mcp server list

Plans literature searches, screens real papers, builds a cited synthesis matrix, and flags bounded research gaps. No invented references.

Narrows topics into research questions and provisional thesis statements, tests arguability and feasibility, and outlines evidence-led arguments.

Structures research papers, edits for clarity, drafts abstracts and reviewer responses, decodes dense papers, and checks that cited works exist.

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.

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

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

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.

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

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.

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

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

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

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

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.

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

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

Fills applications, registrations, and repetitive web forms from your data file; shows a verified draft and waits for your approval before submitting.

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

Suggests recipes from your ingredients, plans weekly meals with budget-capped priced grocery lists, scales recipes, and coaches technique with food safety.

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

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

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.

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

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

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

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.

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.

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

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

Writes fact-grounded product titles, descriptions, and Shopify, Etsy, eBay and Amazon listing drafts with natural SEO and no invented claims.

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

Drafts returns, refund, shipping and exchange policies with sourced consumer-law minimums flagged for lawyer review; information, not legal advice.

Designs Discord server templates with channels, roles, permission matrices, onboarding, welcome copy, and step-by-step setup instructions.

Runs a community: engagement rituals, moderator teams, onboarding, rules and AutoMod tuning, moderation reviews, and health metrics beyond vanity counts.

Writes Discord server rules, moderation policies, escalation ladders, and AutoMod configuration drafts matched to community size and risks.

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

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

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 via content:audit, and approves publishing.

Read-only AI-authorship check: flags AI-typical writing patterns and hard artifacts with evidence and a calibrated band, no fake percentage or verdict.

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 via grounded dialog; hands long-form research to content:article.

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

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

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

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

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.

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.

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

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

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

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

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.

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

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

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

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

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

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

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

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

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

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

Generates detailed, user-facing release notes from a commit/version range by reading code, not commit messages; prepends the section to a target file.

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.

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.

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

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

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

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

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.

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

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

Answers health questions from current medical literature, explaining conditions and treatments in plain language. Information, not clinical advice.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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.

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

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

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

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.

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

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

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

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.

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 tiers, sales page copy, and partnership proposals.

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

Explains Australian federal law from legislation.gov.au, read at the source; state and territory law is flagged. 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.

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

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

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

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

Covers visa and immigration for any country: categories, documents, timelines, appeals. Official sources first. 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 Singapore law from Singapore Statutes Online, read at source: contracts, employment, criminal, company, property. 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.

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

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

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 experiments.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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.

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

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

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

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.

Compares products and prices across retailers, analyzes reviews, and suggests gifts for a person you describe. Honest trade-offs; no affiliate bias.

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, preps QBRs and T-90 renewals.

Builds day-by-day itineraries, road trips, budgets, transport logistics and packing lists, verifying prices and hours online. You book; it plans.

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

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.

Tutors 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 CEFR milestones.

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

Builds a checklist for one used-car listing: in-person checks, VIN and history research, seller questions, red flags, and when to get a pro inspection.

Triages car symptoms and lights, calls DIY vs mechanic, checks repair quotes, tracks maintenance schedules; safety gates on brakes, SRS, EV high voltage.

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

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

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

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

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

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

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

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

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.

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

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

Hand a subtask to one of the sub-agents configured in Octomind and collect its result through the agent_* tools of the built-in agent server.

Generate HeyGen avatar UGC videos, browse avatar groups and voices, poll render status, and check remaining credits. Needs HEYGEN_API_KEY.

Headless Chromium control through the Playwright MCP server: open pages, click and type, take screenshots, and scrape page content.

Create, list, and edit Google Calendar events and check your schedule via @cocal/google-calendar-mcp. Needs GOOGLE_OAUTH_CREDENTIALS.

Local faster-whisper speech-to-text with word-level timestamps as JSON for word-timed captions; no API key, run through the shell tool.

Trace callers, imports, inheritance, and dependency paths between symbols and files with octocode's graphrag code-graph tool.

Find code by concept or behavior in plain English, even when you do not know the symbol names, with octocode's semantic_search tool.

Find symbol definitions and usages by name, match AST patterns with octocode structural_search, and list file signatures with view_signatures.

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

Recall folded context blocks with the recall tool of Octomind's built-in core server; active only when compression attention is enabled.

Look up and update HubSpot CRM contacts, deals, and marketing campaigns via the official HubSpot MCP server. Needs PRIVATE_APP_ACCESS_TOKEN.

Query a PostgreSQL database and inspect its tables and schemas via the MCP reference server. Needs POSTGRES_CONNECTION_STRING.

Query and manage a local SQLite database file through the MCP reference server mcp-server-sqlite; the file path comes from SQLITE_DB_PATH.

Pull current, version-specific documentation and code examples for libraries and frameworks into the prompt via the Context7 MCP server.

Control the local desktop with RobotJS: move and click the mouse, type on the keyboard, and capture screenshots on macOS, Linux, or Windows.

Tap, swipe, type, and take screenshots on iOS and Android devices and simulators through the Mobile MCP server (@mobilenext/mobile-mcp).

Build, run, and inspect Docker containers and images, and manage multi-container stacks, using the docker and docker-compose CLIs.

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

Shopify MCP server for store operations via the Admin API: products, variants, collections, metafields, inventory, customers, orders, and discounts.

Manage Cloudflare Workers, KV, R2, D1, and DNS records via the Cloudflare MCP server. Needs CLOUDFLARE_ACCOUNT_ID and CLOUDFLARE_API_TOKEN.

Read Instantly cold email campaign analytics, lead status, and mailbox warmup stats via the official MCP server. Read-only. Requires INSTANTLY_API_KEY.

Look up Sentry issues, error events, and releases to triage production errors via the Sentry MCP server. Needs SENTRY_ACCESS_TOKEN.

Read files, list and search directories with octofs view, and check or switch the working directory with workdir. No write access.

Create and edit files with octofs text_editor, apply multi-line changes with batch_edit, and copy line ranges with extract_lines.

Search and retrieve Readwise reading highlights, book annotations, and saved articles via readwise-mcp-enhanced. Needs READWISE_TOKEN.

Text-to-image and reference-image editing with OpenAI GPT Image 2.5, saved as files in ./image-out; strong in-image text.

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

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

Inspect and change Kubernetes clusters with kubectl, and install or upgrade Helm charts, by running the kubectl and helm CLIs.

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.

Search Canadian federal statutes and regulations in both English and French via the Ansvar Canadian law MCP server (@ansvar/canadian-law-mcp).

Download German federal laws from gesetze-im-internet.de, read single paragraphs, and list a law's contents via the german-law MCP server.

Search French codes and statutes published by Legifrance (DILA) and read their articles via the Ansvar French law MCP server.

Search UK Acts and statutory instruments on legislation.gov.uk, fetch sections and point-in-time versions, and trace amendments.

Search US court opinions on CourtListener, verify citations, see how a case is cited, and fetch passages. Needs COURTLISTENER_API_KEY.

