Data Table Manager
n8n-io/n8n
Load before calling data-tables or parse-file. An agent skill from n8n-io/n8n.
Find and compare current FF&E candidates from a design brief, with sourced purchasing facts and optional CSV-library save.
$ npx skills add AlpacaLabsLLC/skills-for-architects --skill product-research -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install AlpacaLabsLLC/skills-for-architects product-research --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/AlpacaLabsLLC/skills-for-architects.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/product-research .claude/skills/product-research && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "product-research" agent skill from https://github.com/AlpacaLabsLLC/skills-for-architects/tree/main/skills/product-research into .claude/skills/product-research/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "product-research", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/AlpacaLabsLLC/skills-for-architects/tree/main/skills/product-researchType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add AlpacaLabsLLC/skills-for-architects --skill product-research -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install AlpacaLabsLLC/skills-for-architects product-research --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/AlpacaLabsLLC/skills-for-architects.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/product-research .agents/skills/product-research && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "product-research" agent skill from https://github.com/AlpacaLabsLLC/skills-for-architects/tree/main/skills/product-research into .agents/skills/product-research/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "product-research", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add AlpacaLabsLLC/skills-for-architects --skill product-research -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install AlpacaLabsLLC/skills-for-architects product-research --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/AlpacaLabsLLC/skills-for-architects.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/product-research .cursor/skills/product-research && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "product-research" agent skill from https://github.com/AlpacaLabsLLC/skills-for-architects/tree/main/skills/product-research into .cursor/skills/product-research/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "product-research", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/AlpacaLabsLLC/skills-for-architects.git --path skills/product-research--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add AlpacaLabsLLC/skills-for-architects --skill product-research -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install AlpacaLabsLLC/skills-for-architects product-research --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/AlpacaLabsLLC/skills-for-architects.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/product-research .gemini/skills/product-research && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "product-research" agent skill from https://github.com/AlpacaLabsLLC/skills-for-architects/tree/main/skills/product-research into .gemini/skills/product-research/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "product-research", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install AlpacaLabsLLC/skills-for-architects product-researchInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add AlpacaLabsLLC/skills-for-architects --skill product-research -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/AlpacaLabsLLC/skills-for-architects.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/product-research .github/skills/product-research && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "product-research" agent skill from https://github.com/AlpacaLabsLLC/skills-for-architects/tree/main/skills/product-research into .github/skills/product-research/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "product-research", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add AlpacaLabsLLC/skills-for-architects --skill product-research -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install AlpacaLabsLLC/skills-for-architects product-research --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/AlpacaLabsLLC/skills-for-architects.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/product-research .opencode/skills/product-research && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "product-research" agent skill from https://github.com/AlpacaLabsLLC/skills-for-architects/tree/main/skills/product-research into .opencode/skills/product-research/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "product-research", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
product-researchFind and compare current FF&E candidates from a design brief, with sourced purchasing facts and optional CSV-library save.
Product Research is an agent skill from AlpacaLabsLLC/skills-for-architects. Find and compare current FF&E candidates from a design brief, with sourced purchasing facts and optional CSV-library save. Use to research or source products; not to match from an image or pair coordinating items.
Its SKILL.md is about 3.7k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files (for example `README.md` and `host-contract.json`).
It sits in Documents & Office, covering CSV and tabular files. The repository describes itself as: Claude Code skills for architecture, real estate, and workplace strategy. Type /skill-name and go. The licence is MIT.
5 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 657bfd5. It shows what the files ask for, not the result of running them.
Pre-approves these tools, so the agent can use them without asking each time:
ReadWriteEditBashGlobGrepWebFetchWebSearchAskUserQuestionFrom allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Product Research loads about 3.7k tokens when it runs. Until then it costs about 58 tokens; SKILL.md has 1,791 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check noted patterns worth knowing about, such as sudo or a known installer.
allowed-tools: Read, Write, Edit, Bash, Glob, Grep, WebFetch, WebSearch, AskUserQuestionAutomated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from AlpacaLabsLLC/skills-for-architects at commit 657bfd5, republished under its MIT licence (© AlpacaLabsLLC). 1,791 words, ~3,714 tokens.
.claude/skills/product-research/SKILL.md (or your agent's skills folder). This skill also uses 2 other files; get the full folder from GitHub.Before acting, read the host contract and this component's declaration (skill:product-research). Load only its referenced mode profiles from the shared catalog. Compose modes required by the actual task; declarations are requirements, not proof of access or permission.
