken Excel and Google Sheets formulas, lookups, and pivots by diagnosing the data first, then teaches how to avoid repeats.

Read-only content audit of posts, threads, blogs, and articles by the content-audit rubric: per-axis and overall scores, prioritized findings, editor handoff.

AI presentation maker that turns ideas and documents into slide decks: narrative, assertion-based slides, speaker notes, and Marp decks as PDF and PowerPoint.

Writes short-form opinionated blog posts (600-1500 words) with strong hooks, a clear point of view, and light SEO; saves to disk as Markdown.

Orchestrates content production: sets editorial strategy and voice, briefs specialist writers, gates quality through content:audit, and approves publishing.

Coaches fiction craft without ghostwriting: structure diagnosis, character work, honest developmental critique, and story-bible continuity tracking.

Drafts original posts, threads, quote-posts, captions, DMs, and bios across X, LinkedIn, Reddit, Instagram, TikTok, and more, in the author's voice.

Translates sense-for-sense across locales, preserving voice and structure; also validates, native-audits, or adjusts existing translations.

Read-only AI-authorship check: flags AI-typical writing patterns and hard artifacts with evidence and a calibrated band, never a fake percentage or verdict.

Diagnoses drafts with the content-audit rubric, then applies surgical fixes that preserve the author's voice; humanizes AI text on request.

Drafts public replies to comments, reviews, and forum threads with a reply-or-skip verdict first; never posts, and discloses affiliation.

Publishes approved content to YouTube, Instagram, TikTok, and X with platform-native metadata, then reports performance against account baselines.

Turns raw notes, transcripts, and brain-dumps into ready posts, threads, or blog drafts through grounded dialog; hands long-form research to content:article.

Researches, outlines, and drafts long-form articles (1500-3000 words) with inline citations, SEO structure, and a grounding report; saves Markdown to disk.

Academic writing assistant that structures research papers, decodes dense published work, drafts abstracts and reviewer responses, and checks citations exist.

Turns interview transcripts and feedback into coded themes where every claim traces to verbatim quotes, plus personas and a queryable insight repository.

WCAG 2.2 AA, EAA, and ADA Title II accessibility audits: rates barriers by user impact; delivers audit reports, statements, and remediation roadmaps.

UX audits of pages and flows against Nielsen's heuristics and WCAG 2.2 AA, with findings rated by severity and failing microcopy rewritten in place.

Builds day-by-day itineraries, budgets, and transport logistics, verifying prices and opening hours against current web sources. You book; it plans.

Plans milestones with owners and a critical path, maintains RAID logs, sweeps stale tracker items, and writes honest RAG status reports with minimum ceremony.

Turns fuzzy ideas into evidence-backed PRDs, user stories, and RICE-prioritized roadmaps, problem first, with scope cut by an explicit never list.

US benefits and job-loss navigator: screens eligibility via official tools, builds document checklists, tracks deadlines, and preps renewals and appeals.

Supports parents from newborn to teens on sleep, tantrums, discipline, screens, and teen conflict with evidence-based, culture-aware guidance. Not diagnostic.

Guides adult children through an aging parent's care: ADL/IADL assessment, the care ladder, dementia caregiving, conversation scripts, and funding patterns.

Guides the weeks after a death: the immediate checklist, notifications, estate orientation, scam radar, and grief-aware pacing. Educational, not legal advice.

Supports everyday stress, overthinking, low mood, and burnout with evidence-based techniques offered as invitations. Not therapy; crisis-aware.

Prescribes one named training program with progressive overload, 5/3/1, volume landmarks, deloads, and C25K. Not medical advice.

Turns vague goals into scheduled, accountable action using the GROW model, WOOP, and if-then plans. Coaching, not therapy.

Public speaking coach: structures talks (SCQA, Story Spine, Sparkline), drills vocal delivery, and eases speaking anxiety with reappraisal and graded exposure.

Coaches the employee and buyer side of salary, rent, bills, and big purchases with BATNA prep, verbatim scripts, and role-play practice.

ATS resume checker for a tailored resume and cover letter: ATS match score, truthfulness against the master resume, and conventions, plus a pass/fail verdict.

Career coach for direction and job search: Designing Your Life, hidden-job-market strategy, ATS-aware materials, STAR story banks, and negotiation prep.

Resume tailor and AI cover letter generator: fits a master resume to a job description, ATS-optimized, country-adapted, never fabricated, as PDF and Word.

Runs mock interview practice with rubric feedback, builds STAR/CAR story banks, and drills system-design and coding-interview structure.

Builds good habits and breaks bad ones with cue-based design, Atomic Habits, Tiny Habits B=MAP, stages of change, and relapse prevention.

Helps you stop procrastinating and beat overwhelm with GTD capture, the Eisenhower matrix, time-blocking, Pomodoro, and one concrete next action.

Coaches dating messages, mixed signals, conflict repair, boundaries, hard talks, and breakups with practice drills. Skills coaching, not therapy.

Builds and runs communities: Discord server structure, onboarding, moderation policy, community engagement rituals, and health metrics beyond vanity counts.

Creates or updates a thin AGENTS.md: scans your project, asks only what can't be inferred, merges CLAUDE.md and .cursorrules.

Runs standing competitor monitoring, market, and topic watches: sweeps sources, verifies changes against memory, and delivers evidence-graded digests.

Drafts the messages people actually send: emails, complaints, appeals, announcements, and hard conversations, in your voice and ready to send.

Simple AI assistant with a one-line system prompt and no persona. Use it to chat with AI, run prompt testing, and compare models against a baseline.

Turns meeting transcripts and notes into minutes with decisions and owned action items, then tracks follow-through across a searchable archive.

Investigates questions with current web sources, cross-checks claims across independent sites, and returns structured findings with citations.

Handles everyday tasks across files, shell, web search, planning, writing, and analysis, delegating specialist work to domain agents.

Triages email and Slack, drafts replies in your voice, and proposes meeting slots with timezone math. Sends only on your explicit approval.

Turns renewals, deadlines, subscriptions, paperwork, and appointments into one maintained ledger with lead times, next actions, and calendar reminders.

Curates the project's durable knowledge base: writes structured .box/ notes that octobrain indexes, and answers questions from them with cited sources.

Prompt optimizer for AI agents: turns a short request into a ready-to-run task brief, grounded in your project, with guesses marked and done criteria set.

Routes tasks to specialist AI agents, checks their results, and returns one answer while retaining user context across sessions.

Owns social media channel strategy, content pillars, cadence, and the engagement loop; delegates writing and publishing to specialists and reports outcomes.

Designs lifecycle flows and writes newsletters and campaigns with segmentation, deliverability hygiene (SPF/DKIM/DMARC), and click-based metrics.

Plans product-led growth (PLG) and hybrid SaaS growth: activation milestones, PQL scoring, funnel diagnosis, growth loops, and ICE-ranked experiment backlogs.

Develops media outreach strategy, press releases, media pitch drafts, and journalist lists, plus founder statements and crisis communications. Drafts only.

Designs affiliate, referral, reseller, and tech-partner programs: recruitment lists, incentive economics, co-marketing plans, and cohort measurement.

Writes video scripts for short-form and long-form: hook variants, timestamped beats, voiceover lines, on-screen text, and b-roll cues. Text artifacts only.

AI clip maker for podcast clips, webinars, streams: finds standalone moments, renders ranked vertical shorts per platform with reframes, captions, hooks.

Plans beat-by-beat storyboards: shot list, framing, motion, transitions, music brief, and asset checklist, with optional generated reference frames per beat.

Produces avatar talking-head UGC ads for Meta and TikTok: HeyGen renders, ElevenLabs voice, lipsync polish, b-roll cutaways, and 3-5 hook variants per campaign.

AI video agent that runs the video production workflow: routes briefs to script, storyboard, ad, UGC, explainer, edit, clips, thumbnail, and publish agents.

YouTube thumbnail maker for creators and brands: one-promise concepts, real frames or AI scenes, cut-out faces, fitted text, feed previews, and A/B tests.

Produces 60-180s explainer videos for SaaS demos, hero videos, and YouTube pre-roll using Remotion motion graphics, voiceover, and screen-capture briefs.

Publishes finished cuts to TikTok, Instagram, and YouTube with spec validation, compliance checks, per-platform metadata adaptation, and a publish report.

TikTok video editor and YouTube Shorts editor for your footage or generated clips: captioned shorts, ad variants, burned-in text, trims, joins, frame grabs.

Produces end-to-end short-form ads for TikTok, Reels, and Shorts: script, storyboard, generated clips, voiceover, captions, and a stitched platform-spec render.

Triages car symptoms, calls DIY versus mechanic, checks repair quotes, and guides used-car buys, with hard safety gates on brakes, SRS, and EV high voltage.

Audits technical SEO, page content, and links; diagnoses AI-search visibility gaps from captured answers and cited sources.

Plans keyword research, content coverage, and GEO experiments from buyer questions, search evidence, and documented findings.

URL and local file fetching (.html, .txt, .md, .pdf, .docx) via octobrain, with semantic chunking for large sources.

YouTube thumbnails and Reels/TikTok covers: candidate frames, cut-out subjects, fitted outlined text, feed-size previews, via shell.

HubSpot CRM customer management - contacts, deals, and campaigns - via the official HubSpot MCP server.

