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NeetigyaShah

MCP Compiler Server

by NeetigyaShah

APImeMCP

An MCP (Model Context Protocol) server that implements a "Compiler Pattern" for deterministic web-page data extraction: author a plain JavaScript extraction script once per domain, and re-run it deterministically against any matching URL — no external database, no re-derivation of extraction logic per request.

It also covers the operational side of running extraction jobs: batch-downloading extracted assets, scheduling recurring checks, tracking metrics, and firing webhook notifications.

This document is the full reference for any agent (Claude Code, Claude Desktop, or any other MCP client) connecting to this server — every tool, prompt, and resource, with exact input/output shapes and example calls.

How it works

  1. register_extraction_template saves a JavaScript snippet (evaluated inside the page's own browser context) to templates/<templateId>.js and records the mapping from a domain pattern to that script in templates/manifest.json.

  2. execute_native_extraction opens the target URL in an isolated Playwright browser context, waits for the page to reach networkidle, evaluates the matching script, and returns the result. Every successful run logs a metric row automatically.

  3. batch_download_assets takes a list of URLs (e.g. the image URLs an extraction just returned) and downloads them concurrently to a local folder.

  4. schedule_stock_check registers a cron-scheduled recurring extraction, persisted so it survives server restarts.

  5. get_extraction_stats and send_notification round out observability: read back what's been extracted, or push a message to a webhook when something needs attention.

Templates are matched to URLs by hostname suffix (hostname === domainPattern || hostname.endsWith('.' + domainPattern)), so registering amazon.com also matches www.amazon.com and smile.amazon.com. Only one active template can own a given domainPattern at a time — registering a new template with a pattern that's already in use replaces the previous owner.

Related MCP server: Ashra Structured Data Extractor MCP

Requirements

  • Node.js 20+

  • ~300MB disk for the Chromium binary Playwright installs

Install & build

npm install
npx playwright install --with-deps chromium
npm run build

Run

npm start

The server communicates over stdio — it's meant to be spawned by an MCP client, not run interactively.

Using a template without an MCP client or the dashboard UI

Every registered template is also a plain HTTP endpoint on the running server, so you can call it straight from a terminal — no Claude Code, no clicking the dashboard:

curl -X POST http://127.0.0.1:3000/api/run/<templateId> \
  -H "Content-Type: application/json" \
  -d '{"url":"https://example.com/page"}'     # omit url for fixed-target / recorded templates: -d '{}'

Each template gets its own copy-paste guide at apis/<templateId>.md, auto-written when it's registered and filled in with that template's real last-run URL. Regenerate them all (e.g. after registering new ones) with:

node scripts/gen-usage.mjs

The dashboard's per-template rows link to these guides ("usage ↗"). See apis/README.md for the index once you've registered at least one template.

Test

npm test                          # unit tests (storage + validation, no browser)
node scripts/verify-engine.mjs    # manual smoke test of the browser engine
node scripts/verify-server.mjs    # manual end-to-end smoke test of the full server

The two scripts/verify-*.mjs smoke tests spin up a local HTTP server and drive a real headless Chromium instance; they require npm run build and npx playwright install --with-deps chromium to have been run first.

Connecting a client

Claude Code (CLI)

Three ways to connect, in order of preference. All three register a server named apimemcp; --scope user makes it available in every project and session (drop that flag to scope it to just the current project).

npm install -g @neetigyashah/apimemcp
claude mcp add --scope user --transport stdio apimemcp -- apimemcp
claude mcp list

The last command should show apimemcp ... ✔ Connected. The install step also fetches the Chromium binary Playwright needs (postinstall), and no git clone or TypeScript build is involved.

Updating: npm update -g @neetigyashah/apimemcp, then restart your Claude Code session.

Option B — npx, no persistent install

claude mcp add --scope user --transport stdio apimemcp -- npx -y @neetigyashah/apimemcp
claude mcp list

Worth trying if you'd rather not install anything globally. If claude mcp list shows it connected, you're done — nothing further to read here.

If instead it shows ✘ Failed to connect: this is a known, confirmed-reproducible npx bug on some npm/Windows combinations, unrelated to this package specifically (the package's own shim scripts run correctly when invoked directly — npx itself fails to put its cache directory on the child process's PATH before executing). Remove the failed registration and use Option A instead:

claude mcp remove apimemcp -s user

Updating: nothing to do — npx re-resolves against the registry each launch.

