Prompt Dataset Builder
by Edric Vale
Build and curate high-quality prompt datasets for fine-tuning and eval — deduped and labeled.
Independent AI builder exploring what agents can actually do.I create and test practical skills for AI agents, with a focus on automation, research, coding, productivity, and real-world workflows. Everything here is built around one question: Can this skill actually make an agent more useful?I’m continuously experimenting, refining, and publishing new skills.
by Edric Vale
Build and curate high-quality prompt datasets for fine-tuning and eval — deduped and labeled.
by Edric Vale
Structured post-incident reviews: timeline, root cause, action items, and blameless write-ups.
by Edric Vale
Safe dependency upgrade plans: changelog-aware risk scoring, test hints, and rollback paths.
by Edric Vale
Excavate git history: blame forensics, reverted-change recovery, and commit narrative reconstruction.
by Edric Vale
Design CLI tools with the right flags, help text, and error messages users actually understand.
by Edric Vale
Turn meeting chaos into a crisp decision log with owners, deadlines, and follow-up wiring.
by Edric Vale
Diagnose slow or broken SQL: explain plans, index advice, rewrites, and correctness checks.
by Edric Vale
Manage Docker day to day: containers, images, volumes, networks and Compose stacks — lifecycle operations, logs, exec, cleanup, health checks, resource limits,
by Edric Vale
Condense long-form sources — YouTube videos, podcast episodes, articles, PDFs, transcripts — into structured summaries. Fetch the page, extract audio or text, c
by Edric Vale
Rewrite AI-flavored text so it reads as a real person wrote it: strip telltale patterns, vary sentence rhythm, and inject voice. Use before publishing any draft
by Edric Vale
Render MP4/WebM videos from HTML compositions with HyperFrames: title cards, captioned narration, product tours, and audio-reactive visuals. Use when a video mu
by Edric Vale
Get market data without API keys through Yahoo Finance endpoints wrapped by a small CLI: real-time quotes, OHLC history, ticker search, symbol comparisons, movi
by Edric Vale
Use to build and maintain a queryable markdown knowledge base with LLM helpers: canonical entry structure, page links, auto summaries, semantic search and perio
by Edric Vale
Turn research notes into visual moodboard-style boards: clusters, themes, and design direction.
by Edric Vale
Use OpenStreetMap and OSRM services for geocoding, reverse geocoding, nearby POI search, driving and walking routes, distance/time estimates and timezone lookup
by Edric Vale
Transcribe audio through the OpenAI transcriptions endpoint with plain curl: pre-compress with ffmpeg, upload as multipart form data, pick whisper-1 or gpt-4o-t
by Edric Vale
Use to turn video or audio into colored ASCII animation: ffmpeg extracts frames, luminance maps to characters, ANSI colors are added, and the result is re-encod
by Edric Vale
Get an independent review of a code change from a second model: pack a tight file set, estimate token cost, call the provider API, and turn raw advice into an a
by Edric Vale
Map a username across hundreds of online services with maigret: install, run targeted searches against social sites, filter dead results, and cross-reference pr
by Edric Vale
Edit finished PDFs by describing changes in plain language with the nano-pdf CLI: fix typos, rewrite titles, replace sections, and export a clean copy. Use when
by Edric Vale
Drive, inspect, and debug local web apps with Playwright to capture screenshots, traces, and runtime evidence.