Cloudflare Workers, KV, R2, D1, and DNS management via the Cloudflare MCP server.

Shell command execution via the octofs MCP server (octofs:shell tool).

GitHub repositories, issues, pull requests, and branches via the official GitHub MCP server.

Playwright browser automation on Cloudflare Browser Run remote Chrome; no local browser install, same tools as the Playwright provider.

Python package and project management via uv and uvx.

GitHub social preview cards (1280x640 PNG) in a repository's own brand: wordmark, badge, fitted tagline, logo, feed-size preview, via shell.

Keyless DuckDuckGo web search via the Open-WebSearch MCP server, with Bing, Startpage, and Brave fallback.

Semantic memory recall via the octobrain MCP server (remember tool, with 1-hop graph neighbors).

Binance USDT-M futures trading: candles, order book, funding, positions, orders, leverage, and margin.

OpenAI GPT Image 2 generation and masked editing, plus consistent-character, pose, and sprite sheet generator tools for game and story art.

File editing via octofs: text_editor, batch_edit, and extract_lines; pairs with filesystem-read.

Fast audio transcription (speech-to-text) and conversion via the Whisper MCP server.

Instagram Reels, feed video, and carousel publishing with media insights via the Meta Instagram Graph API (@mcpware/instagram-mcp).

Jump cuts and silence removal with auto-editor, plus a libass ffmpeg for reframes, overlays, audio ducking, and encodes, run through the shell tool.

Task delegation to configured sub-agents via the built-in agent server.

TikTok video and photo uploads (direct post or inbox), scheduling, and status tracking via the @upload-post/mcp gateway (TikTok Content Posting API).

ATS-friendly resume and CV PDFs from YAML with RenderCV: typeset single-column themes, a Markdown twin, and text-layer checks, via shell.

Stripe customer, charge, subscription, and invoice management via the official @stripe/mcp server.

Natural-language code search via octocode: semantic_search.

Docker container management via docker and docker-compose CLI.

Octomind built-in core server: recall of folded context blocks. Planning is supervisor-owned, not a tool.

SMS and voice messaging via the Twilio MCP server (@twilio-alpha/mcp, twilio_api_v2010 service).

Cross-domain agent delegation (tap) and session-flow control (schedule) via the built-in orchestration server.

Deep web scraping, crawling, and site mapping via Firecrawl.

Code relationship and dependency-graph traversal via octocode: graphrag.

Markdown to Word and PDF with pandoc: exact fonts, sizes, and margins, plus page-limit, embedded-font, and text-layer checks, via shell.

Geocoding, directions, places, and elevation via the Google Maps API (mcp-google-map server).

Google Calendar event and schedule management via the @cocal/google-calendar-mcp server.

Let the AI see and analyze local images (PNG, JPEG, GIF, WebP): check renders, charts, video frames, screenshots. Read-only, via octofs `view`.

Official Serpstat MCP for keyword, competitor, and backlink research. Requires SERPSTAT_API_TOKEN and a plan with API access.

Drive the local computer UI — mouse, keyboard, screenshots — via RobotJS (macOS / Linux / Windows).

Connect to the Apollo MCP server for B2B lead enrichment, verified email finding, and prospect lists. Requires APOLLO_API_KEY set to a master API key.

Error tracking - issues, events, and releases - via the Sentry MCP server.

US case law search and opinions via the CourtListener (free.law) MCP server.

Slack messaging - channels, messages, threads, and users - via the official Slack MCP server.

High-trust Octomind runtime controls: MCP server management, dynamic agents, and skill/capability activation.

Read Smartlead cold email campaign stats, lead status, sending accounts, and warmup analytics via MCP. Read-only. Requires SMARTLEAD_API_KEY.

Text-to-speech and audio transcription via the Whisper MCP server (OpenAI tts-1).

French legislation from Legifrance/DILA via the Ansvar French law MCP server.

Stock quotes, financial reports, and market data via the yfinance MCP server (Yahoo Finance).

Official Svelte and SvelteKit documentation via the @sveltejs/mcp server.

Drug information, clinical data, and guidelines from PubMed, FDA, WHO, and RxNorm via the medical MCP server.

Telegram bot messaging - messages, channels, and groups - via the @iflow-mcp/telegram-mcp-server.

UK legislation search, point-in-time versions, and amendment tracking via the legislation.gov.uk MCP server.

Symbol and AST code search via octocode: structural_search, view_signatures.

YouTube video metadata, SEO, and channel analytics via the YouTube Studio MCP server and the YouTube Data API (OAuth2); no video upload.

Rust toolchain with cargo, rustc, clippy, and rustfmt.

iOS and Android device and simulator automation via the Mobile MCP server.

Shopify Dev MCP: developer docs, Admin GraphQL schema search, and validation of GraphQL, component, and theme code; no access to store data.

Read-only file and directory access via octofs: view, workdir.

Issue tracking and project management via the Linear MCP server.

Code-driven React video composition and local rendering with the official Remotion CLI, run through the shell tool.

Text-to-video and image-to-video via MiniMax Hailuo 2.3 and Hailuo 02 (low-cost option for volume testing).

X post creation, deletion, and analytics via the official hosted X MCP (@xdevplatform/xurl bridge), with media upload and recent search.

Version-specific library and framework documentation lookup via Context7.

Instagram messaging - posts, comments, DMs, stories, and reels - via the @mcpware/instagram-mcp server.

Free stock photos and b-roll videos - search, download, and curated collections - via the Pexels API.

Node.js LTS runtime with npm and npx package management.

Lip-sync video generation and postprocessing via the Sync.so MCP server (sync-1.9 / sync-2 models).

Kubernetes cluster management via kubectl and helm CLI tools.

Email messaging over standard SMTP and IMAP protocols via the @codefuturist/email-mcp server (works with any mail server).

AI avatar UGC video generation via the HeyGen MCP server.

ElevenLabs music composition, video-to-music, and sound effects via the ElevenLabs MCP server (elevenlabs-mcp).

Discord messaging - channels, messages, moderation, and voice - via the mcp-discord server.

Marp slide decks from Markdown, rendered to PDF, HTML, PowerPoint, and PNG with a clean theme, slide lint, and an overflow check, via shell.

Canadian federal legislation with bilingual support via the Ansvar Canadian law MCP server.

Memory creation and deletion via the octobrain MCP server (memorize and forget tools).

Swift toolchain for iOS, macOS, and server development: swiftc compiler, REPL, and Swift Package Manager.

Semantic search over the project's persistent knowledge base: local .box docs, subscribed org boxes, and indexed files, scoped to the active project.

WhatsApp Web messaging, contacts, and media sharing via the @iflow-mcp/mcp-whatsapp-web MCP server.

German federal statutes fetched live from gesetze-im-internet.de via the german-law MCP server.

Reading highlights, book annotations, and saved articles via the Readwise MCP server.

PostgreSQL database querying and inspection via the official MCP reference server.

Local SQLite database querying and management via the official MCP reference server.

Per-language calibration anchors for detecting AI-slop and translationese in German (de) target text; auto-loads alongside content-locale-humanize when the target language is German.

Per-language calibration anchors for detecting AI-slop and translationese in Portuguese (pt) target text; auto-loads alongside content-locale-humanize when the target language is Portuguese.

iOS app best practices for AI coding agents: state ownership, SwiftUI/UIKit integration, persistence, lifecycle, and platform services. Auto-activates for iOS projects.

Compact playbook of ad copy frameworks (AIDA, PAS, problem-agitation-solution, before-after-bridge, 4Us, FAB) and when to apply each, including a decision guide that matches framework to audience awareness level (Schwartz). Use when structuring the body of an ad: script, body copy, landing-page sections, or any persuasive piece.

Per-language calibration anchors for detecting AI-slop and translationese in Arabic (ar) target text; auto-loads alongside content-locale-humanize when the target language is Arabic.

macOS administration: hardware and release detection, launchd domains, managed updates, security boundaries, packages, diagnostics, and recovery.

Harvest Mastodon posts and topic conversations into a sourced, server-scoped brief. Activate for Mastodon or Fediverse trend scans and harvesting requests; verify accessible surfaces, preserve sampling limits, and distinguish observed participation from inferred spread or writing recommendations.

Operational playbook for designing and tuning production RAG (Retrieval-Augmented Generation) systems in 2026. Covers chunking strategies (fixed/recursive, semantic, late chunking, Anthropic Contextual Retrieval), retrieval (BM25, dense, hybrid with reciprocal rank fusion, ColBERT late-interaction), query rewriting (HyDE, multi-query, decomposition), reranking (Cohere Rerank 4, cross-encoders, BGE-Reranker), evaluation (RAGAS metrics, TruLens RAG Triad, DeepEval), the seven failure modes (Barnett et al.), agentic RAG and agentic search, multi-modal RAG (ColPali), and the long-context-vs-RAG trade-off including context rot. Use when designing a new RAG pipeline, diagnosing why an existing one underperforms, or evaluating retrieval quality. Output: architecture decisions with cited numbers, not vibes.

Per-language calibration anchors for detecting AI-slop and translationese in French (fr) target text; auto-loads alongside content-locale-humanize when the target language is French.

Svelte 5 and SvelteKit best practices for AI coding agents: runes, architecture, server/client boundaries, and progressive enhancement. Auto-activates in Svelte projects.