Generate lip-synced video from a clip plus audio or text-to-speech with Sync.so sync-1.9 and sync-2, and manage assets. Needs SYNC_API_KEY.

Geocode addresses, get directions, search places, and look up elevation via Google Maps (mcp-google-map). Needs GOOGLE_MAPS_API_KEY.

Fetch Yahoo Finance stock quotes, company financial reports, and historical market data through the yfinance MCP server.

Look up drug information, clinical data, and guidelines from PubMed, FDA, WHO, and RxNorm through the medical MCP server.

Recall stored memories by meaning with octobrain's remember tool, which also returns related memories one hop away in the memory graph.

Save facts, decisions, and lessons to persistent memory with octobrain memorize, and delete outdated entries with forget.

Read and send Discord channel messages, moderate members, and join voice channels via the mcp-discord server. Needs DISCORD_TOKEN.

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

Read Instagram posts, comments, DMs, stories, and reels and reply to them via @mcpware/instagram-mcp. Needs INSTAGRAM_ACCESS_TOKEN.

Read and post Slack channel messages and threads and look up users via the official Slack MCP server. Needs SLACK_BOT_TOKEN, SLACK_TEAM_ID.

Send SMS and place voice calls via the Twilio MCP server (twilio_api_v2010). Needs TWILIO_ACCOUNT_SID, TWILIO_API_KEY, TWILIO_API_SECRET.

Send and read Telegram messages in chats, channels, and groups as a bot via @iflow-mcp/telegram-mcp-server. Needs TELEGRAM_BOT_TOKEN.

Send and read WhatsApp messages through WhatsApp Web, look up contacts, and share media via the @iflow-mcp/mcp-whatsapp-web server.

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

Cross-domain agent delegation (tap: discover/run registry specialists) and session-flow control (schedule) via the built-in orchestration server.

Manage Stripe customers, charges, subscriptions, and invoices via the official @stripe/mcp server. Needs STRIPE_SECRET_KEY.

Run JS/TS with Bun: bun and bunx replace node, npm, npx, yarn, pnpm, and vite for installs, scripts, tests, and dev servers.

Manage Python projects, virtual environments, and dependencies with uv, and run one-off Python command-line tools with uvx.

Build, test, lint, and format Rust code with cargo, rustc, clippy, and rustfmt, and manage crate dependencies, run through the shell.

Compile Swift with swiftc, try snippets in the REPL, and build packages with Swift Package Manager for iOS, macOS, and server code.

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

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

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

YouTube video uploads and scheduling with title, description, tags, playlist, thumbnail, captions, and disclosure flags via Upload-Post.

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

Add and remove MCP servers, spawn dynamic agents, and activate skills and capabilities mid-session through Octomind's built-in runtime server.

Scrape single pages, crawl whole sites, and map a site's URLs into clean content with Firecrawl. Needs FIRECRAWL_API_KEY.

Research search intent and inspect public pages with keyless web search. No volume, difficulty, backlink metrics, or AI-answer tracking.

Run shell commands in the project directory with the octofs shell tool: builds, tests, git, and other project command-line tools.

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

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

Search and download free Pexels stock photos and b-roll videos, and browse curated photos and collections. Needs PEXELS_API_KEY.

Look up official Svelte and SvelteKit documentation from the @sveltejs/mcp server, launched with bunx, while writing components and routes.

Create, search, and update Linear issues, projects, and teams via the @tacticlaunch/mcp-linear server. Needs LINEAR_API_KEY.

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

Read Binance USDT-M futures candles, order book, and funding; place orders; set leverage and margin. Needs BINANCE_API_KEY, BINANCE_API_SECRET.

Picks an approach and form for each piece of a repeated job and checks drafts for AI writing tells and repeated openings.

Run git (log, diff, status, commit, branch) through the octofs shell tool; a lower token cost than the git MCP server's tool schemas.

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

Image-to-video via Runway Gen-4 Turbo, video editing with Gen-4 Aleph, Gen-4 reference images, and video upscaling. Needs RUNWAYML_API_SECRET.

Turn text into speech, clone and design voices, isolate audio, and generate sound effects via the ElevenLabs MCP server. Needs ELEVENLABS_API_KEY.

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

Search the web with DuckDuckGo and no API key through the Open-WebSearch MCP server, with Bing, Startpage, and Brave as fallbacks.

Bing ad specs: RSA, Multimedia, Audience, Performance Max and Shopping slots, character limits and ratios. Use when producing Microsoft Ads copy or assets.

Ad copy frameworks (AIDA, PAS, before-after-bridge, 4Us, FAB) matched to audience awareness. Use when structuring ad scripts or body copy.

Google Ads creative specs: Search RSA, Performance Max and Display slots, character limits, pinning rules, asset ratios. Use when writing Google Ads copy.

LinkedIn ad specs: Sponsored Content, Message Ads, Text Ads slots, character limits, ratios, CTAs. Use when writing LinkedIn ad copy or briefs.

Meta ad specs for Facebook and Instagram Feed, Stories and Reels: text slots, character limits, ratios and CTAs. Use when writing Meta ad copy or briefs.

Reddit ad specs: Promoted Posts, Free-form, Carousel and Conversation ads with slots, limits and native-voice rules. Use when writing Reddit ad copy.

TikTok ad specs: In-Feed, Spark Ads and TopView slots, limits, the 9:16 video spec and safe zones. Use when writing TikTok ad copy or video briefs.

X (Twitter) ad specs: Promoted Posts, Website and App Cards, Video Ads, with slots, character limits and ratios. Use when writing X ad copy or card assets.

YouTube ad specs: Skippable, Bumper, In-Feed, Masthead and Shorts slots, durations and ratios. Use when writing YouTube ad copy or video briefs.

Designing production LLM agents: loop patterns, tool schemas, MCP, multi-agent setups, observability. Use when designing or debugging an agent.

Cutting LLM cost: model price book, prompt caching, Batch tiers, routing, attribution. Use when projecting LLM cost or hunting pipeline waste.

Designing LLM evals: golden datasets, LLM-as-judge calibration, statistics, RAG and agent metrics. Use when building an eval suite or gating a deploy.

Defending LLM apps against prompt injection: OWASP Top 10s, guard models, red-team tools. Use when auditing an LLM app or designing defenses.

Production RAG design: chunking, hybrid retrieval, reranking, query rewriting, RAGAS evaluation. Use when building or debugging a RAG pipeline.

Turn raw data into a decision-ready report: answer-first Minto Pyramid, traced numbers, charts, HTML that prints to PDF. Use for data reports.

Tailor a resume to a job posting to clear applicant tracking systems: keywords, parser-safe format, no stuffing. Use when applying to jobs.

Submit backlinks via a headless browser (Playwright): directory forms, email verification, throttling, submission log. Use with a qualified prospect list.

Recurring social account upkeep via headless browser: bio sync, cross-posting, post audits, follower cleanup. Use for maintenance, not new copy.