by Edric Vale
Pull stills and short clips from videos with ffmpeg behind a thin wrapper: sample frames at intervals, grab an exact frame at a timestamp, build contact sheets,
by Edric Vale
Use mcporter to manage MCP servers: list, install, configure, authenticate, inspect tool schemas and call tools over stdio or HTTP. Routes agent tool requests t
by Edric Vale
Use to QA a web app by acting as the most difficult, tech-resistant user: persona-driven sessions that ignore instructions, try unexpected paths, and break flow
by Edric Vale
Use to give an AI agent its own email inbox through the AgentMail API: send, receive, search, thread, label, and parse attachments; poll or use a webhook for in
by Edric Vale
Use OpenAI's CLIP model in Python for zero-shot image classification by text labels, image-text similarity scoring, text-to-image retrieval, and embedding-based
by Edric Vale
Generate auditable Excel workbooks from Python without Excel installed, using openpyxl. Use when a financial model, budget planner, or reconciliation sheet must
by Edric Vale
Operate Trello boards through the REST API with one key and token: create and move cards, apply labels, assign members, set due dates, comment, attach files, an
by Edric Vale
Passive domain reconnaissance using only Python's standard library: probe subdomains via DNS, pull certificate transparency records, inspect SSL certificates, r
by Edric Vale
Produce full songs from lyrics and style tags using the open-source HeartMuLa model stack. Use when a user wants an AI-generated track, a Suno-style demo, or lo
by Edric Vale
Build throwaway single-file HTML mockups to compare design directions before committing. Generate two or three self-contained variants on contrasting axes, scre
by Edric Vale
Generate images, video and audio with ComfyUI: install and launch the server, download checkpoints and custom nodes, build JSON workflows, run generations throu
by Edric Vale
Build a comparable-company (trading comps) analysis in Excel: pick a peer set, gather operating metrics and valuation multiples like EV/EBITDA and P/E, bucket b
by Edric Vale
Use to turn free-form LLM output into validated JSON via Pydantic models. Covers typed response models, retry on validation failure, nested schemas, and batch p
by Edric Vale
Take on-chain snapshots of Solana wallets with live USD pricing: SOL balances, SPL token portfolios, NFT holdings, transaction history, and staking positions vi
by Edric Vale
Attach to a Node.js process through the V8 inspector protocol and drive breakpoints, stack walks, and variable dumps with zero extra dependencies. Use when a No
by Edric Vale
Generate role-specific onboarding roadmaps with milestones, resources, and 30-60-90 day plans.
by Edric Vale
Turn a full-site crawl into a scored SEO visibility audit with a ranked, owner-ready remediation plan.
by Edric Vale
Eight-tier UI routing that puts accessibility and stable rendering before style, turning rough requests into consistent, implementable design decisions.
by Edric Vale
Build, repair, and safely activate n8n workflows through the n8n-mcp server with a discover-validate-patch loop that eliminates config and identifier errors.
by Edric Vale
Ship SwiftUI that feels native — modern state, navigation, layout, and accessibility baked in from the first generated line.
by Edric Vale
Deterministic Google Sheets automation through Rube MCP: read, append, upsert, filter, and format with verified read-backs, not guessed tool calls.
by Edric Vale
Audit service boundaries, data flows, and deployment designs for hidden coupling, failure risk, and change cost before you build it.
by Edric Vale
Enforce one obvious owner, typed data contracts, and clean Suspense boundaries so your React codebase survives a year of product edits.
by Edric Vale
Turn any free-tool idea into a validated, launch-ready acquisition asset with demand scoring, conversion paths, and a 90-day measurement plan.
by Edric Vale
Let your agent drive real web pages via accessibility snapshots and stable element handles — fewer tokens and no fragile coordinate guessing.
by Edric Vale
Index any codebase into token-efficient AI context, carry session memory across restarts, and audit hidden MCP servers, hooks, and npm supply-chain entries.
by Edric Vale
Manage secrets with 1Password CLI (op): tmux-isolated sign-in, vault item ops, and safe injection or execution without exposing secrets.
by Edric Vale
Turn hard-to-reverse architecture choices into searchable repo documents that capture options, tradeoffs, rollout plans, and validation criteria.
by Edric Vale
Turn raw ideas into sourced, structured drafts while preserving your writing voice.
by Edric Vale
Search, mine, and summarize conversation history stored as session JSONL files: locate log roots, probe the record schema, extract user and assistant turns, and
by Edric Vale
Operate an Obsidian vault from the shell: locate the vault, list and search notes, generate templated notes with frontmatter, repair wiki links, and find orphan
by Edric Vale
Use to create educational knowledge comics: pick a concept, design a setup/conflict/explain/payoff story arc, write panel-by-panel scripts with narration and di
by Edric Vale
Swap transformer attention over to memory-efficient kernels: enable PyTorch's fused SDPA path, benchmark speed, verify numerical parity, and configure sequence-
by Edric Vale
Locate Apple devices, AirTags, and registered items from macOS by driving the Find My app and reading screenshots. Use when the user asks where a device or tagg
by Edric Vale
Use to produce dark-themed SVG architecture and infrastructure diagrams as self-contained HTML files: hand-written SVG with boxes, groups, arrows, labels, and c
by Edric Vale
Use to search arXiv by keyword, author, category, or ID; fetch and read abstracts, download PDFs, extract metadata, watch a topic for new papers, and export cle
by Edric Vale
Capture frames or short clips from RTSP/ONVIF security cameras with ffmpeg: probe streams, snapshot JPEGs, record clips, build timelapses and motion-triggered c
by Edric Vale
Drive a Notion workspace end-to-end with plain curl: create pages, append block trees, read page bodies, post comments, and search content. Use when a user asks
by Edric Vale
Run privacy-respecting meta-search through any SearXNG instance: spin one up with Docker, query its JSON API with curl and jq, filter by category and time range
by Edric Vale
Free web search through DuckDuckGo with no API key: text, news, image and video results, instant answers, rate-limit-aware querying with retries, and a Bing fal
by Edric Vale
Turn YouTube spoken content into written assets: fetch caption tracks and generate summaries, blog drafts, quote lists, chaptered breakdowns, and tweet threads.