Resolve reported issues (bug reports, feature requests) the way a project maintainer would: understand the reported behavior, find the upstream resolution when one exists, survey the full surface the change belongs to, implement in the project's own pattern, and verify against the report. Activate when the task is a reported issue against a codebase.

Diagnose and maintain Red Hat Enterprise Linux hosts and images with release-aware repositories, networking, SELinux, and container operations.

Code review checklist and guidelines for giving and receiving constructive feedback on pull requests. Activate when reviewing a PR, preparing code for review, or establishing review standards.

Diagnose and maintain Ubuntu systems: LTS support, APT repositories, phased updates, Netplan, package isolation, service persistence, and release upgrades.

Operational playbook for cutting LLM application cost in 2026. Covers the current price book (Anthropic Claude Fable/Opus/Sonnet/Haiku, OpenAI GPT-6 Astra/Sol/Luna, Google Gemini Pro/Flash/Flash-Lite), prompt caching mechanics (Anthropic write/read multipliers and TTLs, OpenAI and Gemini automatic caching), Batch and Flex tiers (50% off), effort and reasoning-depth controls, model routing vs effort tuning, output-length discipline, the RAG cost stack (embeddings, rerank, vector DBs), and FinOps attribution (provider usage APIs, Helicone, Langfuse, Phoenix, Vantage). Use when projecting LLM cost, hunting waste in an existing pipeline, picking a model or effort level, or setting up per-feature attribution. Output: cost-per-task projections with cited, dated prices and quantified optimization levers.

Markdown to Word and PDF that meets submission rules: write the document once in Markdown, export DOCX with a generated reference document (exact font, size, heading style, line spacing, page size, margins) and PDF through pandoc's Typst engine with the same settings, then check the PDF's page count against the limit, embedded fonts, and the text layer before sending. Covers RFP and proposal formatting instructions, cover letters, reports, page breaks, tables of contents, and using a client's Word template. Use whenever a deliverable must leave as a .docx or .pdf rather than Markdown.

Elixir best practices for AI coding agents: pattern matching, supervision, process-lifecycle, and concurrency design, and Phoenix conventions. Auto-activates in Elixir projects.

Diagnose and maintain Debian systems: release support, APT sources, package failures, service persistence, networking, and supported upgrades. Use for Debian hosts and Debian-based images.

Pythonic best practices for AI coding agents: architecture, type-driven design, and library choices that scale beyond scripts. Auto-activates in Python projects.

Professional voice, clear prose, and context-aware editing for posts, replies, articles, and scripts. Preserve author facts and register without formulaic rhetoric or fabricated experience.

Draft and revise Medium stories in the author's documented voice, with sourced proof and a deliberate business purpose, covering publication submissions, native launches, canonical syndication, disclosure, reader access, and measurement. Activate for writing for Medium, publishing on Medium, a Medium draft or piece, or revising a Medium publishing plan.

MQM-informed, structural-pattern diagnostic for making translated/localized content read as if a native speaker wrote it from scratch, in any target language. Detects translationese and AI-slop by pattern (interference, frequency outliers, rhythm, templating), not by a per-language word list.

Translate and localize documents, code comments, UI strings, and structured content while preserving formatting, adapting to domain-specific terminology, and maintaining consistency across large files via batching.

Harvest TikTok trend evidence into a source-linked brief with audience fit, observed momentum, original angles, and commercial-use constraints. Activate for TikTok trend scans, Creative Center research, and browser-based campaign discovery; separate observed posts from ad examples and generated suggestions.

Operational playbook for defending LLM applications and agents against prompt injection (direct + indirect) and red-teaming them in 2026. Covers the OWASP Top 10 for LLM Applications (2026 edition, with 2025 ID mapping), the OWASP Top 10 for Agentic Applications (ASI01-ASI10), foundational research (Greshake et al., Many-Shot Jailbreaking, Crescendo), documented exploits (EchoLeak CVE-2025-32711, GitHub Copilot CVE-2025-53773, ForcedLeak, Slack AI), architectural defenses (lethal trifecta / Rule of Two, CaMeL, injection-resistant design patterns), defense layers (tagging and spotlighting, structured outputs, guard models such as Llama Guard 4 / Prompt Guard 2 / gpt-oss-safeguard, NeMo Guardrails, least agency, MCP hardening), and red-team tooling (garak, PyRIT, Promptfoo). Use when auditing an LLM app for injection, designing defense-in-depth, mapping OWASP risks, or building a red-team suite. Output: red-team findings + defense recommendations with reproducible payloads.

Type-first TypeScript best practices for AI coding agents: architecture, module boundaries, and pragmatic library choices. Auto-activates in TypeScript projects.

Write and revise Instagram captions, Reels, carousels, Stories, and launch or proof posts in the supplied author's voice. Activate when drafting for Instagram; choose formats, build a usable publishing package, and connect attention to a relevant next action with evidence-backed platform guidance.

Windows client/server operations: release channels, PowerShell context, services, updates, permissions, WSL boundaries, and evidence-based recovery.

Short-form video editing pipeline for marketing and creator footage, built on code-driven tools: transcript-first story selection, auto-editor silence cuts and jump cuts, horizontal-to-vertical 9:16 reframes, punch-ins, b-roll cutaways, SFX, audio ducking under the voice, loudness normalization, word-timed captions, and platform encodes, plus podcast and webinar clip selection and hook-swap variants of winning ads. Use when editing footage someone shot, clipping a podcast or webinar, or re-cutting an existing ad.

Prepare source-grounded Hacker News submission briefs, human-authorship handoffs, and launch response plans. Activate for Show HN, Ask HN, Tell HN, Launch HN, linked articles, or HN comments; choose the right format, preserve author voice, and connect useful discussion to product evaluation.

Idiomatic Go best practices for AI coding agents: architecture, concurrency design, and standard-library-first patterns. Auto-activates in Go projects.

Modern C++ best practices for AI coding agents: architecture, RAII, value semantics, and reproducible dependency and library selection guidance. Auto-activates in C++ projects.

Complete guide for writing dep scripts in the octomind-tap registry: required header comments, platform.sh boilerplate, type: mcp vs type: dep, npx/uvx MCP pattern, platform variables and functions, companion .md format, and validation. Activate when creating or editing deps/<org>/<tool>.sh files.

Designs and renders a custom GitHub social preview (the 1280x640 card shown when a repository link is shared on X, Slack, LinkedIn, Reddit, Hacker News, or Discord) from the repository's own brand: logo, colors, fonts, tagline, install command, and open-source facts discovered in the repo and its website. Renders deterministically with the social-preview CLI, checks it at feed size, and hands over the web-only upload plus a gh check that it took. Use when a repo shows GitHub's generic card, when a visibility audit flags a missing social preview, or when asked for an Open Graph image for a repository.

Audits AI search visibility using buyer questions, captured answers, and cited sources. Use to diagnose GEO/AEO gaps and plan comparable retests.

Add captions to video that look edited, not hand-made: a word-timed video caption generator pipeline with word-level timestamps from local faster-whisper, TikTok/Reels caption presets (pop, karaoke, word, box, clean) with an active-word highlight, rendered to ASS and burned in with ffmpeg and libass, plus SRT sidecars and Remotion caption JSON. Use whenever a video needs auto captions, burned-in subtitles, a word-by-word highlight, or an on-screen hook line.

Podcast guest pitch templates, show research, speaker pitches, one-sheets, and follow-up guidance. Use when pitching yourself or a founder for podcast interviews, webinars, or conference talks.

Generative Engine Optimization (GEO) and Answer Engine Optimization (AEO) patterns for getting content cited by AI search engines. Answer-first structure, schema markup, extractable passages, and crawler setup.

Explains how octomind assembles a session at runtime: tap resolution of domain:spec tags, manifest placeholders, built-in tool servers, capability activation and the deterministic embedding auto-activator, domain and env gating, LRU eviction of the tool surface, skill discovery and activation, Agent Plugins, local .agents/tools scripts, and sandbox mode. Activate when a user asks why a tool or skill did or did not appear, how a tag resolves, how capability auto-activation decides, why a capability was evicted or refused, or where skills and taps live on disk.

Evidence-graded video hooks playbook for TikTok, Reels, and Shorts: an 11-pattern opening hook catalog (pattern-interrupt, contrarian, curiosity-gap, stat punch, identity bait), visual hook devices, banned opens, sound-on audio hooks, endings and loops built for rewatch, mid-video re-hooks, share triggers, organic hook testing (Instagram Trial Reels, distinct concepts), and an originality and engagement-bait guard. Includes post-publish retention review: TikTok finish and skip rates, Instagram Skip Rate and retention chart, YouTube viewed-vs-swiped, and what to re-cut. Use when drafting an ad or social-video script, or when a posted clip loses viewers early.

Operational playbook for recurring social-account hygiene executed via a headless browser: profile/bio sync across networks, cross-posting a pre-written piece to N platforms, scheduled-post audits, follower/connection cleanup, notification triage, archive/delete of old posts — within each platform's automation terms. Activate only when the user wants the browser to drive social account ops as maintenance work. Authoring new post copy is out of scope; text must be supplied as input.

The universal coaching method any coach agent runs: GROW, ICF active listening, open non-leading questions, goal-setting with WOOP and if-then plans, and accountability design. Activate when coaching someone toward a goal, running a 1:1, or designing follow-through, and when you catch yourself dispensing advice instead of drawing the answer out.