Weekly budget meal planner: sale and seasonal price research, grocery list by whole packs, leftovers ledger. Use for a meal plan on a food budget.

Coaching method: GROW, ICF listening, open questions, WOOP and if-then plans, accountability. Use when coaching, running a 1:1 or designing follow-through.

Code review checklist and feedback guidelines for pull requests. Use when reviewing a PR, preparing code for review, or setting review standards.

Code review lenses: correctness, security, concurrency, performance, design, tests, plus refuting false positives. Use in multi-reviewer review passes.

Audits product feeds, markup and live pages for AI shopping assistants, then lists exact fixes. Use to make a store catalog readable to AI shoppers.

Read-only content audit: detects content type, scores each axis 0-10, reports findings with evidence and rewrites. Use to diagnose a draft or post.

Blog post formats by search intent: how-to, listicle, comparison, review, guide, case study. Use when planning or drafting a post meant to rank.

GEO/AEO patterns for AI search citations: answer-first structure, schema markup, extractable passages, crawler setup. Use to get content cited.

Verify factual claims, keep source meaning in edits, separate publishable copy from evidence notes. Use for product, technical and news content.

Revise stiff or formulaic writing with an eight-dimension diagnostic and seven-pass edit, keeping facts and voice. Use when copy reads machine-written.

Make translated text read as native: pattern-based diagnostic for translationese and AI-slop in any language. Use when polishing localized content.

Calibration anchors for AI-slop and translationese in Arabic (ar) text. Use alongside content-locale-humanize when the target is Arabic.

Calibration anchors for AI-slop and translationese in German (de) text. Use alongside content-locale-humanize when the target is German.

Calibration anchors for AI-slop and translationese in Spanish (es) text. Use alongside content-locale-humanize when the target is Spanish.

Calibration anchors for AI-slop and translationese in French (fr) text. Use alongside content-locale-humanize when the target is French.

Calibration anchors for AI-slop and translationese in Hindi (hi) text. Use alongside content-locale-humanize when the target is Hindi.

Calibration anchors for AI-slop and translationese in Italian (it) text. Use alongside content-locale-humanize when the target is Italian.

Calibration anchors for AI-slop and translationese in Japanese (ja) text. Use alongside content-locale-humanize when the target is Japanese.

Calibration anchors for AI-slop and translationese in Korean (ko) text. Use alongside content-locale-humanize when the target is Korean.

Calibration anchors for AI-slop and translationese in Portuguese (pt) text. Use alongside content-locale-humanize when the target is Portuguese.

Calibration anchors for AI-slop and translationese in Thai (th) text. Use alongside content-locale-humanize when the target is Thai.

Calibration anchors for AI-slop and translationese in Chinese (zh) text. Use alongside content-locale-humanize when the target is Chinese.

Translate documents, code comments, UI strings and structured content, keeping formatting and terms consistent. Use for localizing large files.

Clear professional prose and context-aware editing for posts, replies, articles and scripts, keeping author facts. Use when editing in an author's voice.

Write a truthful cover letter tailored to the posting and grounded in the candidate's real experience, without AI-template phrasing. Use when applying.

Drive native desktop apps on macOS, Linux or Windows via desktop-automation MCP: permissions, coordinates, input, safety. Use for GUI-level tasks.

Drive iOS and Android devices, simulators and emulators via mobile-mcp: app install, taps, swipes, typing, safety limits. Use for phone UI flows.

Export Markdown to DOCX and PDF that meets submission rules: reference styles, pandoc Typst, page and font checks. Use for .docx or .pdf deliverables.

Turns AI citation findings into ranked per-source actions for Reddit threads, listicles, review sites and videos. Records only. Use after a GEO audit.

Audits how AI engines represent a product using buyer questions, captured answers and cited sources. Use to find GEO gaps, monitor changes, plan retests.

Git commit message conventions, branch naming and clean-history workflow. Use when committing, branching, rebasing, tagging or reviewing git history.

Resolve reported bugs and feature requests like a maintainer: find upstream fixes, follow project patterns, verify. Use when the task is a reported issue.

Evidence-based study techniques: retrieval practice, spacing, interleaving, self-explanation, AI tutor use. Use when helping someone study or learn faster.

Plans how to ask real customers for honest public reviews: site choice, invitation copy, incentive and disclosure rules. Use to start a review program.

Plan cross-platform social launch, proof and objection campaigns by buyer need, evidence, channel role and reply ownership. Use for GTM or launch planning.

Build lightweight landing pages: dark/light theming via CSS variables, section anatomy, conversion copy, SEO and JSON-LD. Use when drafting a landing page.

Octomind CLI reference: run, server, acp, config, tap, workflow commands, flags, slash commands, API-key env vars. Use to find what a flag or command does.

Reference for octomind config.toml: model profile, roles, MCP servers, hooks, limits, spending caps. Use when configuring octomind or fixing a parse error.

How octomind assembles a session: tap tag resolution, capability auto-activation, skills, gating, sandbox. Use when a tool or skill did or did not appear.

Octomind supervisor reference: loop detectors, verify gate, plan manager, condense, authorizer, lessons. Use when a turn was re-run, gated or blocked.

Octomind workflow .toml guide: pipeline design, sequential, parallel, loop and conditional steps, validation. Use when designing or debugging a workflow.

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

Diagnose and maintain Debian systems: release support, APT sources, package failures, services, networking, upgrades. Use for Debian hosts and images.

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

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

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

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

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

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

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

Cold email law checks: CAN-SPAM, GDPR, PECR and CASL consent and opt-out. Use before outreach to US, EU, UK or Canadian recipients. Not legal advice.

Cold email deliverability: SPF, DKIM, DMARC, sending domains, warmup, volume caps, list hygiene. Use when planning outreach setup or fixing spam placement.

Influencer outreach: email templates, creator vetting, collaboration briefs, rate research, FTC disclosure. Use when pitching creators or paid deals.

Investor outreach for fundraising: cold emails, warm intros, forwardable blurbs, follow-ups, updates, fit scoring. Use when drafting investor messages.

Link building outreach templates: guest post pitches, backlink emails, broken-link reports, link reclamation. Use when pitching site owners or editors.

Podcast guest pitching: pitch templates, show research, one-sheets, follow-ups. Use when pitching a founder for podcasts, webinars or conference talks.

Modern C++ practices for AI coding agents: architecture, RAII, value semantics, dependency and library selection. Use when writing or reviewing C++ code.

Modern C# and .NET practices for AI coding agents: nullable contracts, async ownership, data access, failure handling. Use when writing .NET code.

Elixir and Phoenix practices: pattern matching, supervision, process lifecycle, concurrency design. Use when writing or reviewing a mix.exs project.

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

iOS app practices: state ownership, SwiftUI and UIKit integration, persistence, lifecycle, platform services. Use when building or reviewing iPhone apps.

Modern Java practices: records, sealed types, pattern matching, virtual threads, failure contracts. Use when writing or reviewing Java in Maven or Gradle.