by Edric Vale
Get current conditions and forecasts keyless from Open-Meteo and wttr.in: geocode place names, fetch hourly or daily outlooks, check weather alerts, and emit ta
by Edric Vale
Turn any text into spoken audio with edge-tts: pick from 100+ neural voices, tune rate, pitch, and volume, convert to mp3, and play it back locally. Use when a
by Edric Vale
Run post-training pipelines with the TRL library: supervised fine-tuning, reward modeling, DPO, and GRPO. Use when aligning a language model to follow instructi
by Edric Vale
Turn PDFs and scans into usable text using the poppler toolchain: pdftotext for digital files, tesseract OCR for scans, and ocrmypdf for searchable copies. Use
by Edric Vale
Connect agents to third-party tool ecosystems natively through the Model Context Protocol: declare servers in a config file, discover their tools, register stdi
by Edric Vale
Use for iterative Python development inside a live Jupyter kernel: start a kernel, run cells, inspect variables, plot results and save a notebook. Ideal for exp
by Edric Vale
Use to build a leveraged buyout model in Excel: sources and uses, debt schedules, cash sweeps, exit multiple math, IRR/MoM and sensitivity tables. Walks entry t
by Edric Vale
Use to drive Blender from an agent over a socket: install the blender-mcp addon, connect, create primitives, assign materials, run operations, render images, an
by Edric Vale
Use when you must manage 1Password vaults and secrets from a terminal or agent: sign in, list vaults, read/write/delete items, inject secrets into commands or f
by Edric Vale
Use a LLaVA vision-language model for visual question answering, image captioning, OCR and region-level grounding. Covers local inference via transformers/llama
by Edric Vale
Tune Philips Hue lighting directly against the Hue Bridge REST API: discover the bridge, mint an API key, set brightness/color/temperature per bulb or room grou
by Edric Vale
Use to build an integrated three-statement financial model (income statement, balance sheet, cash flow) in Python or a spreadsheet, with revenue drivers, operat
by Edric Vale
Use to build a merger accretion/dilution model in Excel: pro-forma P&L, synergies, financing mix, ownership percentages, EPS impact and full deal math walkthrou
by Edric Vale
Wire Honcho's cross-session memory service into an agent so user preferences and facts persist between conversations. Use when setting up memory, isolating per-
by Edric Vale
Search, download, upload, and manage models, datasets, and Spaces on the Hugging Face Hub with the hf CLI. Use when a model or dataset must be fetched for a job
by Edric Vale
Scrape pages that block plain requests: impersonate real browsers with curl_cffi, keep a session cookie jar, rotate to Playwright when JavaScript rendering or a
by Edric Vale
Use to inspect Base (Ethereum L2) chain data: query wallet balances, ERC-20 and ERC-721 token details, transactions, gas prices, bridge status, and USD pricing
by Edric Vale
Use to design infographics from a matrix of 21 layout patterns and 21 visual styles: pick a layout that matches the content structure, pick a style for color, t
by Edric Vale
Generate flat, minimal SVG diagrams as standalone HTML: a unified component set, consistent 8px spacing, simple shapes, light/dark awareness, accessible colors,
by Edric Vale
Scaffold, test, and ship MCP servers in Python with FastMCP. Use when wrapping an API, database, or file workflow as Model Context Protocol tools, or when a new
by Edric Vale
Use to fine-tune open LLMs with Axolotl: write YAML configs for LoRA, QLoRA, DPO, or GRPO, format datasets, launch training, monitor loss, merge adapters, and r
by Edric Vale
Drive interactive command-line programs through persistent tmux sessions: list and attach sessions, send keystrokes, capture panes, split windows, paste buffers
by Edric Vale
Use to generate ASCII art in the terminal: figlet and pyfiglet banners, cowsay speech bubbles, boxed text, image-to-ASCII conversion with PIL, ANSI colorization
by Edric Vale
Design one-off HTML artifacts — landing pages, slide decks, interactive prototypes — as single self-contained files: design tokens, responsive layout, vanilla i
by Edric Vale
Use to create math and algorithm explainer videos with Manim Community Edition: scenes, shapes, animations, LaTeX rendering, audio sync and MP4 export for educa
by Edric Vale
Plan workouts and track nutrition using the wger exercise database and USDA food data, with offline calculators for BMI, TDEE, and macros. Use when a user wants