Per-language calibration anchors for detecting AI-slop and translationese in Korean (ko) target text; auto-loads alongside content-locale-humanize when the target language is Korean.

Influencer outreach email templates, creator vetting, collaboration briefs, rate research, and FTC disclosure checks. Use when pitching influencers, creators, or ambassadors and planning paid, gifted, or affiliate partnerships.

Write a cover letter that a hiring manager actually reads: grounded in the candidate's real experience, tailored to the specific posting and company, structured for a hiring-manager skim, and free of the generic AI-template phrasing that gets letters discarded. Truthful, specific, and human.

Specifies what to produce for a YouTube ad: Skippable In-Stream (TrueView), Non-Skippable, Bumper, In-Feed (Discovery), Masthead, and YouTube Shorts, with the exact slots (headline, description, companion banner, CTA), duration limits, asset ratios (16:9, 9:16, 1:1), the first-5-seconds hook rule that decides whether anyone watches past skip, and the policy constraints. Use whenever the task is producing YouTube ad copy or video briefs; strictly platform-specific, so it does not cover audience targeting, conversion linkage, or Google Ads campaign setup.

Specifies what to produce for a TikTok ad: In-Feed Ads, Spark Ads, TopView, Branded Effect, and Branded Mission, with the exact slots (caption, display name, CTA), character limits, the 9:16 vertical asset spec, sound-on requirements, the safe-zone map that decides what is visible on phones, and the native-feeling creative rules that decide whether the algorithm pushes or buries. Use whenever the task is producing TikTok ad copy or video briefs; strictly platform-specific, so it does not cover audience setup or pixel events.

Prompt optimizer and prompt improver for autonomous AI agents: turns a short or vague request into a concise task brief the agent can run end to end without asking back. Grounds it in project context and memory, fills only outcome-changing slots, asks at most three multiple-choice questions where readings diverge, records every assumption, names stop-and-report conditions, and checks scope fit. Activate when preparing or sharpening a task or prompt before handing it to an agent.

Operational playbook for designing production LLM evaluation in 2026. Covers eval framework selection (Promptfoo, DeepEval, Inspect, LangSmith, Braintrust, Phoenix, Galileo), golden dataset construction (size, stratification, versioning, contamination), synthetic data generation, LLM-as-judge design and calibration (G-Eval, human agreement, position/length bias, preference leakage), statistical significance (standard errors, clustering, paired differences, power analysis), RAG metrics (RAGAS, TruLens RAG Triad), agent evaluation (outcome grading, pass@k vs pass^k, transcripts), drift detection, eval-driven development and CI regression gates, and benchmark literacy (saturation and contamination of MMLU, GPQA, SWE-bench Verified; SWE-bench Pro, HLE, tau2-bench, BFCL, GAIA). Use when designing an eval suite, validating a prompt or model change, gating a deploy, or diagnosing production quality drift. Output: eval verdicts with statistical evidence, not vibe judgments.

Cold email laws and CAN-SPAM Act compliance flags, plus GDPR, PECR, and CASL consent, identification, and opt-out checks. Use when preparing email, call, or message outreach to US, EU, UK, or Canadian recipients. Not legal advice.

Prompt testing across LLMs: checks that instruction or prompt wording is read the same, correct way by a list of models, and tunes it with minimal edits until all agree. Builds a multiple-choice scenario test plus a restatement step per text, runs it on every model through a plain no-persona role with octomind run, scores the answers against a key, and revises only where a model misreads. Use when a rule in a system prompt, skill, AGENTS.md or tool description must hold across models, when a model misreads or ignores an instruction, or before wording ships to cheaper or weaker models.

Operational funnel for finding and qualifying SAFE free places to place backlinks. Encodes the prospect categories (reclamation, resource pages, broken links, journalist requests, communities, aggregators, niche directories), the per-target qualification rubric (topical fit, real traffic, outbound profile, page context, anchor naturalness, reachability), Google's link-spam guardrails (penalty triggers, rel attribution rules), and the 2026 AI-search citation overlay (Reddit/community as Perplexity/ChatGPT citation sources). Use AFTER niche/audience are clear and BEFORE any outreach. Stays in the SEO lane: produces a prospect brief; outreach copy and on-page wrappers are downstream concerns owned elsewhere.

macOS app best practices for AI coding agents: window and command ownership, AppKit/SwiftUI integration, sandboxed files, and distribution. Auto-activates for Mac app projects.

Idiomatic Ruby and Rails best practices for AI coding agents: objects, services, ActiveRecord persistence, transactions, and Active Job boundaries. Auto-activates in Ruby projects.

Harvest YouTube topic demand, channel-relative outliers, buyer questions, and reusable format ideas. Activate for YouTube trend scans, competitor or launch monitoring, and evidence-backed content briefs; separate observed public data from private analytics and turn findings into original angles with explicit limitations.

Operate the local computer's native UI (macOS, Linux, or Windows) via the desktop-automation MCP server. Covers OS accessibility and screen-recording permissions, pixel-anchor targeting (no semantic UI tree), full-screen capture limits under the MCP response cap, HiDPI coordinate mapping, window focus and multi-monitor handling, keyboard and mouse sequencing, and the safety boundary around destructive desktop actions and screen-lock or biometric bypass. Activate when the user wants to drive a native desktop app or the OS shell at the GUI layer. Pairs with the device:operator agent, which carries the shared snapshot, verify, and record discipline; this skill carries the desktop-specific tooling and rules and pulls the device-computer capability automatically.

Operational playbook for executing backlink submissions via a headless browser: driving directory, listing, and business-profile forms with Playwright, mapping a single site profile to per-target fields, handling signup + email verification + captchas, human-paced throttling within Google's link-spam policies, and producing an auditable submission log. Activate only when the user has a qualified prospect list and wants the browser to submit. Prospect discovery, qualification, and anchor/description copy are upstream concerns; this skill is execution-only.

Draft and revise TikTok scripts, captions, and publishing packages in an identifiable author's voice. Activate for TikTok posts, product demos, launches, customer proof, and creator collaborations; choose formats by audience intent and separate verified platform guidance from editorial judgment.

The small set of evidence-based study techniques that actually work: retrieval practice, successive relearning, spacing, interleaving, self-explanation, and worked examples, plus how to use AI tutors without outsourcing the thinking, and the popular habits (rereading, highlighting, cramming, learning styles) that only feel productive. Activate when helping someone study, memorize, prepare for a test, or learn a skill, or when they ask how to learn something faster.

Harvest X conversations into a sourced topic brief. Activate when asked to scan Twitter or X trends, buyer pains, launch reactions, or post formats; validate live surfaces, compare relevant accounts with explicit metric limits, and distinguish observed patterns from ranking hypotheses.

Specifies what to produce for a Reddit ad: Promoted Posts (image, video, link, text), Free-form Ads (the rich-content flagship, launched 2024), Carousel Ads, Conversation Placement Ads, Promoted User Posts (boost an existing organic), Product Catalog Ads, and AMA Ads, with the exact slots, char limits, asset ratios, CTA enum, and the Reddit-specific creative rules (native voice, per-subreddit variants, real-artifact imagery, comment engagement plan) that decide whether the ad performs or gets downvoted into oblivion. Use whenever the task is producing Reddit ad copy or assets; strictly platform-specific, so it does not cover subreddit targeting strategy or Reddit Pixel setup.

Plan cross-platform social launch, proof, and objection campaigns around buyer needs, sourced evidence, channel roles, reply ownership, and business outcomes. Activate for launch planning, go-to-market strategy, GTM, or social campaigns.

Harvest Instagram post, carousel, Reel, and audio patterns into a sourced trend brief with observed metrics, original adaptation angles, and uncertainty. Activate in trend sessions mentioning Instagram or Reels, or on explicit Instagram trend, scan, analysis, or harvest requests.

Harvest Hacker News discussions and inspectable artifacts into a dated, source-linked brief. Activate when researching HN trends, prior submissions, launch examples, or audience objections; separate observed attention from ranking hypotheses and product demand.

Operate Alpine hosts and images with musl ABI awareness, apk repository discipline, OpenRC services, and persistent configuration.

Operational playbook for training, evaluating, and publishing muvon/octomind-embed, the granite-embedding-30m WiSE-FT soup that powers octomind's capability auto-activation and skill semantic() rules. Covers when to retrain (any change to capabilities/*/config.toml triggers or skills/*/SKILL.md semantic phrases), the bin/train pipeline (LLM augmentation, dataset build, hard-negative re-mining, CachedMNRL + Matryoshka fine-tune, soup sweep, holdout and eval_real evaluation, int8 ONNX export and calibration), resuming an interrupted run, calibrating the runtime threshold and margin, publishing behind the regression gate, and recording the baseline. Use when triggers or semantic rules change, when retraining or republishing the tap model, or when auto-activation picks the wrong capability.

Harvest current Meta Threads conversations into a source-backed brief with post URLs, visible metrics, audience questions, and reusable structures. Activate for Threads trend scans or campaign research; distinguish observed conversation from inferred reach and buying intent.

Write and revise LinkedIn posts, launch copy, comments, and supporting profile or long-form copy in the author's documented voice. Activate for LinkedIn drafting, with evidence-led format selection, customer-proof handling, and a complete publishing package.