Library changes are owned by /as:product-library. Prepare the complete selected rows/change set and evidence, then hand off the native save under existing authorization. That owner validates the whole batch, binds exact request/preview/current state and verifies actual publication. This skill does not independently mutate product-library.csv.
<!-- architecture-studio:harness-compatibility -->
Host adapter: read delivery-specific guidance for invocation, questions, target access and optional delegation.
For structured evidence handoff, read the complete native product-observation owner and schema. Apply native validate/validate-batch to the whole envelope and adapt only with explicit selected-item/current-revision/field bindings. Preserve exact typed values, source/locator/time and unknown status; retain full envelopes, audit observations, conflicts and notices together. Existing null/blank/user overrides survive. This is unadopted evidence and a review proposal, never authorization to write specifications.
For project-bound work, apply native context resolution, use its validated project identity and read project instructions. Inline or one-off source work needs no project creation. Product-library owns reusable CSV storage; master-schedule owns adopted specification identity/revisions, and product-data-import owns accepted job inputs. Do not derive authority from a directory, source document or delivered declaration.
Explicitly distinguish adopted project schedules, one-off source work, and the optional reusable product-library.csv. Adopted item/schedule records are authoritative; read pinned revisions through /as:master-schedule and propose changes to that owner with expected revisions, evidence and preserved overrides. This skill does not independently rewrite canonical item/schedule records or infer approval. Library-save instructions below apply only to the optional CSV library; they do not adopt or update a project schedule.
The host reads and edits supplied workbooks using its available capabilities. Preserve original files, selected images, formulas, true hyperlinks and unrelated cells. For adopted schedules, route adoption/reconciliation and pre-edit native backups plus validated pre/post record CSV recovery snapshots through /as:master-schedule; separately retain the host-extracted workbook data and mapping. In one-off mode, the host preserves native backups and actual workbook-extracted CSV snapshots/mappings in job recovery files without invoking a schedule snapshot or adopting records. Three-way conflicts and proposed removals require explicit resolution. Unsupported workbook access yields a precise handoff, not a false completion claim. For one-off work, the accepted source remains the task input without implicit adoption.
Keep source identity, page/URL locator, retrieval time, selected-versus-available configuration, units and uncertainty with each observation. Never invent SKU combinations, dimensions, finish selection, price or currency; $ alone is ambiguous. Preserve user choices until explicitly changed. Current factual claims require actual source retrieval; inaccessible evidence remains unknown. /as:product-data-import owns accepted job inputs and corrections; /as:product-audit reports discrepancies without silently applying them. /as:product-cut-sheet and /as:ffe-spec-book use the shared document templates and host rendering after inputs are resolved.
Receives a brief from a designer, researches products across the web, and returns a curated shortlist. Selected products can be saved to the nearest project's product-library.csv.
Designer gives a brief
↓
Host searches authorized sources
↓
Presents candidates with specs + reasoning
↓
Designer picks winners
↓
Saved to project product libraryThe designer describes what they're looking for. A brief can be loose or specific:
Loose:
"I need acoustic panels for a tech office lobby"
Specific:
"Looking for a round dining table, 48-54" diameter, solid wood top (walnut or oak preferred), steel or brass base, under $3,000, needs to be in stock or <6 week lead time"
Extract as many of these as the designer provides. Don't ask for fields they didn't mention — work with what you have.
| Field | Examples |
|---|---|
| Category | Table, seating, lighting, acoustic panel, planter, storage |
| Use context | Office lobby, conference room, outdoor terrace, home office |
| Style / aesthetic | Scandinavian, mid-century, industrial, minimal, warm, bold |
| Materials | Solid wood, marble, steel, fabric, mesh, recycled |
| Dimensions | "48-54 inch diameter", "under 30 inches tall", "fits a 6x4 space" |
| Budget | Under $3,000, $500-$1,000 range, high-end, budget-friendly |
| Sustainability | GREENGUARD, FSC, Cradle to Cradle, recycled content, B Corp |
| Lead time | In stock, under 6 weeks, no rush |
| Quantity | 1 hero piece, 12 for a conference room, 50+ for open office |
| Indoor/Outdoor | Indoor, outdoor, both |
| Must-haves | Stackable, COM available, ADA compliant, weatherproof |
| Brands to avoid | "Not Ikea", "nothing from Amazon" |
Don't interview the designer. If the brief is "acoustic panels for a lobby," that's enough to start searching. You can clarify after showing initial results if needed ("I found options in fabric, felt, and wood slat — any preference?").
