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The feedback loop for AI-assisted building

MIT License Widget Size Free + Pro

AI can build a prototype in an hour. Turning feedback into action is still the slow part.

Quick Start · CLI Reference · Widget Docs · Hosted Dashboard · Self-Hosting


What Is This?

Spikes is a feedback tool for AI-assisted development. It lets reviewers leave targeted feedback directly on web pages — no screenshots, no "that button over there", no lost context.

Click any element. Rate it. Comment. Spikes captures the exact CSS selector, bounding box, and page context. Your AI agent gets structured JSON it can act on immediately.

No accounts required. No build step. Works on file://, localhost, anywhere.


Related MCP server: Aceto

Quick Start

1. Install the CLI

curl -fsSL https://spikes.sh/install.sh | sh
# Or: cargo install spikes

2. Initialize your project

spikes init                     # Defaults to hosted spikes.sh
# spikes init --self-host       # Opt out — scaffold a self-hosted config instead

spikes init creates .spikes/config.toml with a [remote] section pointing at https://spikes.sh by default. Pass --self-host (or answer s at the prompt) to skip the hosted defaults.

3. Add the widget to your HTML

spikes inject ./mockups/        # Injects widget script tag (uses configured endpoint)
spikes serve                    # http://localhost:3847

4. Collect and use feedback

spikes list                     # See all feedback
spikes list --json              # Feed to your agent
spikes list --rating no         # Find problems
spikes hotspots                 # Elements with most feedback
spikes resolve <id>             # Mark items done

CLI Commands

Command

Description

spikes init

Create .spikes/ directory with config (hosted by default; --self-host to opt out)

spikes list

List feedback (--json, --page, --reviewer, --rating, --unresolved)

spikes show <id>

Show single spike details

spikes export

Export to JSON/CSV/JSONL/Cursor/Claude context

spikes hotspots

Elements with most feedback

spikes reviewers

List all reviewers

spikes inject <dir>

Add/remove widget from HTML files (--endpoint <url> overrides the configured endpoint)

spikes serve

Local dev server (--port, --marked, --cors-allow-origin)

spikes mcp serve

Start MCP server for AI agent integration

spikes pull/push/sync

Sync with remote endpoint

spikes share <dir>

Upload to spikes.sh for instant sharing

spikes login/logout/whoami

Authentication management

spikes upgrade/billing

Pro tier subscription via Stripe

spikes deploy cloudflare

Scaffold self-hosted Worker + D1

All commands support --json for scripting. See full CLI reference.

Viewing spikes for a hosted project:

The hosted dashboard at https://spikes.sh/dashboard lists every project you own and lets you drill into individual spikes (filter by page, rating, resolved, toggle resolved inline). Sign in directly in your browser: click Sign in, open the verification page, and confirm via the magic link sent to your email — no CLI required.

You can also hit the JSON API directly with your bearer token ($SPIKES_TOKEN from spikes login):

# GET /me/projects
# List all projects you own (with spike_count + last_activity)
curl -H "Authorization: Bearer $SPIKES_TOKEN" \
  https://spikes.sh/me/projects

# GET /me/projects/:key/spikes
# List spikes for one of your projects (paginated, filterable: page, per_page,
# filter_page, filter_rating, filter_resolved)
curl -H "Authorization: Bearer $SPIKES_TOKEN" \
  "https://spikes.sh/me/projects/my-project/spikes?page=1&per_page=50"

# PATCH /me/projects/:key/spikes/:id
# Toggle the `resolved` flag on one spike
curl -X PATCH -H "Authorization: Bearer $SPIKES_TOKEN" \
  -H "Content-Type: application/json" \
  -d '{"resolved": true}' \
  https://spikes.sh/me/projects/my-project/spikes/<spike_id>

# POST /projects
# Create a new project (user bearer only)
curl -X POST -H "Authorization: Bearer $SPIKES_TOKEN" \
  -H "Content-Type: application/json" \
  -d '{"key": "my-project", "allowed_origins": ["https://example.com"]}' \
  https://spikes.sh/projects

# Single-line variant (copy-paste friendly)
curl -H "Authorization: Bearer $SPIKES_TOKEN" https://spikes.sh/me/projects

All /me/* endpoints are user-scoped: you only ever see projects and spikes you own. Cross-tenant requests return 404 PROJECT_NOT_FOUND (enumeration-proof).