Write and revise Meta Threads posts, replies, and launch copy in the author's documented voice, covering format choice, honest proof, conversation, and conversion paths. Use for posting on Threads, a Threads campaign, or a threads.com brief; excludes multi-post threads on other platforms.

YouTube thumbnail maker workflow for marketing and creator videos: one clear promise per thumbnail, candidate frames pulled from the footage, cut-out faces and products, AI-generated backgrounds without baked-in text, 2-5 words of outlined text fitted and set by a libass renderer, feed-size previews with the duration badge, and three Test & Compare variants that change one variable. Covers 2026 specs for YouTube long-form and Shorts, TikTok and Reels covers with the 3:4 grid crop, and thumbnail policy. Use whenever a video needs a thumbnail, a cover image, or thumbnail A/B test variants.

Specifies what to produce for a LinkedIn ad: Sponsored Content (single image, video, carousel, document), Message Ads, and Text Ads, with the exact slots (intro text, headline, description), character limits, asset ratios, the CTA enum per format, and the professional-context rules that decide whether B2B audiences engage or scroll past. Use whenever the task is producing LinkedIn ad copy or asset briefs; strictly platform-specific, so it does not cover audience filters, matched audiences, or LinkedIn Insight Tag setup.

Blog post formats by search intent: a playbook for articles and blog posts. Read the live results page, classify intent, and pick the format: how-to, best-of list, X vs Y comparison, alternatives page, single review, guide or pillar, glossary entry, original data study, case study, FAQ page, template or checklist, calculator-style page, news update, or opinion piece. Each format comes with its required elements and failure modes. Also covers collecting first-hand experience from the author instead of inventing it, methodology and disclosure notes, depth without word-count targets, titles and intros, honest dates, and refreshes. Use when planning, outlining, drafting, or refreshing a piece meant to rank in Google and Bing and be cited by AI answer engines.

Cold email copywriting and follow-up templates: subject lines, personalized openers, short bodies, soft asks, and outreach cadence. Use when drafting or rewriting cold emails, LinkedIn messages, or follow-ups.

Verify factual claims, preserve source meaning during edits, and separate publishable copy from evidence notes. Use for product, technical, customer-proof, and current-event content.

ATS-friendly resume PDF builder that ships the file, not just the text: the tailored resume as RenderCV YAML, typeset to a clean single-column PDF with an ATS-safe theme (plain-text links, no icon fonts, no header note), paper size by market, a page-count check, a text-layer check that shows what an applicant tracking system will parse, a DOCX twin for portals that want Word, and a matching cover-letter PDF. Use whenever a resume or CV has to be delivered as a PDF or Word file.

Review and revise stiff or formulaic writing with an evidence-based eight-dimension editorial diagnostic and seven-pass edit. Preserve facts, author voice, and platform authorship rules; no detector-evasion promises.

Modern idiomatic Java best practices for AI coding agents: records, sealed types, pattern matching, virtual threads, and explicit failure contracts. Auto-activates in Java projects.

React best practices for AI coding agents: architecture, hooks, state boundaries, server components, and library choices that scale. Auto-activates in React projects.

Reference for driving the octomind binary: the run, server, acp, login, config, tap, untap, vars, send, evaluate, workflow, and completion commands and their flags, the interactive slash commands, provider API-key environment variables, .env precedence, and OCTOMIND_* overrides. Activate when a user asks how to invoke octomind, which flag or slash command does what, how to resume or daemonize a session, or which environment variable a provider reads.

Per-language calibration anchors for detecting AI-slop and translationese in Chinese (zh) target text; auto-loads alongside content-locale-humanize when the target language is Chinese.

How modern applicant tracking systems (ATS) rank resumes in 2026 and how to tailor a resume per job posting so it clears them: keyword strategy grounded in the candidate's real experience, job-title placement, coverage targets, parser-safe formatting, knockout questions, and the anti-stuffing and hidden-text rules that screeners and recruiters now catch. Truthful tailoring only.

Idiomatic Rust best practices for AI coding agents: architecture, ownership patterns, and ecosystem choices that survive long-term maintenance. Auto-activates in Rust projects.

Per-language calibration anchors for detecting AI-slop and translationese in Italian (it) target text; auto-loads alongside content-locale-humanize when the target language is Italian.

Investor email templates for startup fundraising: cold emails to investors, warm intro requests, forwardable blurbs, follow-ups, and investor updates, plus fit scoring and a tracker. Use when planning investor outreach or drafting fundraising messages.

Guide for writing Octomind agent manifests: TOML format, required and forbidden fields, capability tiers, system prompt structure and tone for current models, sampling and model settings, placeholders, lint rules, and the pre-write checklist. Activate when creating or editing agents/<domain>/<spec>.toml files.

Link building outreach templates for guest post pitches, backlink outreach emails, broken-link reports, resource pages, and link reclamation. Use when drafting pitches and follow-ups to site owners or editors from an existing prospect list.

Write and revise Bluesky posts, replies, threads, launches, and proof posts in the author's own voice. Activate for Bluesky drafting, format selection, community participation, or a publishing package with sourced claims and an explicit next step.

Guide for creating AgentSkills-compliant SKILL.md packs in an Octomind tap: frontmatter fields, auto-activation rules and domains, bundled resources, validate scripts, body structure, tone, and the lint gates. Activate when creating or editing skills/<name>/SKILL.md files.

Specifies what to produce for an X (Twitter) ad: Promoted Posts, Website Cards, App Cards, and Video Ads, with the exact slots (post text, card title, CTA enum), character limits (280 post, 70 card title), asset ratios, and the native-feel rules that decide whether the algorithm classes it as quality content or scroll-past. Use whenever the task is producing X ad copy or card assets; strictly platform-specific, so it does not cover audience targeting, conversion tracking, or organic posting strategy.

Per-language calibration anchors for detecting AI-slop and translationese in Hindi (hi) target text; auto-loads alongside content-locale-humanize when the target language is Hindi.

Modern C# and .NET best practices for AI coding agents: nullable contracts, async ownership, data access, and explicit failure handling. Auto-activates in .NET projects.

Turn raw data into a decision-ready report a human actually reads: structured by the Minto Pyramid (answer first), every number traced to the data, the right chart for each question, and delivered as a self-contained HTML document that opens in any browser and prints to clean PDF with no dependencies. The output is format-flexible, grounded, and never fabricated.

Guide for creating Octomind capabilities: the config.toml triggers file, provider files and the default.toml symlink, MCP server wiring with env and headers, version pins, setup-symlinks.sh registration, and the validation checklist. Activate when creating or editing capabilities/<name>/ files.

Validation funnel for deciding which free tool to build for backlinks, embeds, and AI-search citation, encoding the data-moat-first methodology: niche-fit gate, data inventory, 5-candidate scoring across niche/moat/SEO/feasibility/monetization, alignment checklist, and a strategy brief. Use before any tool-build work to avoid commodity tools that earn nothing; skip if the user has already validated the concept and just wants to build, since the deliverable is the brief and the build itself is downstream.

Diagnose and maintain Fedora systems with release-aware DNF5, Atomic deployment, SELinux, networking, and rootless container guidance.

Generate, improve, analyze, and debug LLM prompts. Activate only when the user explicitly asks to write, rewrite, optimize, diagnose, or design a prompt/system prompt, or names a prompt-engineering technique.

How to write a behavioral spec an autonomous agent can implement with zero unstated assumptions: EARS requirement patterns, the requirements/constraints/verification triple, proof forms (scenario, property, check), wording discipline, spec layering and split rules (repo/feature/task, parent-child), divergence-based clarification for interactive and autonomous runs, and the scratchpad rewrite discipline. Activate when writing, revising, or reviewing a feature spec or acceptance criteria.

Write and revise Mastodon posts, replies, launches, and proof updates in the author's documented voice, covering discovery, visibility, accessible publishing, disclosure, and qualified follow-up. Activate for Mastodon or Fediverse publishing briefs; check the actual server before applying Mastodon mechanics elsewhere.

Idiomatic Kotlin best practices for AI coding agents: null-safety, coroutine ownership, Flow delivery, and Android/Multiplatform boundaries. Auto-activates in Kotlin projects.

Operational skill for landing genuine editorial guest posts that earn high-quality contextual links without tripping Google's link spam and scaled content abuse policies. Encodes the 7-stage workflow (author tier-mapping, discovery operators, 11-point site qualification, content-gap topic ideation, 80-150-word pitch architecture, post writing standards by tier, internal-link strategy, anchor distribution, follow-up). Bakes in Google's hard kill-rules (paid placements, optimized anchors in guest posts, duplicate content, AI-content farms), a practitioner anchor-distribution heuristic (branded majority, exact-match minority), and link-placement rules (1-2 contextual body links + 1 bio). Use BEFORE writing any pitch. Stays in the SEO lane: produces strategy, target list, topics, pitch brief; does not write the email or post itself.

Guide for octomind workflow files: pipeline design (pattern selection, step decomposition, sentinel handoff contracts, loop convergence, context economics) plus the exact TOML syntax for the external orchestrator that chains octomind run subprocesses. Covers sequential, parallel (static, count, dynamic fan-out), loop, conditional, and graph-routed steps, variable substitution, session modes, pre-flight validation, tap workflows, and the CLI. Activate when designing, authoring, validating, or debugging a workflow .toml file.