by Edric Vale
Render audio as visual analytics with a small NumPy/SciPy pipeline: waveform, log-mel spectrogram, and spectral centroid over time, saved as PNG. Use when a use
by Edric Vale
Post to X (Twitter) programmatically via the xurl CLI with OAuth: publish tweets and replies, build threads, upload media, run searches, send DMs, check followe
by Edric Vale
Build and tune FAISS indexes for large-scale vector similarity search. Use when a RAG pipeline, recommendation engine, or deduplication job must find nearest ne
by Edric Vale
Use as a routing gateway for 400+ bioinformatics tools and skills: identify the task (sequence analysis, genomics, transcriptomics, variants, proteins), dispatc
by Edric Vale
Coordinate multi-step detached jobs as one durable TaskFlow run: define an owner context and state machine with ordered steps, retries, webhook waits, and resum
by Edric Vale
Control Eight Sleep pods through the API/CLI: authenticate, list devices, query sensor data, set temperature per side, manage alarms and schedules, and handle o
by Edric Vale
Generate project ideas with named creative methods — constraints, mashups, inversion and more: define the problem, run timed ideation rounds, score and select c
by Edric Vale
Monitor blogs, RSS and Atom feeds with the blogwatcher CLI: schedule polling, filter posts by keywords, dedupe repeats, push notifications and generate daily di
by Edric Vale
Audit a server or workstation's security posture with read-only checks, then apply staged hardening. Use when a host needs an SSH, firewall, update, backup, and
by Edric Vale
Use to rent GPU instances from Lambda, RunPod or Vast: compare price and availability, launch an instance with a chosen image, wire up SSH, run training, monito
by Edric Vale
Use to create spaced-repetition flashcards from Q/A pairs: build drill sets, schedule review sessions, track mastery per card, and export to Anki-compatible fil
by Edric Vale
Add multi-GPU and multi-node training to any PyTorch script with Hugging Face Accelerate in a few lines. Use when a training run must scale from one GPU to seve
by Edric Vale
Competitive price intelligence: track rival pricing, detect changes, and recommend positioning.
by Edric Vale
Turn dense financial statements into plain-language summaries with key ratios and risk flags.
by Edric Vale
Backup hygiene audits: find stale exports, orphaned files, and shrink your storage footprint.
by Edric Vale
Scored WCAG 2.2 accessibility audits with prioritized, copy-paste fix snippets for any webpage.
by Edric Vale
Scaffold any TypeScript product - web app, API, package, or CLI - with strict types, pnpm tooling, validated env vars, and a single verify gate.
by Edric Vale
Turns your agent into an adversarial correctness engineer: explicit specs, complexity bounds, refusal of invalid premises, and testable code.
by Edric Vale
Turn one message into posts that feel native to LinkedIn, X, Instagram, TikTok and more, with pillars, calendars and diagnostics that drive real action.
by Edric Vale
Turn ad budget into a documented acquisition system: channel by buyer intent, clean account structure, testing discipline, and CPA that maps to revenue.
by Edric Vale
Turn pitch decks, pilots and a rough model into an evidence-backed investor case that survives due diligence.
by Edric Vale
Drive a real Playwright browser from the command line — navigate, fill forms, extract data, capture screenshots and traces, and debug UI flows without...
by Edric Vale
Design, build, and debug Shopify apps, extensions, themes, webhooks, and billing on the first try.
by Edric Vale
Prove every behavior change with an observed failing test before writing code, so no untested behavior ever ships.
by Edric Vale
Build, edit, and audit .xlsx, .csv, and .tsv files with Python while keeping live formulas, references, charts, and formatting intact.
by Edric Vale
Turn fragile ETL scripts into dependable batch and streaming pipelines with idempotent replay, quarantine paths, quality gates, and cost controls.
by Edric Vale
Automate Salesforce through your agent: capture leads, link contacts to accounts, move deals, run SOQL reports, and close follow-up tasks - dedupe-safe.
by Edric Vale
Read, build, restyle, and repair PowerPoint .pptx decks with visual review, python-pptx generation, HTML rendering, and raw OOXML patching.
by Edric Vale
Turn routes, schemas, and middleware into trusted API references plus a validated OpenAPI, GraphQL, or Postman contract — errors, auth, and examples included.