Security note: API keys (sk_spikes_*) and the admin SPIKES_TOKEN are not accepted on /me/* endpoints or POST /projects — those require a user bearer token from spikes login. The POST /spikes collect endpoint enforces a per-project origin allowlist and per-project rate limits; rejected widget requests surface as a small red #spikes-error-dot indicator on the widget button (404 / 403 / 429).


AI Agent Integration

Spikes speaks agent natively. Your AI coding assistant can read, write, and manage feedback without ever leaving its workflow.

npx spikes-mcp            # Zero-install MCP server — just works
# or: spikes mcp serve    # If you have the CLI installed

MCP Server — 9 Tools

spikes mcp serve starts a Model Context Protocol server that exposes 9 tools:

Tool

Purpose

get_spikes

List feedback with filters (page, rating, unresolved)

get_element_feedback

Get feedback for a specific CSS selector

get_hotspots

Find elements with the most feedback

submit_spike

Create feedback programmatically

resolve_spike

Mark feedback as addressed

delete_spike

Remove a spike

create_share

Upload files, get a shareable URL

list_shares

See your active shares

get_usage

Check usage stats, limits, and spend

Supports stdio and HTTP transports, local and remote data modes:

spikes mcp serve                              # stdio, local JSONL
spikes mcp serve --remote                     # stdio, hosted API
spikes mcp serve --transport http --port 3848 # HTTP for sandboxed agents

API Keys

Agents get their own identity. No email, no magic link, no human step:

spikes auth create-key --name "my-agent"   # → sk_spikes_...
spikes auth list-keys                       # See all keys
spikes auth revoke-key <key_id>            # Revoke

Keys support read/write/full scopes and optional budget caps.

Agent-Tier Billing

Consumption-based pricing for agent-scale usage. Pay per spike, not per seat:

spikes usage    # See current spend and limits

Budget enforcement returns 429 BUDGET_EXCEEDED when caps are hit — agents can check before they burn.

Context Exports

Export structured markdown optimized for agent consumption:

spikes export --format cursor-context > cursor-feedback.md
spikes export --format claude-context > claude-feedback.md

Discovery

  • llms.txt — All 9 MCP tools, parameters, agent quickstart

  • agents.md — Machine-readable landing page for agents

  • Smithery — Listed in the MCP server registry

  • spikes mcp install — Generates config for Claude Desktop / Cursor

Full details: llms.txt · agents.md


GitHub Action

Gate CI on feedback quality. The spikes-action fails builds when unresolved negative feedback exceeds your threshold.

name: CI
on: [push, pull_request]

jobs:
  feedback-gate:
    runs-on: ubuntu-latest
    steps:
      - uses: actions/checkout@v4
      - uses: bierlingm/spikes/action@v0.3.1
        with:
          threshold: 0           # Fail if any blocking spikes
          ignore-paths: ""     # Optional: pages to ignore
          require-resolution: false

See action/README.md for full documentation.


Widget Attributes

Simple setup — just add your project key and you're ready to collect feedback:

<script src="https://spikes.sh/spikes.js" data-project="my-app"></script>

When you set data-project, feedback syncs automatically to https://spikes.sh/spikes. No need to configure an endpoint unless you're self-hosting.

Full configuration — all available attributes:

<script src="https://spikes.sh/spikes.js"
  data-project="my-app"
  data-position="bottom-right"
  data-color="#e74c3c"
  data-theme="dark"
  data-reviewer="Pat"
  data-collect-email="true"
  data-admin="true">
</script>

Self-hosting — point to your own backend:

<script src="/spikes.js"
  data-project="my-app"
  data-endpoint="https://my-worker.workers.dev/spikes">
</script>

Attribute

Description

Default

data-project

Group feedback by project key

location.hostname

data-position

Button corner: bottom-right, bottom-left, top-right, top-left

bottom-right

data-color

Accent color (any CSS color)

#e74c3c

data-theme

Modal theme: dark or light

dark

data-reviewer

Pre-set reviewer name

(prompts user)

data-endpoint

Backend URL for multi-reviewer sync. Optional — defaults to https://spikes.sh/spikes when data-project is set.

https://spikes.sh/spikes (with data-project), /spikes (local dev)

data-collect-email

Show email field in prompt

false

data-admin

Enable review mode features

false

data-offset-x/y

Button offset from edge

See Widget Attributes Reference for complete documentation.