Production playbook for building modern lightweight landing pages that sell. Covers automatic dark/light theming via CSS custom properties, system-font Apple-style typography, opinionated section anatomy (hero, features, comparison, pricing, FAQ, footer CTA), conversion-focused copy hierarchy, SEO/OG/JSON-LD baseline, and the structural patterns that move visitors to purchase. Activate whenever drafting, designing, or implementing a marketing or product landing page.

Specifies what to produce for a Meta ad: Facebook Feed, Instagram Feed, Stories, Reels, and the CTA enum, with the exact slots (primary text, headline, description, CTA button), character limits, asset ratios (1:1, 4:5, 9:16), policy filters, and the truncation behavior that decides whether anyone reads past the fold. Use whenever the task is producing Meta ad copy or asset briefs; strictly platform-specific, so it does not cover audience setup, pixel events, or campaign objectives.

Canonical reference for platform-by-platform video output specs: aspect ratio, length cap, codec, bitrate, frame rate, color, caption style and safe-zone bands. Per-platform spec table covers TikTok, Reels, Shorts, IG/FB feed, Stories, Snapchat, YouTube long-form, X, LinkedIn, and Pinterest, plus safe-zone reserves, caption rules, and copy-paste ffmpeg presets. Use when picking output settings, validating an export, or spec-checking before publishing.

The dimensions of a deep code review: correctness, security, concurrency, performance, design/maintainability, and tests; what each lens hunts for; and the adversarial verification discipline that keeps a multi-reviewer pass from multiplying false positives. Consensus is not correctness; every finding must be refuted before it is trusted.

Operational playbook for diagnosing the on-page content layer of a page or page set: title and meta description optimization, heading structure, search-intent match, answer placement and AI-search visibility per Google's 2026 guidance, E-E-A-T proof (author byline, experience signals, named specifics), and information-gain vs the top 10 SERP results. Encodes the per-check rubric, the severity matrix, and the unverified-check escalation rule. Use when auditing the on-page content surface of one or more URLs. Output: prioritized content findings with cited evidence and fix direction.

Specifies what to produce for a Microsoft Advertising (Bing) creative: Responsive Search Ads, Multimedia Ads (with 90-char long headlines), Audience Ads (MSN, Outlook.com, Edge), Performance Max, Shopping, and Lodging/Travel verticals, with exact slots, char limits, asset ratios, CTA enum, the AI Max and Copilot creative controls, a LinkedIn Profile Targeting note, and the trademark/political/regional policy differences from Google. Use whenever the task is producing Microsoft Ads / Bing copy or assets; strictly platform-specific, so it does not cover keyword strategy, bidding, audience setup, or UET pixel.

Per-language calibration anchors for detecting AI-slop and translationese in Thai (th) target text; auto-loads alongside content-locale-humanize when the target language is Thai.

Per-language calibration anchors for detecting AI-slop and translationese in Spanish (es) target text; auto-loads alongside content-locale-humanize when the target language is Spanish.

Draft and revise Reddit posts, comments, AMAs, and product launches in the author's documented voice. Use when preparing content for a subreddit: check community rules, choose a native format, ground claims in supplied proof, disclose affiliations and AI use, and plan useful replies and outcome measurement.

Operational playbook for diagnosing the off-page link surface of a site: referring-domain quality distribution, unique-root-domain count, anchor-text distribution and over-optimization risk, toxic-neighborhood detection, paid-link risk patterns, link gap vs named competitors, and community/forum presence (Reddit and niche communities, which hold many SERP and AI-answer citations). Encodes the fetch protocol (parallel web search + page reads + competitor backlink discovery), the per-check rubric, the severity matrix, and the unverified-check escalation rule. Use when auditing the link profile of a site or a specific URL. Output: prioritized link-profile findings with cited evidence and fix direction.

Operational playbook for designing production LLM agents in 2026. Covers agent loop patterns (ReAct, Reflexion, Plan-and-Execute, native tool use), tool schema engineering (descriptions, strict mode, input examples, tool search, anti-patterns), the Agent Skills open standard, Model Context Protocol (spec 2026-07-28) integration and security, multi-agent orchestration (LangGraph, CrewAI, AutoGen, vendor agent SDKs) with cost trade-offs, error handling, loop prevention and unattended-run termination, observability via OpenTelemetry GenAI semantic conventions, OWASP LLM and Agentic Top 10 mapping, and context engineering (just-in-time retrieval, compaction, memory, sub-agent isolation, caching). Use when designing a new agent, picking an orchestration framework, debugging a misbehaving agent, or hardening tool exposure. Output: agent specs with named patterns, cost projections, observability hooks, and OWASP-mapped risk surfaces.

Markdown slides with Marp, rendered and checked instead of handed over raw: one assertion per slide, speaker notes in comments, a clean bundled theme (title, divider, big-number, quote, two-column, and dark layouts), brand color in one line, a slide linter for word count, bullets, topic-label titles, alt text, and missing notes, and export to PDF, HTML, PowerPoint, notes, and PNG previews with an automatic check for text that overflows the slide. Use whenever a talk, pitch, board, sales, or training deck has to ship as a file.

Harvest Reddit conversations and community-specific opportunities with cited posts, current rule checks, and explicit coverage limits. Activate when researching Reddit trends, scanning subreddits, or preparing a Reddit evidence brief; return observed patterns and qualified angles for downstream drafting.

Specifies what to produce for a Google Ads creative: Search RSA, Performance Max, and Display, with the exact slots (headlines, descriptions, paths, long headline, long description), character limits, pinning rules, asset ratios, and policy constraints so copy fits before it is pasted into Google Ads Editor. Use whenever the task is producing Google Ads ad copy or assets; strictly platform-specific, so it does not cover bidding, keywords selection, audience setup, or attribution.

Country-by-country conventions for job-application documents in 2026: resume vs CV terminology, length, whether to include a photo, data-processing consent clauses, work-authorization lines, date and locale formatting, and personal-data norms. Adapt an application to the target market so it reads correctly and stays legally safe wherever it's sent.

PHP 8 best practices for AI coding agents: write and review concise, typed PHP 8.x code with version-aware features through PHP 8.5, explicit validation, and practical quality checks. Auto-activates in PHP projects.

Read-only audit harness for content quality: detects the content type (X post / X thread / LinkedIn / Threads / Bluesky / Mastodon / Hacker News / Reddit post, or blog / article), routes to the matching social-* skill plus the cross-cutting voice/humanize/grounding/geo checks, scores per-axis 0-10 + overall 0-100, and emits a canonical findings report with severity tiers, evidence, and suggested rewrites. For X surfaces also emits a Phoenix-style verdict (Pass / Borderline / Likely-Suppressed / Kill-Switch-Risk); single source of truth for the diagnostic shape, used by content:audit (read-only) and content:editor (diagnose-then-edit).

Identify and operate Linux hosts, VMs, and containers: distro and ABI boundaries, services, resource limits, networking, and evidence-based recovery.

Modern Swift best practices for AI coding agents: value semantics, API design, isolation, task ownership, and package compatibility. Auto-activates in Swift projects.

Write and revise X posts, replies, threads, profiles, and launch proof in the author's documented voice. Activate for X or Twitter publishing copy, product announcements, demos, customer outcomes, and post-publication reply plans, choosing formats and conversion paths using dated evidence without inventing experience or promising reach.

Operational playbook for diagnosing the structural and technical layer of a site or page: crawlability (robots.txt), indexability (meta robots, canonicals), sitemap.xml validity, redirect chains, JSON-LD schema validation, Core Web Vitals interpretation, hreflang, JS-render parity, URL architecture, and internal-link topology. Encodes the fetch protocol (parallel webfetch + shell curl), the per-surface check rubric, the severity matrix (Critical / Moderate / Minor), and the unverified-check escalation rule. Use when auditing the technical layer of a URL, sitemap, or site. Output: prioritized structural findings with evidence and fix direction.

Write YouTube scripts and publishing packages in the author's documented voice, covering format choice, honest packaging, spoken delivery, and qualified next steps. Activate for titles, thumbnails, descriptions, Shorts, channel posts, product launches, demonstrations, customer proof, or revisions using audience feedback.

Field-by-field reference for octomind's config.toml: the [model] profile and its per-boundary overrides, limits and spending caps, [capabilities] and [taps] overrides, [[roles]] with [roles.model] and [roles.mcp], [mcp] servers (builtin, http, stdio), [[hooks]], [[layers]], [[commands]], [[agents]], [[prompts]], [skills], [timing], [compression], [registry], multi-file merge, project guardrails, and template variables. Activate when a user asks how to configure, tune, validate, or upgrade octomind, add a role or MCP server, set limits or spending caps, or debug a config parse error.

Harvest Bluesky conversations, formats, and launch evidence into a sourced brief. Activate when scanning Bluesky trends or researching post angles, custom feeds, and relevant community responses; record observed surfaces and account baselines without inventing amplification paths.

Harvest LinkedIn posts and conversations into a sourced brief for a specific audience. Activate for LinkedIn trend scans or research briefs; capture current surfaces, buyer questions, format patterns, and evidence limitations without inventing ranking weights.

Finds long-tail keywords through intent analysis, query expansion, and competitor-page review. Use for prioritized keyword briefs and content-gap research.

Git commit message conventions, branch naming, and workflow best practices for clean version history. Activate when committing, branching, rebasing, or reviewing git history.