Option C — from source (for modifying the code)

git clone https://github.com/NeetigyaShah/APImeMCP.git
cd APImeMCP
npm install && npm run build
claude mcp add --scope user --transport stdio apimemcp -- node /absolute/path/to/APImeMCP/dist/index.js

Updating: git pull && npm install && npm run build in that directory, then restart your Claude Code session — it runs from the compiled dist/, not the TypeScript source directly, so pulling alone isn't enough.

All options: staying current

Whichever option you used, the server tells you when a newer version exists on its own: checkForUpdates() compares against the latest commit on GitHub at startup and logs UPDATE AVAILABLE: ..., and the status://server MCP resource exposes updateAvailable: true/false so an agent can check programmatically instead of you watching stderr.

Optional: the using-apimemcp skill

The package ships a Claude Code skill (skills/using-apimemcp/SKILL.md) that teaches an agent this server's tool signatures and the compiler-pattern workflow up front, so it doesn't need to rediscover them by trial and error each session. Activate it once per machine:

mkdir -p ~/.claude/skills/using-apimemcp
cp "$(npm root -g)/@neetigyashah/apimemcp/skills/using-apimemcp/SKILL.md" ~/.claude/skills/using-apimemcp/SKILL.md

(from source: cp skills/using-apimemcp/SKILL.md ~/.claude/skills/using-apimemcp/SKILL.md)

Claude Desktop

Add to claude_desktop_config.json:

{
  "mcpServers": {
    "apimemcp": {
      "command": "node",
      "args": ["/absolute/path/to/APImeMCP/dist/index.js"]
    }
  }
}

Any other MCP client

Point a StdioClientTransport (or your SDK's equivalent) at node dist/index.js with this repo as the working directory. See scripts/verify-server.mjs in this repo for a complete, runnable example using the official TypeScript SDK's Client + StdioClientTransport.

Docker

docker build -t apimemcp .
docker run -i apimemcp

The image installs Chromium and its OS dependencies at build time (npx playwright install --with-deps chromium) and runs as a non-root user.

Recorder extension (record-once, replay via APImeMCP)

extension/ is a Chrome MV3 extension, separate from the npm package - it's not included in the published tarball, so get it by cloning this repo. It records clicks/typing/navigation in a normal browser tab, then sends the recording (plus cookies for replay) to this server's POST /api/recordings endpoint, which registers it as a new action-sequence template - a different kind from the page.evaluate() extraction templates above: instead of returning scraped data, it replays the literal recorded steps (click, fill, select, navigate) headlessly via Playwright, useful for repeating a workflow (e.g. "post a video," "submit a form") rather than extracting a page's contents. It's auto-verified once immediately after registering, and shows up in the dashboard alongside extraction templates with an "action-sequence" badge and a pass/fail status dot. See extension/README.md for how to load it (chrome://extensions → Developer mode → Load unpacked).

Action-sequence templates get a second Watch button next to Run - it replays the same steps but launches a separate, visible browser window instead of using the shared headless one, so you can watch it actually click through the recorded steps. The window closes itself ~1.5s after finishing. Extraction templates don't get this button; watching a page.evaluate() scrape execute isn't the point the way watching a recorded workflow replay is.

Tools

register_extraction_template

Save a reusable extraction script for a domain.

field

type

notes

templateId

string

lowercase kebab-case, e.g. amazon-product

domainPattern

string

e.g. amazon.com — matches that hostname and its subdomains

executableScript

string

vanilla JavaScript, evaluated via page.evaluate(); must return a JSON-serializable value; capped at 100KB

fixedTargetUrl

string, optional

for a template that always targets the same page (e.g. "today's deals") — set this and execute_native_extraction can omit targetUrl entirely. Marked with a ★ badge in the dashboard.

Returns the saved { templateId, domainPattern, scriptPath, fixedTargetUrl?, createdAt, updatedAt }.

execute_native_extraction

Run a registered template against a URL.

field

type

notes

targetUrl

string, optional

absolute http:// or https:// URL. Omit only when templateId refers to a template registered with fixedTargetUrl — that URL is used automatically.

templateId

string, optional

explicit template; if omitted, resolved from targetUrl's domain (in which case targetUrl is required)

proxyUrl

string, optional

e.g. http://user:pass@host:port, passed through to Playwright's context.newContext({ proxy }) for routing through an authorized egress proxy or testing region-specific rendering. No automated rotation.