by Edric Vale
Ship WordPress plugins with safe hooks, clean lifecycle routines, secure admin settings, and release-ready packaging.
by Edric Vale
Turn draft marketing copy into clear, believable, action-driving pages with a structured review table and labeled rewrite versions.
by Edric Vale
Turn a general coding agent into a lab-ready research assistant that picks the right scientific tools and produces reproducible, reviewable results.
by Edric Vale
Design contract-first data pipelines, layered warehouse models, and quality gates that stop bad data before it reaches your dashboards.
by Edric Vale
Guide your agent to co-author specs, RFCs and PRDs through context transfer, section-by-section drafting, and fresh-reader validation.
by Edric Vale
Turn scripts, CSVs, and articles into professional, reproducible spoken audio — narration, voiceovers, and IVR prompts with steerable tone and pacing.
by Edric Vale
Turn vague psychology ideas into a short, ranked list of ethical, testable marketing experiments with metrics and guardrails built in.
by Edric Vale
Create, inspect, and redline .docx files with real tracked changes, comments, and formatting fidelity — auditable Word reviews that never corrupt the source.
by Edric Vale
Generate, edit, and batch raster assets through the OpenAI Images API with structured prompt specs, stable taxonomy labels, and validated delivery.
by Edric Vale
Turn shaky LLM demos into production-ready RAG, agent, and safety architectures with measurable quality, cost, and failure controls.
by Edric Vale
Turn one-time browser exploration into a tested, reusable automation package for bulk extraction, monitoring, and logged-in web workflows.
by Edric Vale
Build responsive, maintainable Flutter apps with clean architecture, state control, and performance discipline.
by Edric Vale
Control Sonos speakers on the LAN with the SoCo Python library: discover zones, play/pause, set volume, pick favorite playlists, and group rooms. Use when a use
by Edric Vale
Watch RSS feeds, JSON APIs, and GitHub endpoints with watermark deduplication: a state file records last-seen item IDs per source, so each poll emits only newco
by Edric Vale
Use Pillow to generate real meme images: pick a template, find caption boxes, overlay top/bottom text with auto font sizing, whitespace handling, and batch PNG/
by Edric Vale
Use on macOS to drive Apple Reminders from the terminal via remindctl: add, complete, and delete reminders, manage lists, set due dates, priorities, recurrence,
by Edric Vale
Publish a static website or HTML file to a public URL via the here.now platform. Use when a site, landing page, or demo must go live instantly and be shared as
by Edric Vale
Build an institutional-quality DCF valuation in Excel: project revenue, build free cash flow from EBIT through NOPAT, D&A, capex and working capital, compute WA
by Edric Vale
Read, search, and send email from the terminal with the Himalaya CLI over IMAP and SMTP. Use when a user wants mail handled without opening a client, or when an
by Edric Vale
Use on macOS to manage Apple Notes from the terminal with the memo CLI: create, list, edit, delete, and search notes, organize folders and tags, attach files, p
by Edric Vale
Find and download GIFs from the Tenor API with plain curl and jq. Use when a reaction, meme, or illustration GIF is needed for chat, documents, or presentations
by Edric Vale
Use to produce hand-drawn style Excalidraw JSON diagrams for architectures, flows and sequences. Covers library elements, positioning, arrows, styling and PNG/S
by Edric Vale
Use the Chroma embedding database: create collections, add and query embeddings, filter by metadata, choose distance functions, persist data, and wire collectio
by Edric Vale
Use to pull Hyperliquid exchange data: live prices, order books, account positions, funding rates and trade history. REST and WebSocket flows with formatted sum
by Edric Vale
Give an agent real phone capabilities through the Twilio REST API: provision numbers, send and receive SMS/MMS, place voice calls, attach webhooks, record calls
by Edric Vale
Manage a Shopify store over the Admin REST API with curl: list and edit products, adjust inventory levels, pull recent orders, and update customer records. Use
by Edric Vale
Use to host modded Minecraft servers from CurseForge or Modrinth modpacks: install the server jar, set up the modpack, tune config, add plugins, schedule backup
by Edric Vale
Use to manage Linear issues over GraphQL with curl: create, update, delete issues, work with projects, teams, cycles, comments, labels, run queries and set webh
by Edric Vale
Drive a running TouchDesigner instance through the twozero MCP bridge: create operators, wire nodes, animate parameters, run render passes, and query state back
by Edric Vale
Transcribe audio fully offline with faster-whisper in Python: choose model size by accuracy budget, filter silence with VAD, and emit txt/srt/json. Use when a u