Operate iOS and Android devices (real hardware, simulators, and emulators) via the mobile-mcp server. Covers device discovery and selection, app install, launch, and terminate, accessibility-tree targeting, taps, swipes, typing, and device-button presses, orientation handling, and the safety boundary around app-store, jailbreak, biometric, and in-app-purchase protections. Activate when the user wants to drive a phone or tablet (iPhone, Android, iOS Simulator, Android Emulator) through a UI flow. Pairs with the device:operator agent, which carries the shared snapshot, verify, and record discipline; this skill carries the mobile-specific tooling and rules and pulls the device-mobile capability automatically.

Write and revise DEV articles, discussions, comments, and launch or proof material in the author's documented voice. Activate for dev.to drafts, publishing packages, series, challenge entries, or company cross-posts; apply current disclosure and promotion rules before preparing copy for publication.

Cold email deliverability guidance for SPF, DKIM, and DMARC setup, sending domains, email warmup, volume caps, and list hygiene. Use when planning outreach infrastructure or diagnosing spam placement and bounces.

Per-language calibration anchors for detecting AI-slop and translationese in Japanese (ja) target text; auto-loads alongside content-locale-humanize when the target language is Japanese.

Reference for octomind's out-of-band control plane: the self-report token, deterministic loop/no-progress/recovery detectors, the verify-gate on every turn stop, the supervisor-owned plan manager, condense, steer, recite, the optional tool authorizer, calibrated evaluation gates and hindsight, and cross-session lessons, orientation, and experience memory with optional evolution, together with the strict [supervisor] config sections. Activate when a user asks why a turn was re-run or gated, how the detectors work, why a tool call was blocked, how lessons are stored and recalled, why tool output was condensed, or how to tune any [supervisor.*] section.

Instagram MCP Server - posts, comments, DMs, stories via Graph API

HeyGen MCP Server - AI avatar UGC video generation

Pulumi MCP Server - Infrastructure as Code

Upload-Post MCP Server - publish and schedule videos to YouTube, TikTok and more through one hosted posting API

Obsidian MCP Server - read, create, search notes in Obsidian vault

Ensures Node.js 22+ and npx for the official DataForSEO MCP server

DeepSeek Web MCP Server - DeepSeek Search and Fetch APIs as MCP tools

MongoDB MCP Server - official MongoDB Atlas and database operations

AWS S3 MCP Server - object storage, upload, download, list buckets

Terraform MCP Server - Infrastructure as Code

AppleScript MCP Server - macOS automation and control via AppleScript

E2B MCP Server - secure code execution sandbox for Python/JS

Mem0 MCP Server - persistent memory storage and retrieval for AI agents

Serpstat MCP Server - SERP tracking, backlinks, domain authority

xurl MCP bridge - official X API MCP (api.x.com/mcp) with OAuth handled locally

macOS Automator MCP Server - AppleScript, JXA execution

Hedra Character-3 MCP Server - image-to-talking-character video

MCP PostgreSQL Server - query PostgreSQL databases

MCP Git Server - read, search, and manipulate local Git repositories

MCP SQLite Server - query SQLite databases

MCP Slack Server - interact with Slack workspaces (channels, messages, users)

MCP Memory Server - persistent key-value store for context

MCP Fetch Server - retrieve web content and convert to markdown

MCP Sequential Thinking Server - structured AI reasoning and problem-solving

MCP Puppeteer Server - browser automation and web scraping

MCP Filesystem Server - secure file operations (read, write, search)

Ensures uvx is available for the experimental free-seo-mcp keyword discovery server

TailwindCSS MCP Server - utility classes, colors, CSS conversion

Notion MCP Server - interact with Notion workspaces (pages, databases, blocks)

Discord MCP Server - Discord bot integration, messaging, moderation

DeepL MCP Server - text and document translation via DeepL API

n8n MCP Server - workflow automation builder

React Aria MCP Server - Adobe's official React Aria documentation

Auth0 MCP Server - manage Auth0 applications, APIs, actions, and logs

Meta Instagram Graph API MCP Server - Reels and feed video publishing

PayPal MCP Server - payments, transactions

Resend MCP Server - transactional email sending

GitLab MCP Server - repos, merge requests, pipelines, and issues

Supabase MCP Server - Postgres database, auth, and storage

mcp-image - image generation MCP server for OpenAI GPT Image 2.5 and Google Nano Banana, saving files to disk

Canadian Law MCP Server - access Canadian legislation, statutes, and legal references

French Law MCP Server - access French legislation, statutes, and legal references

German Law MCP Server - access German legislation, statutes, and legal references

UK Law MCP Server - access UK legislation, statutes, and legal references

Zendesk MCP Server - tickets, users, organizations

Webflow MCP Server - manage Webflow sites, pages, and CMS collections

LlamaCloud MCP Server - LlamaIndex managed indexes

HubSpot MCP Server - CRM contacts, deals, companies

Google Calendar MCP Server - create events, manage calendars, check availability

Google Drive MCP Server - search, read, and manage Google Drive files

Google Search Console MCP - search analytics, URL inspection

Google Veo MCP Server - text-to-video and image-to-video via Vertex AI / Gemini API

Gmail MCP Server - send, search, read emails and manage labels

YouTube Studio MCP Server - video metadata and SEO edits plus channel analytics via the YouTube Data API (no upload)

German Law MCP Server - federal statutes live from gesetze-im-internet.de

Trello MCP Server - boards, cards, lists

Affise MCP Server - affiliate marketing campaigns, analytics

AssemblyAI MCP Server - diarized captions, chapters, speaker labels, sentiment

Pinecone MCP Server - vector database for AI/ML

Brave Search MCP Server - web search via Brave Search API

Twilio MCP Server - SMS, voice, messaging

Qdrant MCP Server - vector search engine for semantic search and retrieval

Social Media Handle Checker MCP Server - username availability on YouTube, TikTok, Instagram, Threads, X

Shopify Dev MCP - official Shopify docs, GraphQL schema, and code validation server

Shopify Admin MCP Server - products, collections, inventory, customers, orders, and discounts via the Admin API

Cloudflare MCP Server - Workers, KV, R2, D1, DNS management

Email MCP Server - SMTP/IMAP email via standard protocols

Vercel MCP Server - deployment and project management

Playwright MCP Server - browser automation, screenshots, web scraping

Microsoft Teams MCP Server - send messages, manage chats, and search Teams channels

Sync.so MCP Server - lipsync postprocessing for video

Google Maps MCP Server - geocoding, navigation, location services

YouTube MCP Server - video subtitles, transcripts, channel info

RunwayML MCP Server - Gen-4 video/image generation

Jira MCP Server - issue tracking, projects, comments, workflows

UK Legislation MCP Server - official legislation.gov.uk API

Desktop Automation MCP Server - mouse, keyboard, screenshots

Refersion MCP Server - influencer, affiliate marketing tracking

Freepik MCP Server - AI generation + stock images, vectors, video templates

Exa MCP Server - web search, code search, and company research

MiniMax Hailuo 02 MCP Server - text-to-video and image-to-video generation

Mobile MCP Server - iOS & Android device automation (real devices + simulators/emulators)

Salesforce MCP Server - CRM objects, records, queries

Readwise MCP Server - reading highlights, books, and document access

Mubert MCP Server - royalty-safe AI music generation for ad soundtracks

Open-WebSearch MCP Server - keyless multi-engine web search (DuckDuckGo, Bing, Startpage, Brave)

Ansible MCP Server - playbook docs and automation info

Amplitude MCP Server - product analytics charts, dashboards, cohorts, and experiments

Prometheus MCP Server - query Prometheus metrics, targets, and labels

Stripe MCP Server - payments, customers, subscriptions, invoices

Svelte MCP Server - official Svelte and SvelteKit docs and tooling, run via bunx

Sentry MCP Server - error tracking, issues, and performance monitoring

Context7 MCP Server - up-to-date library documentation and code examples

Pexels MCP Server - free b-roll video and photo stock

Calendly MCP Server - scheduling, events, invitees, and availability

Social Media Scheduler MCP Server - multi-platform content scheduling

macOS System MCP Server - file dialogs, clipboard, notifications

macOS Notifier MCP Server - send native macOS notifications

OpenAI Assistants MCP Server - use the OpenAI Assistants API from AI tools

ChatGPT MCP Server - send queries to ChatGPT from other AI tools

OpenAI Sora MCP Server - video generation via the OpenAI Video API

DALL-E MCP Server - OpenAI DALL-E image generation

Spotify MCP Server - music playback, playlists, library

TikTok Shop MCP Server - products, orders, inventory

Datadog MCP Server - monitoring and observability

Azure MCP Server - Azure cloud services management

Vitest MCP Server - run Vitest tests, list test files, and analyze coverage

Replicate MCP Server - image generation with Flux

SE Ranking MCP Server - SEO data, keyword research, site audits

Asana MCP Server - projects, tasks, workspaces

Redis MCP Server - key-value store operations via the reference MCP server

Medical MCP Server - FDA, WHO, PubMed, RxNorm medical data

Social Media MCP - multi-platform posting, scheduling

MCP WhatsApp Server - interact with WhatsApp Web (messages, contacts, media)