Idiomatic Kotlin practices: null-safety, coroutine scopes, Flow, Android and Multiplatform boundaries. Use when writing or reviewing Kotlin code.

macOS app practices: window and command ownership, AppKit and SwiftUI, sandboxed file access, distribution. Use when building or reviewing Mac apps.

PHP 8 practices: typed concise code, features through PHP 8.5, input validation, quality checks. Use when writing or reviewing PHP in Composer projects.

Python practices: architecture, type-driven design, boundary validation, library choices beyond scripts. Use when writing or reviewing Python projects.

React practices: hooks, state boundaries, pure rendering, server components, library choices. Use when writing or reviewing React components and apps.

Ruby and Rails practices: objects, services, ActiveRecord persistence, transactions, Active Job boundaries. Use when writing or reviewing Ruby or Rails.

Rust practices: ownership patterns, meaningful errors, small APIs, edition and MSRV awareness. Use when writing or reviewing Rust code in cargo projects.

Svelte 5 and SvelteKit practices: runes, component contracts, server and client boundaries, progressive enhancement. Use when writing Svelte apps.

Swift practices: value semantics, API design, actor isolation, task ownership, package compatibility. Use when writing or reviewing Swift code.

TypeScript practices: types that match runtime guarantees, module boundaries, tsconfig and version choices. Use when writing or reviewing TypeScript code.

Test that prompt wording is read the same by a list of models with multiple-choice checks, then tune it. Use when a model misreads a prompt rule.

Write, rewrite, optimize and debug LLM prompts and system prompts: few-shot, chain-of-thought, structure. Use when the user asks to design or fix a prompt.

Design and render a 1280x640 GitHub social preview card from the repo's brand and check the upload. Use when a repo shows GitHub's generic card.

Resume and CV conventions by country: length, photo, GDPR consent, work-authorization lines, date formats. Use when adapting an application to a market.

Turn a tailored resume into an ATS-safe PDF with RenderCV, plus a DOCX twin and cover-letter PDF. Use when a resume or CV must ship as a PDF or Word file.

Find and qualify safe free backlink targets: resource pages, broken links, communities, directories, with a link-spam rubric. Use before any link outreach.

On-page SEO content audit: titles, meta descriptions, headings, search intent, answer placement, E-E-A-T. Use when auditing the content of URLs.

Finds decaying pages, picks update, merge, redirect or remove, and briefs each refresh. Use to prioritize existing content and judge whether it helped.

Guest posting strategy for contextual links without spam: target qualification, pitch brief, anchor mix, link placement. Use before writing a pitch.

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

Off-page link audit: referring domains, anchor-text mix, toxic links, paid-link risk, link gap vs competitors. Use when auditing a site's backlinks.

Technical SEO audit: robots.txt, canonicals, sitemap, redirects, JSON-LD, Core Web Vitals, hreflang. Use when auditing the technical layer of a site.

Pick which free tool to build for backlinks and AI-search citations: niche fit, data moat, candidate scoring, brief. Use before starting any tool build.

Gift idea finder: recipient intake, distinct directions, live price, delivery and return checks, up to three picks. Use when asked for a gift for someone.

Amazon review analyzer for one exact product: samples good and bad reviews, finds recurring issues, weighs fake-review signals. Use to check owners' views.

Marp markdown slide decks with a bundled theme, linter and overflow check, exported to PDF, HTML or PowerPoint. Use when a deck must ship as a file.

Write and revise Bluesky posts, replies, threads and launch posts in the author's voice with sourced claims. Use when drafting for Bluesky.

Write and revise DEV articles, discussions, comments and launch posts in the author's voice, with disclosure rules. Use when drafting for dev.to.

Prepare Hacker News submissions: Show HN, Ask HN, Tell HN and Launch HN briefs, comment replies, author voice kept. Use when posting or replying on HN.

Write and revise Instagram captions, Reels, carousels and Stories in the author's voice, with a publishing package. Use when drafting for Instagram.

Write and revise LinkedIn posts, launch copy and comments in the author's voice, with customer-proof handling. Use when drafting for LinkedIn.

Write and revise Mastodon posts, replies and launches in the author's voice, with accessibility and disclosure. Use when drafting for Mastodon.

Draft and revise Medium stories in the author's voice: publication submissions, canonical syndication, disclosure, metrics. Use when writing for Medium.

Draft Reddit posts, comments, AMAs and launches that follow subreddit rules, with disclosure and proof. Use when preparing content for a subreddit.

Write and revise Meta Threads posts, replies and launch copy in the author's voice, with honest proof and conversation. Use when drafting for Threads.

Draft TikTok scripts, captions and publishing packages in the author's voice for demos, launches and proof. Use when writing for TikTok.

Write and revise X (Twitter) posts, replies, threads and launch proof in the author's voice. Use when drafting for X, from announcements to reply plans.

Write YouTube scripts and publishing packages: titles, thumbnails, descriptions, Shorts, in the author's voice. Use when drafting for YouTube.

Write behavioral specs an agent can implement without guessing: EARS requirements, verification proofs, layering. Use when writing or reviewing a spec.

Write Octomind agent manifests: TOML fields, capability tiers, system prompt structure, model settings, lint rules. Use when editing agents/*/*.toml.

Create Octomind capabilities: config.toml triggers, provider files, MCP server wiring, version pins, symlinks. Use when editing capabilities/<name>/ files.

Write dep scripts for the octomind-tap registry: header comments, platform.sh, mcp vs dep types, npx/uvx pattern. Use when editing deps/<org>/<tool>.sh.

Train, evaluate and publish the octomind-embed model behind capability auto-activation. Use when capability triggers or skill semantic() phrases change.

Create AgentSkills-compliant SKILL.md packs: frontmatter, auto-activation rules, domains, bundled resources, lint gates. Use when editing a SKILL.md.

Turn a short or vague request into a task brief an autonomous agent can run without asking back. Use when sharpening a prompt before agent handoff.

Trip budget planner in one currency: fares, stays, food, activities, fees, exchange rates, per-day totals, contingency. Use when asked what a trip costs.

Packing list from itinerary, destination forecast, activities, laundry and baggage allowance, saved as a checkbox file. Use when asked what to pack.

Road trip planner: drivable daily legs, rest stops, overnight towns, fuel or EV charging plan for the exact vehicle. Use when planning a road or EV trip.

Harvest Bluesky conversations, formats and feeds into a sourced trend brief with observed surfaces. Use when scanning Bluesky trends or post angles.

Harvest Hacker News discussions and prior submissions into a dated, source-linked brief. Use when researching HN trends, launches or audience objections.

Harvest Instagram post, carousel, Reel and audio patterns into a sourced brief with observed metrics. Use when scanning Instagram or Reels trends.

Harvest LinkedIn posts and conversations into a sourced brief: buyer questions, format patterns, evidence limits. Use when scanning LinkedIn trends.

Harvest Mastodon posts and topic conversations into a sourced, server-scoped brief with sampling limits. Use when scanning Mastodon or Fediverse trends.

