
Spikes
io.github.bierlingmPublished by GitHub account bierlingmv0.4.1Updated Oct 24, 2026
UI feedback for AI-assisted building. Click elements, rate them, agents triage via MCP.
Overview
Spikes MCP server lets an AI assistant read, triage and manage element-level UI feedback collected on web pages by the Spikes widget.
- What you can do
- List and filter feedback, inspect a single spike, and find elements with the most feedback
- Create feedback programmatically, mark spikes resolved or addressed, and delete spikes
- Reply to reviewers, set spike status, and manage review versions
- Ask reviewers questions and read their answers
- Upload files as shareable links and list active shares
- Check usage, limits and spend
- When to use it
- Useful when a team collects click-and-rate feedback on prototypes or pages with the Spikes widget and wants the coding agent to triage it, fix flagged elements, or answer reviewers without leaving its workflow.
- Requirements
- Runs locally over stdio via the npm package spikes-mcp (Node.js) or the Spikes CLI. Local mode reads .spikes/feedback.jsonl and needs no token; remote mode against the hosted API needs SPIKES_TOKEN, and SPIKES_API_URL can point at a self-hosted worker. Hosted features require a Spikes account and API key.
Installation
In SourceWeft
- Open Spikes in the dashboard and add it to a workspace.
- Enable the server for the chats that should use its tools.
Desktop only via STDIO. STDIO servers start a local process, so they need the SourceWeft desktop host.
Other MCP clients
Follow the launch instructions in the repository.
README
/ Spikes
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.
Quick Start
1. Install the CLI
2. Initialize your project
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
4. Collect and use feedback
CLI Commands
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):
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 adminSPIKES_TOKENare not accepted on/me/*endpoints orPOST /projects— those require a user bearer token fromspikes login. ThePOST /spikescollect endpoint enforces a per-project origin allowlist and per-project rate limits; rejected widget requests surface as a small red#spikes-error-dotindicator 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.
MCP Server — 16 Tools
spikes mcp serve starts a Model Context Protocol server that exposes 16 tools:
Supports stdio and HTTP transports, local and remote data modes:
API Keys
Agents get their own identity. No email, no magic link, no human step:
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:
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:
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.
See action/README.md for full documentation.
Widget Attributes
Simple setup — just add your project key and you're ready to collect feedback:
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:
Self-hosting — point to your own backend:
See Widget Attributes Reference for complete documentation.
Architecture
Spikes has three components that work together or standalone:
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
Widget
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):
Also wired into local agent-ci:
Worker
The Worker backend lives in the private spikes-hosted repo. To test it:
Self-Hosting
Want your own backend? One command:
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
- CLI Reference — Complete command documentation
- Widget Attributes — All configuration options
- Self-Hosting Guide — Deploy your own backend
- API Reference — REST API documentation
- Rollback Guide — Emergency procedures
Why Spikes
Pricing
Free forever. Pro if you want more.
No accounts required to start. Login when you need Pro features.
MIT licensed. Payment is appreciation, not access.
spikes upgrade when you're ready. No pressure.
Source: README.md at commit 3ad94a9
Tools
0Version history
1- v0.4.1LatestSep 16, 2026
Score
50% of the applicable checks met
How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.
- Reached in the last 30 days25 pts
Keep the endpoint answering the MCP handshake; SourceWeft probes it every 30 days.
- Auth declared10 pts
Declare the credential headers in the registry entry, or keep the endpoint answering the probe so its auth can be classified.
- Tools listed15 pts
Answer tools/list without a credential, or ship a package that starts in a sandbox without one.
- DescriptionRequired15 pts
- Logo10 pts
- Documentation15 pts
- License10 pts