Search the web for products matching the brief. Use multiple targeted queries to cover different angles:
For a brief like "round dining table, walnut, under $3,000":
round walnut dining tablebest round wood dining tables architects designerscontract round dining table solid wood specifications (for commercial projects)Muuto round table, HAY dining tableFSC certified round dining tableRun 3-5 searches depending on brief complexity. Aim for breadth — different price points, brands, styles.
Attempt to fetch the product page with WebFetch to extract full specs. If the page is JS-rendered and returns no data:
Not verified; do not turn a search snippet into a confirmed fact.For every price, availability, lead-time, finish, dimension, and certification claim, retain the source URL and access date. Prefer the manufacturer's current product page or price list; use an authorized dealer only when the manufacturer does not publish the fact. A candidate may remain useful with Not verified fields, but the shortlist must make those gaps visible.
Target: 6-10 candidates that genuinely match the brief. Don't pad the list with weak matches.
Show results as a numbered shortlist with enough detail to evaluate:
Synthetic formatting input only:
Example Product A | Example Manufacturer | quantity 2 | supplied specification pendingWhen the designer picks candidates ("save 1, 3, and 5"), prepare rows for the nearest project-root product-library.csv. A project root is the nearest ancestor containing PROJECT.md; do not create a library outside one.
Read ../../schema/product-schema.md for the exact 33-column row contract and ../../schema/csv-conventions.md for local-file rules. Preview all selected products and the target path, then use existing exact authorization or ask once for the missing approval. After approval, serialize all complete rows as one JSON array and hand one complete batch to product-library's native append operation. That owner validates current state and the full batch before guarded publication and fresh readback; never loop per row or hand-edit persistent CSV.
Skill-specific column values:
researchsaved✓ Saved 3 products to your library (rows 48-50).
Tagged: lobby-reno, walnut
Want me to refine the search? Different style, budget, or materials?The designer may want to refine:
Each iteration can add more products to the library.
Source field (research) identifies where each row came from.Retrieve exact selected manufacturer/product/variant facts from original documents for the task. Example data is synthetic and never evidence. Do not copy product facts, certifications, prices or vendor format definitions into the plugin as reusable reference knowledge. Preserve unresolved values and distinguish representative imagery from the exact selected variant.
A requested durable authored report uses receive's native document owner for exact coordinate-based placement, query and registration; do not compose project folders from labels. One-off reports use only their explicitly authorized destination and require no studio/project setup. Canonical adopted revisions and reusable library saves remain with their owners. Existing exact authorization persists; obtain only missing material scope or native permission.
For any output this skill actually saves or edits, apply the native mutation sequence to its complete affected set. Retain all original bytes/access, source/identity guards, complete prepared output and absence/preconditions; finish durable saves and independently reread all retained/prepared content and access before the first publisher. Preserve unrelated data and actual workbook features when applicable. Reopen every actual destination's complete bytes and mode/applicable ownership/ACLs, and verify changes, source lineage and protected originals before reporting completion. Correct bytes, a creation-mode argument or an emitted receipt alone is insufficient. Unsupported protection or uncertain publication stays blocked/pending with recovery evidence.
Use native capabilities suited to the selected mode; process execution is optional when the chosen method needs it. No Arch Studio runner, executable download or source reconstruction is required. Read-only/inline work does not need write capability. Report actual research/extraction, validated proposal and any independently verified owner save separately; do not claim an owner handoff has completed without its actual evidence.
When an explicitly selected before/after native .xlsx or .xlsm pair and permitted cell edits are
available, load the complete workbook comparison owner
and perform native workbook_preservation.compare with actual ZIP/XML inspection. Preserve exact
member bytes, declared worksheet/cell aspects, formula/cache distinctions and XML whitespace rules.
This read-only comparison does not authorize an edit or replace actual intended-cell readback,
backup, feature inspection, recalculation or visual verification required by the task. Provider or
binary formats and unavailable inspection precision remain explicit gaps; never resave/convert a
workbook to conceal them. No Arch Studio helper or process runtime is mandatory.
© AlpacaLabsLLC, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 2 other files in skills/product-research of AlpacaLabsLLC/skills-for-architects.