Harvest Reddit conversations by subreddit into a brief with cited posts, rule checks and coverage limits. Use when researching Reddit trends or subreddits.

Harvest Meta Threads conversations into a source-backed brief with post URLs, visible metrics and audience questions. Use when scanning Threads trends.

Harvest TikTok trend evidence into a source-linked brief: audience fit, momentum, original angles, commercial-use limits. Use for TikTok trend research.

Harvest X (Twitter) conversations into a sourced topic brief: buyer pains, launch reactions, post formats. Use when scanning X or Twitter trends.

Harvest YouTube topic demand, channel outliers and buyer questions into an evidence-backed brief. Use when scanning YouTube trends or competitors.

Car maintenance schedule from the manufacturer's documents: normal or severe service, next due by time and distance, log. Use to see what service is due.

Burned-in video captions with word-level timing from faster-whisper: pop, karaoke, box presets, SRT. Use when a video needs auto captions or subtitles.

Short-form video editing pipeline: silence cuts, 9:16 reframes, b-roll, audio ducking, captions, encodes. Use when editing footage or clipping a podcast.

Video hook playbook for TikTok, Reels and Shorts: opening patterns, loops, re-hooks, retention review. Use when drafting a script or fixing early drop-off.

Platform video output specs: aspect ratio, length, codec, bitrate, safe zones, ffmpeg presets for TikTok, Reels, Shorts, YouTube. Use to check an export.

YouTube thumbnail workflow: one promise, frames from footage, short outlined text, feed-size previews, A/B variants. Use when a video needs a thumbnail.

Keep batches of posts, replies, emails, ad angles or scripts from sounding alike, with AI-tell checks. Use for recurring writing jobs and batches.

Open-WebSearch MCP Server - keyless multi-engine web search; uses DuckDuckGo, Bing, Startpage and Brave endpoints, run via npx, no API key

React Aria MCP Server - Adobe's official React Aria docs; component patterns and API references, run with npx, no authentication needed

Affise MCP Server - manage Affise affiliate campaigns and offers; search offers, run performance analytics, cloned from GitHub, needs an Affise API key

Ahrefs MCP Server - Ahrefs SEO, backlink, keyword and rank data; legacy local @ahrefs/mcp package, run via npx with an API key

Airtable MCP Server - read and write bases, tables and records; batch changes, comments and webhooks, needs a Personal Access Token

macOS System MCP Server - drive Finder, Notes and the clipboard; open file dialogs, send notifications, take screenshots; built from GitHub source

Amplitude MCP Server - query Amplitude product analytics data; charts, dashboards, cohorts, experiments and user feedback; remote server with OAuth 2.0

Ansible MCP Server - look up Ansible playbook documentation; automation info via @scarlet-mesh/mcp-ansible-info, run with npx, no auth needed

Canadian Law MCP Server - look up Canadian laws and statutes; includes legal references, uses the Ansvar @ansvar/canadian-law-mcp package, run via npx

French Law MCP Server - look up French laws and statutes; includes legal references, uses the Ansvar @ansvar/french-law-mcp package, run via npx

Ansvar German Law MCP Server - look up German laws and statutes; includes legal references, uses the Ansvar @ansvar/german-law-mcp package, run via npx

UK Law MCP Server - look up UK laws and statutes; includes legal references, uses the Ansvar @ansvar/uk-law-mcp package, run via npx, no authentication

Asana MCP Server - manage Asana tasks, subtasks and projects; covers sections and dependencies, cloned from GitHub, needs an Asana Personal Access Token

AssemblyAI MCP Server - speech-to-text with speaker diarization; auto-chapters, sentiment and SRT/VTT caption output, run via npx with an API key

Jira MCP Server - manage Jira Data Center issues and projects; comments and workflow operations via @atlassian-dc-mcp/jira on npx, needs an API token

Auth0 MCP Server - manage Auth0 applications, APIs and actions; logs and authentication forms, OAuth device flow sign-in, credentials in the keychain

AWS S3 MCP Server - list buckets and manage S3 objects; upload and download in several formats via @geunoh/s3-mcp-server, needs AWS IAM credentials

Azure MCP Server - manage Azure AI Search, Cosmos DB, Key Vault; Monitor, Redis and RBAC through @azure/mcp, uses a service principal or managed identity

Brave Search MCP Server - web and news search via Brave; also local, video and image search with AI summaries, needs a Brave Search API key

Calendly MCP Server - manage Calendly events and event types; invitees and availability, authenticates with a Personal Access Token or OAuth 2.0

Cloudflare MCP Server - manage Cloudflare Workers and storage; KV namespaces, R2 buckets, D1 databases and DNS records, run via npx with an API token

Email MCP Server - send and read email over SMTP and IMAP; works with Gmail, Outlook or self-hosted servers, password login or experimental OAuth2

Kubernetes MCP Server - manage pods, deployments and services; also helm charts and running commands on cluster resources, uses your kubeconfig

Social Media Scheduler MCP Server - schedule and publish posts; covers Twitter/X, LinkedIn, Bluesky and Mastodon and needs a token for each platform

Datadog MCP Server - query Datadog metrics, logs and incidents; hosts, downtimes and RUM data via npx, needs a Datadog API key and Application key

DataForSEO MCP Server - keyword, SERP and backlink data; official server, competitor research, installer ensures Node.js 22+ and npx

DeepL MCP Server - translate text and documents with DeepL; 30+ languages through the DeepL API, runs via npx, needs a DeepL API key

Discord MCP Server - manage Discord channels, messages and roles; acts as a bot, covers members, webhooks and forum posts, needs a Discord bot token

E2B MCP Server - run Python and JavaScript in cloud sandboxes; isolated runs through @e2b/mcp-server on npx, needs an E2B API key

ElevenLabs MCP Server - speech, voice cloning and transcription; designs voices and creates soundscapes, run with uvx, needs an API key

Exa MCP Server - semantic web, code and company search; also webpage content extraction through Exa's remote endpoint, needs an API key

React MCP Server - search the official React documentation; includes React compiler tools, runs react-mcp-server on npx, no auth

Figma MCP Server - read Figma files, components and variables; design tokens for design-to-code work, needs a Figma Personal Access Token

Firecrawl MCP Server - scrape pages, crawl sites, search the web; extract structured data through firecrawl-mcp on npx, needs an API key

Freepik MCP Server - search stock photos, vectors and templates; generate AI images and video through one Freepik API key, run via npx

German Law MCP Server - fetch German federal statutes live; reads statute XML from gesetze-im-internet.de, keyless, via the community german-law-mcp on npx

GitHub MCP Server - manage repos, issues and pull requests; also Actions, code scanning and Dependabot over the GitHub API, PAT or OAuth login

GitLab MCP Server - manage repositories and merge requests; also issues and CI/CD pipelines, run via npx with a Personal Access Token

Google Calendar MCP Server - create events and manage calendars; check availability and set vacation auto-replies, signs in with OAuth 2.0