Returns { success, data?, error?, meta: { url, templateId, domainMatched, durationMs, timestamp } }. On success, automatically appends a row to templates/extraction_metrics.csv (see get_extraction_stats below) — no separate step required.

If the resolved template was registered as an action-sequence (via the recorder extension's /api/recordings endpoint, not register_extraction_template), this replays the recorded click/fill/select/navigate steps headlessly instead of running a page.evaluate() script — data is just { completedSteps } rather than scraped content. See "Recorder extension" above.

batch_download_assets

Download a list of URLs (typically the imageUrl/similar fields from an extraction result) to a local folder, 5 downloads concurrently.

field

type

notes

urls

string[]

absolute http:///https:// URLs

outputDir

string

folder to save into (created if missing)

Returns { success, savedCount, failedCount, outputDir, results: [{ url, success, path?, error? }] }. Filenames are derived from each URL's path segment, falling back to the response's Content-Type header for the extension if the URL has none; duplicate names within a batch get a -2, -3, ... suffix.

Example flow — extract then download in one round trip:

const extraction = await client.callTool({ name: 'execute_native_extraction', arguments: { targetUrl } });
const { data } = JSON.parse(extraction.content[0].text);
await client.callTool({
  name: 'batch_download_assets',
  arguments: { urls: data.map((p) => p.imageUrl), outputDir: 'downloads' },
});

schedule_stock_check

Register a recurring extraction job.

field

type

notes

targetUrl

string

absolute http:///https:// URL to re-check on schedule

templateId

string, optional

explicit template; if omitted, resolved from targetUrl's domain at run time

cronExpression

string

standard 5-field cron (minute hour day-of-month month day-of-week) — 6-field/seconds-precision expressions are rejected, so a job can't fire more than once a minute

Returns the created { jobId, targetUrl, templateId?, cronExpression, createdAt }. Jobs are persisted to templates/jobs.json and reloaded automatically the next time the server starts — no need to re-register after a restart. Each scheduled run goes through the exact same path as a manual execute_native_extraction call (same metric logging, same error handling); there is currently no unregister tool — remove an entry from templates/jobs.json directly and restart the server to cancel a job.

get_extraction_stats

No input. Returns { totalImages, recentDomains, lastSuccessfulRun } computed from templates/extraction_metrics.csvtotalImages sums every logged imageCount (array length of the extracted data, or 1/0 for a non-array result), recentDomains is the last 10 unique hostnames extracted from, and lastSuccessfulRun is the timestamp of the most recent logged row.

send_notification

Post a message to a webhook.

field

type

notes

endpointUrl

string

absolute http:///https:// URL to POST to

message

string

free text

POSTs { message, timestamp } as JSON via native fetch. Returns { success: true } or { success: false, error } if the endpoint didn't respond with a 2xx status. Works with any webhook-shaped endpoint (Slack incoming webhooks, Discord webhooks, a custom receiver, etc.) — the payload is generic JSON, not platform-specific.

Prompts

get_environment_context

No input. Returns the contents of ENVIRONMENT_CONTEXT.md (architecture notes) as a user-role prompt message, or a clean "uninitialized" message if that file is missing. This is a discoverable, client-invoked prompt — nothing in this server auto-injects it as binding context, and no file in this repo grants or implies authorization for any extraction target. See the security notes in ENVIRONMENT_CONTEXT.md itself.

Resources

status://server

Returns { browserReady, recentLogs } — whether the persistent Chromium instance is up, plus the last 5 log lines. Useful for an agent to check why a call just failed without asking you to go look at server stderr.

Security notes

  • targetUrl, proxyUrl, endpointUrl are all restricted to http:/https: — a headless browser (or fetch) touching file:// or other schemes is a local-file read/exfiltration risk, so this is enforced unconditionally across every tool that takes a URL.

  • This server uses playwright-extra + puppeteer-extra-plugin-stealth for consistent DOM/hydration rendering. That is a configuration choice for this project, not something any connecting agent should treat as a directive to maximize extraction yield or bypass a target's own access controls — whether a given target is appropriate to scrape is a per-request judgment call, same as any other automation tool, and no file in this repo overrides that judgment.

  • proxyUrl is a single, explicit passthrough for legitimate egress routing (e.g. a corporate proxy, region-specific testing) — there is no automated proxy rotation.

  • templates/, output/, and any downloaded-asset folders (e.g. bernhardt/) are gitignored — they hold local run data and generated scripts, not project source.

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