imprint

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SUMMARY

Record a browser workflow once, get a deterministic MCP tool your AI agent can call. Zero tokens at runtime. Postman for AI agents.

README.md

imprint

Teach your AI agent any website. Once.

Record a real browser session, get a deterministic MCP tool back.
No tokens burned on exploration. No "the LLM clicked the wrong button."
The recording is the executable.

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MIT License
GitHub Stars

Quick Start · Examples · How It Works · Docs


Quick Start

bun install -g imprint-mcp
imprint teach southwest --url https://www.southwest.com

A browser opens. You drive the workflow and narrate what you're doing. Imprint records every request and interaction, then compiles a deterministic MCP tool your agent can call forever.


See It in Action

Teach once. imprint teach google-flights records one real search and compiles a 4-tool MCP server from that single session — the compile agent reverse-engineers Google's batchexecute wire format itself and wires the search→booking token chain, with no hand-written request code. Here is the actual run (6 recordings → 4 tools, every tool live-verified):

imprint teach google-flights — a real run: six recordings compiled into four live-verified MCP tools

Then your agent calls those tools like any other — real-time results through a live trusted-Chrome (cdp-replay) backend:

$ claude "cheapest nonstop SJC→SAN the first week of July, with a carry-on"

  Alaska     AS1623   SJC→SAN   6:00a→7:32a   nonstop   $137
  Southwest  WN2412   SJC→SAN   8:15a→9:45a   nonstop   $158
  Delta      DL2901   SJC→SAN   7:10a→8:44a   nonstop   $169

The suite was one-shot compiled from one recording and audited at 92.6%, every tool live-verified. (The terminal above is a faithful replay — regenerate/record it with bun scripts/demo-teach.ts.)


How It Works

1. Teach

Open a real browser, drive the workflow, narrate what you're doing. Imprint records every network request and DOM interaction.

2. Compile

Generates two replay artifacts:

workflow.json — API-level replay
playbook.yaml — DOM-level fallback

Credentials are redacted automatically.

3. Use

A typed MCP tool your agent calls like any other tool. Works with Claude Code, Codex, Claude Desktop, and any MCP client.

[!TIP]
All three steps happen in a single imprint teach command. Credentials and PII are redacted automatically before anything reaches the LLM.


Why Imprint?

Other browser-tool frameworks ask the LLM to decide every click at runtime. Imprint takes a fundamentally different approach:

Imprint browser-use / Computer Use
Approach Record once, replay deterministically LLM decides every click at runtime
Token cost Zero at runtime Scales with workflow complexity
Reliability Deterministic — same input, same output Variable — exploration can diverge
Bot detection Real Chromium + stealth-fetch Detectable automation fingerprint
Fallback Automatic ladder (API → DOM) None
Speed 200ms – 9s 30s+

Installation

Recommended

bun install -g imprint-mcp

Requires Bun >= 1.3. Or run without installing: bunx imprint-mcp teach <site> --url <url>

Standalone Binary

curl -fsSL https://raw.githubusercontent.com/ashaychangwani/imprint/main/scripts/install.sh | bash

From Source

git clone https://github.com/ashaychangwani/imprint.git && cd imprint
bun install && bun link
Browser setup & LLM providers

Browser commands (teach, record, login, playbook) need Playwright's Chromium:

bunx playwright install chromium

LLM providers are auto-detected. Run imprint doctor to see what's available.

Priority Provider Detected via
1 Claude Code claude on PATH
2 Codex CLI codex on PATH
3 Anthropic API ANTHROPIC_API_KEY env var
4 Cursor cursor on PATH

Override with --provider <name> and --model <name>.


The Backend Ladder

When an API call gets blocked, Imprint doesn't jump to DOM replay. It escalates through the cheapest backend that works:

  fetch            ~200ms    Plain APIs, persisted cookies
    │
    ▼
  fetch-bootstrap  browser   Mints cookies, CSRF tokens, storage
    │               + API
    ▼
  cdp-replay       ~2-35s    API calls run inside a live, trusted Chrome —
    │                        a protected POST refreshes its anti-bot token
    │                        between calls (multi-step state-changing flows)
    ▼
  stealth-fetch    ~1-12s    Defeats Akamai, Cloudflare, DataDome
    │
    ▼
  playbook         ~9s       Full DOM replay — universal fallback

The full order is fetch → fetch-bootstrap → cdp-replay → stealth-fetch → playbook; auto mode walks it and stops at the first backend that works.

Every recording compiles to both workflow.json and playbook.yaml, so the ladder always has a DOM fallback.


Platform Support

At the end of imprint teach, pick your AI platform and Imprint wires it up:

Platform Integration
Claude Code Automatic — runs claude mcp add
Codex CLI Automatic — runs codex mcp add
Claude Desktop Paste-ready JSON config
OpenClaw MCP config + SKILL.md export
Hermes MCP config + SKILL.md + cron mapping

Each site registers as its own MCP server (imprint-southwest, imprint-google-flights, ...) so tools never collide.


Examples

Every example below was one-shot compiled from a single real browser-session recording (imprint teach) — the generated artifacts are committed verbatim as a proof of concept of what the compiler produces, not as maintained integrations. Recording-derived defaults (dates, geo) age out; pass explicit values.

★ Star examples — multi-tool suites, each compiled from one recording and scored by the headless differential audit:

Example Tools Audit What it shows
google-flights 4 92.6% batchexecute wire-format decode + search→booking producer-token chain, live cdp-replay
google-hotels 4 91.7% autocomplete → search → reviews/booking producer-token chaining

Other examples:

Example Description
southwest Live fare search — defeats Akamai bot detection
discoverandgo Authenticated booking via per-site credential store
echo MCP smoke-test fixture

Install any example into your MCP client:

imprint install google-flights --source examples --platform claude-desktop

CLI Reference

imprint --help              # all commands
imprint <command> --help    # per-command options
Category Commands
Pipeline teach · record · redact · generate · compile-playbook · emit
Runtime cron · mcp-server · playbook · probe-backends · audit
Credentials credential set · credential list · credential export · credential import · credential migrate
Utilities mcp · login · assemble · check · doctor · install · uninstall

Sharing Skills

Teach on your laptop, ship to a remote agent. Skill folders contain zero plaintext credentials — only ${credential.NAME} placeholders and a manifest listing what the receiver must provision.

# Export (encrypted with libsodium + argon2id)
imprint credential export southwest --out southwest.imprintbundle

# Import on another machine
imprint credential import southwest southwest.imprintbundle

Send the bundle over any channel. Pass the passphrase out-of-band.

See Sharing Skills for the full flow.


Documentation

Getting Started Full walkthrough
Architecture Data flow and module map
Integrations Per-platform setup
Security Redaction, credential handling, what gets stored
Sharing Skills Credential export/import and remote provisioning
MCP Maintenance Audit, disable, restore, and prune MCP state
Troubleshooting Common failures and fixes
Tracing OpenTelemetry tracing, cost rollup, and Phoenix setup
More docs

Contributing

Conventional Commits enforced in CI. Run bun run check before submitting.

Good first contributions: replay backends, notification predicates, auth extractors, example sites, docs.

See CONTRIBUTING.md for full guidelines.


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