Google Drive MCP Server - search, read and manage Drive files; through @dguido/google-drive-mcp on npx, signs in with OAuth 2.0

Gmail MCP Server - send and search Gmail messages; read emails and manage drafts, labels and threads through @node2flow/gmail-mcp on npx; OAuth 2.0 login

Google Search Console MCP - search analytics and URL inspection; community wrapper for your own properties, needs a service-account JSON key

Google Veo MCP Server - generate video from text or images; native dialogue and SFX, uses a Gemini API key or Vertex AI credentials

YouTube Studio MCP Server - edit YouTube video metadata and SEO; channel analytics via the YouTube Data API v3 (no upload), runs via npx

Google Cloud MCP Server - manage Google Cloud Platform resources; services and operations via @google-cloud/gcloud-mcp, uses a service account JSON file

Google Maps MCP Server - geocoding, directions and place search; distance matrix, elevation, timezone, weather and air quality via @cablate/mcp-google-map

Grafana MCP Server - query Grafana dashboards, metrics and logs; Prometheus, Loki, alerts and incidents, needs GRAFANA_URL and a service account token

DeepSeek Web MCP Server - call DeepSeek's Search and Fetch APIs; get raw results and page Markdown, runs with npx, needs DEEPSEEK_API_KEY

Terraform MCP Server - look up provider docs and module info; also workspaces and Sentinel policies, needs a TERRAFORM_API_TOKEN

Hedra MCP Server - talking-character video from image and audio; Character-3 model, generate_video tool, runs with npx, needs HEDRA_API_KEY

HeyGen MCP Server - generate AI-avatar talking-head videos; for ads, UGC and translation, runs through uvx and needs a HEYGEN_API_KEY

HubSpot MCP Server - manage CRM contacts, deals and companies; also custom objects, runs with npx, needs a private app token in HUBSPOT_API_KEY

Hugging Face MCP Server - search Hub models, datasets and Spaces; also Gradio apps, runs with npx, the HF token is optional

Social Media MCP - post and schedule social content; covers several platforms, runs with npx, needs SOCIALMEDIA_API_KEY, base URL and team ID

MCP Telegram Server - send messages to Telegram chats and groups; manages channels via the Bot API, runs with npx, needs TELEGRAM_BOT_TOKEN

MCP WhatsApp Server - send WhatsApp Web messages and share media; also manages contacts, sign in once by scanning a QR code, runs with npx

Intercom MCP Server - manage Intercom support tickets and chats; customer conversations too, runs with npx, needs an INTERCOM_ACCESS_TOKEN

Jenkins MCP Server - manage Jenkins jobs, builds and pipelines; also nodes and plugins, needs JENKINS_URL, JENKINS_USERNAME and JENKINS_API_TOKEN

free-seo-mcp - experimental keyword discovery server; uses autocomplete suggestions and relative Trends interest, launched with uvx, no key needed

AppleScript MCP Server - control macOS with 100+ tools; covers calendar, clipboard, Finder, system and iTerm, runs on Node.js, needs macOS permissions

Kling AI MCP Server - text-to-video and image-to-video with Kling; runs with npx, needs KLING_ACCESS_KEY and KLING_SECRET_KEY env variables

Linear MCP Server - create and update Linear issues and projects; also finds issues and adds comments, runs with npx, no environment variables

LlamaCloud MCP Server - query LlamaIndex managed indexes; also data pipelines, runs with npx and needs a LLAMA_CLOUD_API_KEY env variable

macOS Contacts MCP Server - list and search macOS Contacts; look up people by phone or email, runs with npx, needs Full Disk Access

Instagram MCP Server - manage posts, comments, DMs and stories; also reels, hashtags and analytics through the Graph API, needs INSTAGRAM_ACCESS_TOKEN

Medical MCP Server - search FDA drug data and PubMed articles; also WHO statistics, RxNorm names and clinical guidelines, needs Node.js, no API key

Mem0 MCP Server - store and search persistent memories on Mem0; update and delete them, graph support, runs through uvx, needs MEM0_API_KEY

Meta Instagram Graph API MCP Server - publish Reels and Stories; also feed video and carousels from a Business or Creator account, needs META_ACCESS_TOKEN

Playwright MCP Server - drive a browser to navigate and click; fill forms and take screenshots, runs with npx, no API key needed

Microsoft Teams MCP Server - send messages and manage chats; search conversations in Teams channels, runs with npx, signs in via Microsoft Graph OAuth

MiniMax Hailuo 02 MCP Server - text and image to video clips; uses the MiniMax Hailuo model, needs MINIMAX_API_KEY, launched through uvx

Mobile MCP Server - automate iOS and Android devices; real devices, simulators and emulators via accessibility snapshots, runs with npx, no key needed

MCP Fetch Server - fetch a URL and return its content as markdown; official Python server run with uvx, no authentication needed

MCP Filesystem Server - read and write files in allowed folders; also lists and searches them, runs on Node.js 20+ with npx, no API key

MCP Git Server - read, search and change local Git repositories; works over MCP, runs through uvx, no environment variables needed

MCP Memory Server - knowledge-graph memory kept across chats; stores and retrieves context, runs with npx, no authentication needed

MCP PostgreSQL Server - run read-only SQL queries on PostgreSQL; the database is given as a connection string, runs with npx

MCP Puppeteer Server - automate a browser to take screenshots; fill forms and run JavaScript on pages, runs with npx, no API key needed

MCP Sequential Thinking Server - step-by-step problem solving; thought steps with branching and revision, runs with npx, no key needed

MCP Slack Server - list channels, post and reply to messages; also threads, reactions and user profiles, needs SLACK_BOT_TOKEN and SLACK_TEAM_ID

MCP SQLite Server - query and manage a SQLite database file; given by path, runs via uvx, no authentication needed, installs uv if missing

MongoDB MCP Server - manage Atlas clusters and collections; runs queries on databases, set MDB_MCP_CONNECTION_STRING or Atlas API credentials

macOS Notifier MCP Server - send native macOS notifications; shows dialogs, speaks text, takes screenshots and picks files, runs with npx

Mubert MCP Server - generate royalty-safe music loops for ads; ambient tracks via the Mubert Render API, needs a MUBERT_PAT access token

Binance USDT-M Futures MCP Server - read data and place orders; covers market data, positions and margin, runs with uvx, signed tools need BINANCE_API_KEY

Variety MCP Server - vary openings, lengths and endings; picks them per item in a repeated job, avoids recent combinations and flags AI writing tells

n8n MCP Server - create and manage n8n workflows from an agent; also runs and audits them via npx, needs N8N_HOST and N8N_API_KEY

Notion MCP Server - query data sources and manage pages; edit content in Markdown, search and manage comments, needs NOTION_TOKEN

Obsidian MCP Server - read and create notes in an Obsidian vault; search and backlinks, needs OBSIDIAN_VAULT_PATH and OBSIDIAN_API_TOKEN