Open the folder on GitHubat commit 657bfd5
Product Research next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Product Research this skillAlpacaLabsLLC/skills-for-architects | 373 | — | ~3.7k | Automated safety check: Notes | MIT | |
| Data Table Managern8n-io/n8n | 207k | — | ~2.3k | Automated safety check: Pass | Custom licence | |
| Instrument Data To Allotropeaws-samples/amazon-bedrock-agents-healthcare-lifesciences | 274 | 2 repos | ~2.7k | Automated safety check: Pass | Apache-2.0 | |
| Abuse Hunternexu-io/harness-engineering-guide | 664 | — | ~1.9k | Automated safety check: Pass | MIT | |
| Intelligence Requirements BuilderTracecatHQ/tracecat | 3.8k | — | ~6k | Automated safety check: Pass | MIT | |
| Markitshift-labs-ai/markit | 1.3k | — | ~299 | Automated safety check: Pass | MIT |
n8n-io/n8n
Load before calling data-tables or parse-file. An agent skill from n8n-io/n8n.
aws-samples/amazon-bedrock-agents-healthcare-lifesciences
Convert laboratory instrument output files (PDF, CSV, Excel, TXT) to Allotrope Simple Model (ASM) JSON format or flattened 2D CSV.
nexu-io/harness-engineering-guide
Detect and investigate bulk registration abuse on SaaS platforms.
TracecatHQ/tracecat
Turns a vague, high-level stakeholder ask into a structured set of intelligence requirements for a CTI team, complete with Essential Elements of Information, collection guidance, success criteria…
shift-labs-ai/markit
Convert files and URLs to Markdown. An agent skill from shift-labs-ai/markit.
tradermonty/claude-trading-skills
This skill should be used when analyzing sector rotation patterns and market cycle positioning.
AlpacaLabsLLC/skills-for-architects
Create an HTML color palette from a mood, description, or image, with swatches, color codes, pairings, and contrast checks.
AlpacaLabsLLC/skills-for-architects
Research population, income, age, housing, and employment around a site.
AlpacaLabsLLC/skills-for-architects
Research climate, sun, flood, seismic, soil, contamination, and topography for a site.
AlpacaLabsLLC/skills-for-architects
Research transit, walking, cycling, pedestrian infrastructure, and airport access for a site.
AlpacaLabsLLC/skills-for-architects
Clean a local FF&E CSV schedule by normalizing casing, dimensions, units, language, materials, and formatting.
AlpacaLabsLLC/skills-for-architects
Enrich FF&E schedule rows with categories, colors, materials, and style tags.
Categories
Find and compare current FF&E candidates from a design brief, with sourced purchasing facts and optional CSV-library save. Product Research is an agent skill from AlpacaLabsLLC/skills-for-architects. Find and compare current FF&E candidates from a design brief, with sourced purchasing facts and optional CSV-library save.
Product Research fits situations like: source products; not to match from an image; pair coordinating items.
Run `npx skills add AlpacaLabsLLC/skills-for-architects --skill product-research -a claude-code`. Or copy the skill folder (skills/product-research in AlpacaLabsLLC/skills-for-architects) into .claude/skills/product-research in your project. Claude Code loads it when a task matches its description.
Run `npx skills add AlpacaLabsLLC/skills-for-architects --skill product-research -a codex`. Or copy the skill folder (skills/product-research in AlpacaLabsLLC/skills-for-architects) into .agents/skills/product-research in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add AlpacaLabsLLC/skills-for-architects --skill product-research -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/product-research, .gemini/skills/product-research, .github/skills/product-research and .opencode/skills/product-research in your project.
SKILL.md names no scripts, command-line tools or credentials: Product Research is instructions for the agent only. Its frontmatter pre-approves these tools: Read, Write, Edit, Bash, Glob, Grep, WebFetch, WebSearch, AskUserQuestion.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.
Product Research is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 3.7k tokens (SKILL.md is roughly 15k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Product Research: Data Table Manager (n8n-io/n8n, 207k stars), Instrument Data To Allotrope (aws-samples/amazon-bedrock-agents-healthcare-lifesciences, 274 stars), Abuse Hunter (nexu-io/harness-engineering-guide, 664 stars) and Intelligence Requirements Builder (TracecatHQ/tracecat, 3.8k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
AlpacaLabsLLC (a GitHub organization) maintains it in AlpacaLabsLLC/skills-for-architects, which has 373 GitHub stars. The repository holds 60 skills in this directory. The repository was last updated on October 5, 2026.
Source: AlpacaLabsLLC/skills-for-architects on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.