MCP Telegram Server - interact with Telegram channels and groups

Firecrawl MCP Server - web scraping, crawling, and data extraction

Whisper MCP Server - audio transcription with OpenAI Whisper

Kling AI MCP Server - text-to-video and image-to-video generation

Google Cloud MCP Server - GCP services management

Pika Labs MCP Server - text-to-video, image-to-video, Pikaffects

CourtListener SDK - US court cases, legal research, and opinions

Ahrefs MCP Server - SEO, backlinks, keywords, rank tracking

ElevenLabs MCP Server - text-to-speech, voice cloning

Yahoo Finance MCP Server - stock prices and historical market data

Jenkins MCP Server - CI/CD pipeline management

Airtable MCP Server - read and write Airtable bases, tables, and records

Kubernetes MCP Server - manage K8s clusters (pods, deployments, logs, helm)

Grafana MCP Server - dashboards and data visualization

Hugging Face MCP Server - ML models, datasets, Spaces discovery

Intercom MCP Server - customer support tickets

macOS Contacts MCP Server - access the macOS Contacts database

Figma MCP Server - design-to-code integration, read Figma files

Tavily MCP Server - AI search API for real-time web information and extraction

Stability AI MCP Server - Stable Diffusion 3.5 generation, background removal, outpainting, and upscaling via the Stability API

Binance USDT-M Futures MCP Server - market data, orders, positions, margin (requires uvx)

Linear MCP Server - project management (issues, projects, teams)

React MCP Server - official React documentation and compiler tools

GitHub MCP Server - full GitHub API operations (repos, issues, PRs, actions)

ffmpeg with libass + freetype - stitching, transcoding, burning styled captions and text overlays

whisper-ctranslate2 - local faster-whisper transcription CLI with word-level timestamps

ripgrep (rg) - fast recursive regex search tool for code and text

pandoc - universal document converter for Markdown to Word (DOCX) and, with the Typst engine, to PDF

Installs Docker CLI and daemon (required for containerized MCP servers)

Installs Node.js and npx for running npx-based MCP servers

Installs Bun - fast all-in-one JS/TS runtime, package manager, bundler, and test runner

typst - fast typesetting engine and LaTeX alternative; pandoc's PDF engine for clean PDFs

RenderCV - resume and CV generator from YAML to a typeset Typst PDF, with ATS-friendly single-column themes

poppler-utils - pdftotext, pdfinfo, and pdffonts for checking a PDF's pages, fonts, and text layer

Remotion CLI - code-driven (React) video composition, run with npx (needs Node.js)

auto-editor - cuts silence and dead air from video, exports trimmed media or NLE timelines

ast-grep (sg) - structural code search and rewrite tool

Installs uv - fast Python package and project manager (used by uvx-based MCP servers)

Ensures the Swift toolchain (swift, swiftc) is available - Xcode CLT on macOS, swiftly on Linux, winget on Windows

Installs Rust toolchain via rustup (provides cargo, rustc)

Installs the octocode CLI (code indexing and search tool by Muvon)

office-fonts - Carlito, Caladea, and Liberation fonts, metric-compatible with Calibri, Cambria, Arial, Times New Roman, and Courier New

slide-deck - Marp slide deck CLI (lint, PDF/HTML/PPTX/PNG export, overflow check, octo theme) shipped with this tap

video-fonts - bold YouTube thumbnail and caption fonts (Poppins, Anton, Bebas Neue, Archivo Black) for burned-in text

video-captions - word-timed TikTok-style video caption generator CLI (ASS + SRT, ffmpeg burn) shipped with this tap

video-thumbnail - YouTube thumbnail and Reels/TikTok cover renderer CLI (fitted text, subject cut-outs, feed preview)

doc-export - Markdown to Word and PDF with set fonts, sizes, and margins, plus PDF page, font, and text-layer checks

ui-fonts - Inter and JetBrains Mono variable fonts for rendered cards, previews, and UI mockups

social-preview - GitHub social preview card renderer CLI (1280x640 PNG in the repo's brand, via Typst)

Installs the octobrain CLI (memory and knowledge tool by Muvon)

Installs the octofs CLI (file editing and viewing tool by Muvon)

Builds a cold email sequence from live target research, then reviews drafts for sourced claims, brevity, one soft ask, and compliance flags in a bounded critique loop. Delivers follow-up email drafts with any unresolved findings. Never sends.

Turns a trip request into a day-by-day travel itinerary and budget table via parallel logistics, lodging, and activities research, then loops an independent feasibility audit on pacing, transit, opening hours, and budget, ending with a verify-before-you-book list.

Turns a meeting transcript or notes into meeting minutes, decisions, owner-and-date action items, and follow-up drafts, each traced to a verbatim quote by an independent verifier loop that flags missing owners and dates instead of inventing them.

Tailors your resume to a job description: turns a master resume and a job posting into an ATS-optimized resume, a cover letter, and an honest match-gap report, refined by a screen/fix loop. Produces documents; never auto-submits.

Transcreates content into every requested language, working each one in its destination file in-place (or inline when none is given), loops fix and audit until each passes native-fluency review, then ends with a per-language summary.

Classifies the current changes into a SemVer bump and change buckets, drafts README, changelog, and release notes in parallel, then reconciles them into one consistent plan via a validating gate.

Writes a blameless incident postmortem report from pasted evidence: builds a timestamped timeline, analyzes contributing factors and response metrics in parallel, and loops an independent judge until it is traceable, blameless, and arithmetically correct.

Spec-driven development loop for an existing feature spec: gathers context, then iterates a developer/evaluator loop whose independent evaluator re-runs the build/test gate, proves every requirement's test fails on the old code and passes on the new, and rejects tampered tests until it approves, then summarizes the change.

Security-audits the current repo across OWASP lenses, then fixes and independently re-audits in a loop until findings are resolved and checks stay green.

Builds a weekly meal plan and grocery list from household constraints: a 7-day meal plan with recipes, aisle-grouped grocery list, and prep schedule, then loops an independent auditor on allergens, list coverage, daily time, and budget until it passes.

Turns a data source into a decision-ready data analysis report with every number computed from the data and inline-SVG charts, refined by an accuracy loop, delivered as self-contained HTML that prints to PDF.

Turns a brief into a researched, publish-ready article in the current directory, refined by an edit/audit loop until it passes. Chain the promote workflow for social adaptation.

Turns a feature request into an EARS behavioral spec with testable requirements, stops with clarifying questions when anything is unresolved, then implements it in a developer/evaluator loop whose independent evaluator re-runs the checks, proves every requirement's test fails on the old code and passes on the new, and rejects tampered tests before summarizing the change.

Turns a master resume and a job posting into a grounded interview prep pack — likely interview questions, STAR answers from real experience, honest gap answers, and questions to ask — refined by a screen/fix loop. Never contacts anyone.

Grounds project memory from the codebase, promotes durable knowledge into the .box/ knowledge base, then audits and fixes the notes until they pass an independent audit against the repo.

Investigates a question from background, evidence, and counter-argument angles in parallel, synthesizes a cited report, then loops a groundedness judge until every claim verifies against its sources.

Turns an existing article into grounded, platform-native social media drafts for each network requested, polished by a fix/audit loop until all pass, then delivered to files or inline. Chain after content.

Routes a confusing letter, bill, contract, lease, or notice to the right specialist, composes a plain-language decode with red flags, deadlines, next steps, and a draft reply when warranted, and verifies every figure and date against the source.

Reproduces a bug and locates its root cause in the current repo, iterates a fix/verify loop until a test proves it fixed, then summarizes the change.

Writes behavior tests for the changed code or a named module, then proves they catch bugs with mutation testing: passing on current code, touching only test files, and failing under deliberate mutations that are reverted exactly.

Triages a broken thing at home, in the car, or with a pet; stops immediately on danger signs, otherwise routes to a specialist for a ranked diagnosis, DIY-vs-pro call, and fix plan checked by an independent safety auditor.

Runs a code review of a change from five independent lenses in parallel, adversarially verifies every finding against the real code, then synthesizes one severity-ordered review with a verdict.

Turns a bank or card statement export into a subscription and fee audit with every figure computed from the transactions, independently recomputed by an auditor loop, and ranked by annualized savings.

Checks an issue report against the current repo, verifies every code anchor, then produces a CONFIRMED / NEEDS_INFO / NOT_A_BUG verdict with labels, priority, and a maintainer reply draft; never posts.

Takes a product idea from market exploration to an honest go/no-go, then, only if viable, produces a go-to-market plan with GTM strategy, brand, pitch, ads, and a zero-budget launch plan.

Extracts structured health facts and gates on red flags first, then analyzes lab results, medications, and symptom context in parallel and delivers a judge-checked, non-diagnostic doctor visit prep brief with ranked questions for your clinician.

Runs an SEO audit of a site or page across technical, on-page, off-page, and GEO (generative engine optimization) lenses, then turns the evidence-bound findings into a tiered, finding-traceable, KPI-tagged SEO strategy brief.

Upgrades dependencies (named packages, or safe patch/minor by default), fixes breakages in a bump/verify loop until the project's checks pass, then writes upgrade notes.

Runs a code review of the current unstaged changes against the request, independently verifies each finding, then branches on a deterministic verdict to an approval note or a prioritized fix list.

Mines a field for evidenced pain via parallel community, review, and demand sweeps, vets candidates adversarially into ranked briefs or an honest no-signal verdict. Chain the winner into launch.