OpenAI Assistants MCP Server - call the Assistants API from MCP; runs with npx (openai-assistants-mcp) and needs an OPENAI_API_KEY

ChatGPT MCP Server - send queries to ChatGPT from MCP clients; runs with npx (@chinchillaenterprises/mcp-chatgpt) and needs OPENAI_API_KEY

DALL-E MCP Server - generate images from text prompts with DALL-E; uses OpenAI's generate_image tool, runs via npx, needs OPENAI_API_KEY

OpenAI Sora MCP Server - generate long video shots with Sora 2; OpenAI Video API with remix and cameo workflows, npx, needs OPENAI_API_KEY

PayPal MCP Server - manage invoices, payments and refunds; disputes, subscriptions, shipments and catalog products via npx, needs a PayPal OAuth token

Pexels MCP Server - search free Pexels stock video and photos; b-roll for ad creative, runs via npx and needs a PEXELS_API_KEY

Pika Labs MCP Server - generate video with Pika 2.x models; text-to-video and image-to-video with stylized presets and Pikaffects object transformations

Pinecone MCP Server - create vector indexes and upsert records; search with auto-embedding and rerank results, runs via npx, needs PINECONE_API_KEY

Prometheus MCP Server - run PromQL metric queries; read server status, list scrape targets and explore labels, runs via npx, needs PROMETHEUS_URL

Pulumi MCP Server - manage Pulumi stacks, search cloud resources; enforce policies and deploy to AWS via the remote mcp.ai.pulumi.com endpoint

Qdrant MCP Server - store and search information in Qdrant; semantic vector search via uvx, set QDRANT_URL or QDRANT_LOCAL_PATH

Social Media Handle Checker MCP Server - check usernames; see if one is free on YouTube, TikTok, Instagram, Threads and X, runs via npx, no API key needed

Readwise MCP Server - search your Readwise reading highlights; browse saved books, articles and documents, npx, needs READWISE_API_KEY

Redis MCP Server - read and write keys in a Redis key-value store; the reference MCP server via npx, needs a REDIS_URL connection string

Refersion MCP Server - track Refersion affiliate programs; influencer marketing too, no verified npm package or tools are listed yet, unverified

Replicate MCP Server - generate images and SVGs on Replicate; uses Flux Schnell and Recraft V3 models, npx, needs REPLICATE_API_TOKEN

Resend MCP Server - send transactional email via Resend; manage contacts, broadcasts, domains and webhooks, runs via npx, needs RESEND_API_KEY

RunwayML MCP Server - Runway Gen-4 video and image generation; also edits and upscales from text and images, built from GitHub, needs RUNWAYML_API_SECRET

Salesforce MCP Server - query CRM objects and manage records; runs Apex code, handles triggers and debug logs, via npx, auth by CLI, password or OAuth

SE Ranking MCP Server - SERP analysis and keyword research; backlinks, site audits, rank tracking, competitor monitoring, Docker, needs DATA_API_TOKEN

Sentry MCP Server - search Sentry issues and events; diagnose errors with AI-powered diagnostics via npx, needs a SENTRY_ACCESS_TOKEN

Serpstat MCP Server - SEO keyword and backlink research data; domain and competitor reports via npx, needs an API token, calls may use credits

mcp-image - image generation MCP server; supports OpenAI GPT Image 2.5 and Google Nano Banana, saves files to disk, generate_image accepts reference images

Shopify Dev MCP - search docs and the Admin GraphQL schema; validate GraphQL operations, UI extensions and Liquid theme code, runs via npx

Shopify Admin MCP Server - manage products, orders and customers; also collections, inventory and discounts via the Admin API, needs Node.js 22.12+

Spotify MCP Server - control playback and manage playlists; search music, view your library, via uvx, needs Spotify client ID, secret and redirect URI

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

macOS Automator MCP Server - run AppleScript and JXA scripts; 200+ scripting recipes and UI accessibility queries, runs via npx, needs macOS permissions

Stripe MCP Server - manage payments, customers and subscriptions; includes invoices through auto-discovered tools, runs via npx, needs STRIPE_SECRET_KEY

Supabase MCP Server - manage projects and Postgres databases; migrations, Edge Functions, storage and docs search, remote endpoint with OAuth 2.1

Svelte MCP Server - Svelte and SvelteKit docs and tooling; official server run via bunx, optional VOYAGE_API_KEY adds embeddings support

Sync.so MCP Server - lipsync a video to a new audio track; for dubbing and voiceover swaps, runs via npx, needs a SYNC_API_KEY

TailwindCSS MCP Server - search Tailwind docs and utilities; looks up colors, converts plain CSS to Tailwind and generates component templates, via npx

Desktop Automation MCP Server - control mouse and keyboard; takes screenshots on macOS, Linux or Windows via RobotJS, npx, needs accessibility access

Tavily MCP Server - web search and content extraction; also site mapping and crawling through the Tavily search API, runs via npx, needs TAVILY_API_KEY

TikTok Shop MCP Server - manage orders and reviews; includes conversations, runs via npx, needs app key, app secret and OAuth access token

Trello MCP Server - manage Trello boards, lists and cards; members, labels, checklists and comments, runs via npx, needs TRELLO_API_KEY and TRELLO_TOKEN

Twilio MCP Server - use Twilio SMS, voice and messaging APIs; public APIs via npx, with ACCOUNT_SID/API_KEY:API_SECRET passed as an argument

UK Legislation MCP Server - search and read UK law; Acts and statutory instruments via the official legislation.gov.uk API, runs via npx, no API key needed

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

Context7 MCP Server - fetch current library docs and code samples; answers match the latest library version, runs via npx, no key needed

CourtListener SDK - search US court opinions and case law; legal research via npx (stare-mcp), needs a COURTLISTENER_API_KEY

Vercel MCP Server - manage Vercel deployments and projects; auto-discovered tools, runs via npx, needs a VERCEL_TOKEN API token

Vitest MCP Server - run Vitest tests and analyze code coverage; list test files and set the project root, runs via npx, no API key needed

Webflow MCP Server - manage Webflow sites, pages and collections; includes CMS content, runs via npx, needs a WEBFLOW_TOKEN from the Webflow API Playground

Whisper MCP Server - transcribe audio and generate speech; also converts audio formats, uses OpenAI's models, runs via uvx, needs OPENAI_API_KEY

xurl MCP bridge - official X API MCP (api.x.com/mcp); OAuth 2.0 PKCE handled locally, tokens cached in ~/.xurl, needed for posting and bookmarks

Yahoo Finance MCP Server - get stock quotes and price history; charts and financial instrument search, runs via npx, no API key needed

YouTube MCP Server - download video subtitles and transcripts; read channel information using yt-dlp, runs via npx, no API key needed