Architecture

Spikes has three components that work together or standalone:

┌─────────────┐     ┌─────────────┐     ┌─────────────┐
│   CLI       │────▶│   Widget    │◄────│   Worker    │
│  (Rust)     │     │  (Vanilla   │     │ (Cloudflare │
│             │     │    JS)      │     │  + D1)      │
└─────────────┘     └─────────────┘     └─────────────┘
     │                                            │
     │          spikes.sh (hosted)                │
     └────────────────────────────────────────────┘

CLI — Rust binary for local development, spike management, and deployment. Stores spikes in ~/.local/share/spikes/.

Widget — 14KB gzipped vanilla JS. Captures element selectors, bounding boxes, ratings, and comments. Works offline via localStorage.

Worker — Optional Cloudflare Worker + D1 backend for multi-reviewer sync, sharing, and hosted deployments. Lives in spikes-hosted/.


Development

CLI

cd cli
cargo build --release
cargo test              # 160+ tests
cargo run -- --help

Widget

cd widget
# Edit src/spikes.js
# Test by running: spikes serve from the project root

Widget Regression Tests

CI suite that catches the silent-data-loss bug class (e.g., widget loaded on a non-allowed origin failing to sync without surfacing the error):

cd tests/widget
npm install
npx playwright install chromium    # one-time
npm test                           # 23 tests: marker checks + happy/reverse/boundary specs (<60s)

Also wired into local agent-ci:

npx agent-ci run --workflow workflows-local/widget.yml

Worker

The Worker backend lives in the private spikes-hosted repo. To test it:

cd ../spikes-hosted/worker
npm test              # Worker test suite (vitest)
npx wrangler dev

Self-Hosting

Want your own backend? One command:

spikes deploy cloudflare    # Creates spikes-worker/ directory
cd spikes-worker && npx wrangler deploy

See Self-Hosting Guide for full setup with D1 database, authentication, and Stripe billing integration.

Share vs. Deploy Cloudflare: Which to Choose?

Use spikes share when you want instant sharing without any setup — files are uploaded to spikes.sh and served from our infrastructure. Great for quick reviews, client feedback, or when you don't want to manage a backend.

Use spikes deploy cloudflare when you need data isolation (feedback stays in your Cloudflare account), a custom domain, or want full control over the infrastructure. Self-hosting requires a Cloudflare account and a one-time deployment setup.


What's Changed (Recent Overhaul)

  • Security: PBKDF2 password hashing, path traversal fixes, XSS protection

  • Auth: Magic link authentication (no passwords to forget)

  • Billing: Stripe integration with Pro tier support

  • Testing: CLI test suite (Rust) + Worker test suite (in ../spikes-hosted/worker)

  • Architecture: Modular worker with clean separation of concerns

  • CI/CD: Automated testing and deployment pipelines


Detailed Documentation


Why Spikes

Zero friction

One script tag, no signup required, no build step

Works anywhere

file://, localhost, any domain

Precise

Element-level feedback with exact CSS selectors

Agent-native

JSON everywhere, pipes, queryable CLI

Your infrastructure

Self-host or use hosted — your choice

Tiny

Widget is 14KB gzipped

Private

No tracking, your data stays yours


Pricing

Free forever. Pro if you want more.

No accounts required to start. Login when you need Pro features.

Free

Pro

Price

$0 forever

Pay what you can

Shares

5

Unlimited

Spikes per share

1,000

Unlimited

Widget + CLI

Full

Full

Self-hosting

Yes

Yes

Password protection

Yes

Webhooks

Yes

Badge removal

Yes

MIT licensed. Payment is appreciation, not access.

spikes upgrade when you're ready. No pressure.


Website · Docs · GitHub · Issues

MIT License · Built for builders who work with AI.

A
license - permissive license
Not graded
quality - not tested
B
maintenance

Maintenance

Maintainers
8dResponse time
2wRelease cycle
5Releases (12mo)
Commit activity

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