Zendesk MCP Server - manage tickets, users and organizations; macros, triggers and Help Center articles via npx, needs subdomain, email and API token

ast-grep (sg) - structural code search and rewrite; matches code by syntax patterns instead of plain text; installs the sg binary

uv - Python package and project manager with uv and uvx; installer needed to launch the uvx-based MCP servers in this tap

ripgrep (rg) - fast recursive regex search of code and text files; installs the rg binary via brew, cargo, or a Windows zip download

Docker Engine - Docker CLI and daemon for containerized MCP servers; installs both, does nothing when the docker command already exists

ffmpeg with libass + freetype - clip stitching and ASS captions; transcode to platform specs, burn drawtext overlays, Homebrew's default build lacks libass

poppler-utils - PDF text extraction and inspection; pdftotext, pdfinfo and pdffonts read a PDF's text layer, page count and size and check embedded fonts

pandoc - converts Markdown to Word (.docx), PDF and HTML; typesets PDFs with the Typst engine and turns .docx files back into Markdown

doc-export - convert Markdown to Word and PDF; sets fonts, sizes and margins, plus PDF page, font and text-layer checks, needs python3 3.9+

octobrain - Muvon CLI and MCP server for persistent memory; remember, memorize, forget and a searchable project knowledge base, installed via brew

octocode - Muvon command-line tool for code indexing and search; installed from GitHub releases or the muvon/tap Homebrew formula

octofs - Muvon command-line tool for viewing and editing files; installed from GitHub releases or the muvon/tap Homebrew formula

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

slide-deck - Marp slide deck CLI with PDF, HTML and PPTX export; PNG export, lint, overflow check, octo theme, shipped with this tap, runs Marp via npx

social-preview - renders a 1280x640 GitHub social preview PNG; built with Typst from a repo's name, tagline, logo and accent colour

ui-fonts - installs Inter and JetBrains Mono variable fonts; Inter (sans) goes into the octomind fonts directory for cards, previews and UI mockups

video-captions - word-timed TikTok-style video caption CLI; outputs ASS + SRT with ffmpeg burn, shipped with this tap, needs python3 3.9+

video-fonts - bold YouTube thumbnail and caption fonts; Poppins, Anton, Bebas Neue and Archivo Black for burned-in text, SHA-256-checked downloads

video-thumbnail - YouTube thumbnail and TikTok cover renderer CLI; fitted text, subject cut-outs and feed preview, needs python3 3.9+

Node.js - installs Node.js LTS (minimum version 20) with npx; every npx-based MCP server in the tap needs it, uses ~/.local if /usr is read-only

Bun - fast all-in-one JS/TS runtime and package manager; includes a bundler and test runner, replaces node, npm, npx, yarn and pnpm with bun commands

Remotion CLI - build videos as React components; scaffold with create-video, render with npx remotion render or Remotion Lambda, needs Node.js

RenderCV - turn YAML into resume and CV PDFs; typeset with Typst and ATS-friendly single-column themes, also exports Markdown, HTML and PNG copies

Rust - installs the Rust toolchain through rustup; provides the cargo build tool and the rustc compiler, check with cargo --version

whisper-ctranslate2 - local faster-whisper transcription CLI; word-level timestamps in JSON, runs on CPU or CUDA, no API key, installed via uv

Swift - installs the Swift toolchain (swift, swiftc); Xcode CLT on macOS, swiftly on Linux, winget (Swift.Toolchain) on Windows

typst - typesetting engine with Markdown-like markup; PDF output, a LaTeX alternative, serves as pandoc's PDF engine for reports and cover letters

auto-editor - cut silence and dead air from video; exports trimmed media or timelines for Premiere, DaVinci Resolve, Final Cut Pro, Shotcut, Kdenlive

Records how AI engines answer buyer questions, compares with the last run, ranks cited sources and drafts disclosed replies for review. Never posts.

Turns a master resume and a job posting into a tailored ATS resume, a cover letter and a match-and-gap report; it never submits anything.

Turns a brief into a researched, publish-ready article in the current directory, refined by an edit and audit loop until it passes.

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.

Turns a confusing letter, bill, contract, lease or notice into a plain-language decode with red flags, deadlines, next steps and a checked draft reply.

Reviews a code change through five parallel lenses, verifies each finding against the code, and writes one severity-ordered review with a verdict.

Implements an existing feature spec in a developer/evaluator loop: the evaluator re-runs build and tests, checks tests fail on old code, then summarizes.

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

Triages a home, car or pet problem, stops on danger signs, else gives a ranked diagnosis, a DIY-or-pro call and a safety-audited fix plan.

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.

Turns lab results, medications and symptoms into a judge-checked, non-diagnostic doctor visit prep brief with ranked questions, after a red-flag check.

Turns a master resume and a job posting into an interview prep pack: likely questions, STAR answers, honest gap answers and questions to ask.

Takes a product idea through market exploration to a go/no-go, then, only if viable, a go-to-market plan with strategy, brand, pitch, ads and launch plan.

Builds a project knowledge base: grounds memory from the codebase, promotes durable notes into .box/, then audits and fixes them against the repo.

Transcreates content into each requested language in its own file or inline, looping fix and audit until native-fluency review passes.

Builds a 7-day meal plan with recipes, an aisle-grouped grocery list and prep schedule from household constraints, audited for allergens, time and budget.

Turns a meeting transcript or notes into minutes, decisions, owner-and-date action items and follow-up drafts, each traced to a quote and verified.

Turns a bank or card statement export into a subscription and fee audit, with figures recomputed by an auditor loop and ranked by annualized savings.

Builds a cold email sequence from live target research, then reviews drafts for sourced claims, brevity, one soft ask and compliance; never sends.

Turns a feature request into an EARS spec, asks questions if anything is unresolved, then builds it in a developer/evaluator loop with proven tests.

Writes a blameless incident postmortem from pasted evidence: a timestamped timeline, contributing factors and response metrics, checked by a judge loop.

Turns an existing article into platform-native social media drafts for each requested network, polished by a fix and audit loop; chain it after content.

Turns a data source into a decision-ready analysis report with computed numbers and inline-SVG charts, checked in an accuracy loop, as self-contained HTML.

Investigates a question from background, evidence and counter-argument angles in parallel, then writes a cited report checked by a groundedness judge.

Reviews the current unstaged changes against the request, verifies each finding, then branches on a verdict to an approval note or a prioritized fix list.

Mines a field for evidenced pain through parallel community, review and demand sweeps, then vets candidates into ranked briefs or a no-signal verdict.

Audits a site or page for technical, on-page, off-page and GEO issues, then writes a tiered, KPI-tagged SEO strategy brief tracing each finding.

Writes behavior tests for changed code or a named module and proves they catch bugs by passing now and failing under deliberate, reverted mutations.

Checks an issue report against the repo, then gives a CONFIRMED, NEEDS_INFO or NOT_A_BUG verdict with labels, priority and a reply draft; never posts.

Turns a trip request into a day-by-day itinerary and budget table from parallel research, audited for pacing, transit and hours.

Upgrades named dependencies, or safe patch and minor ones by default, fixes breakages in a bump and verify loop, then writes upgrade notes.