Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Prediction-market fee/KYC/withdrawal data, venue recommendations, and a paid x402 change feed.
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
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Works in Claude on the web, desktop and mobile:
https://prediction-friction-tracker-production.up.railway.app/mcp/Run this in your terminal
claude mcp add --transport http prediction-friction-tracker https://prediction-friction-tracker-production.up.railway.app/mcp/Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"prediction-friction-tracker": {
"url": "https://prediction-friction-tracker-production.up.railway.app/mcp/"
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"prediction-friction-tracker": {
"type": "http",
"url": "https://prediction-friction-tracker-production.up.railway.app/mcp/"
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
ChatGPT connects only to servers on the internet:
https://prediction-friction-tracker-production.up.railway.app/mcp/Menu names can differ slightly by plan and over time.
Your choice stays on this device in a cookie; no account needed.
These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
We have not read this server’s tool list yet; we check endpoints in rotation.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 7, 2026
The registry name was verified with the GitHub account ndrysdal-byte, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
Not checked yet; we check endpoints in rotation
Not checked yet; we check endpoints in rotation
Not checked yet; we read the tool list when we check the endpoint
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
The registry does not list a required key, though some servers ask you to sign in on first use.
It runs in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.
The GitHub repo last changed –, and the latest version (1.0.0) reached the registry 3 months ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.
In the same category: Spec Driven Development, Remote Desktop Commander, Agent Data Tools: Utilities
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Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
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Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
Structured KYC, fee, and withdrawal data across 12 prediction-market venues, plus a change feed for when those terms move and a natural-language "which venue is best for X" recommendation tool. Built for AI agents that need to check execution friction before routing a trade — not for humans clicking around a dashboard.
Live now: https://prediction-friction-tracker-production.up.railway.app
GET /friction/venues, GET /friction/venue/{slug}, GET /friction/changes?since= . Full OpenAPI spec at /openapi.json, interactive docs at /docs, agent-readable summary at /llms.txt./mcp/, exposing list_venues, get_venue, recommend_venue, and get_changes_info as tools. Point any MCP-compatible client at the /mcp/ URL directly./friction/changes (the time-sensitive change feed) is gated by the x402 protocol: unpaid requests get a real 402 with a payment challenge; pay $0.05 USDC on Base mainnet and retry to get the data. This is live, verified end-to-end with real money, not a demo — see api.py for the CDP-facilitator wiring.| Endpoint | Cost | What it returns | ||
|---|---|---|---|---|
GET /friction/venues | Free | Current snapshot of every tracked venue. Optional `?confidence=verified\ | stale\ | unconfirmed` filter. |
GET /friction/venue/{slug} | Free | One venue's current fee/KYC/withdrawal/API-access data, e.g. /friction/venue/kalshi. | ||
GET /friction/changes?since= | $0.05 USDC (x402) | Append-only log of every detected change since a timestamp — the time-sensitive product. |
Every record carries a confidence field: verified (spot-checked or high-confidence extraction), stale (source was unreachable, showing a cached value), or unconfirmed (LLM extraction was ambiguous). Treat unconfirmed as a lead to verify against the venue directly, not a fact to trade on.
list_venues(confidence) — browse/filter the current snapshot.get_venue(slug) — one venue's full data.recommend_venue(query) — free-text "which venue is best for lowest fees on high-frequency trading" / "I don't want to do KYC" / "API access without a wallet" style questions, reasoned over the current dataset. Says so explicitly rather than guessing when a query depends on data this tracker doesn't have (liquidity, volume, spread, uptime).get_changes_info() — describes the paid change feed (URL, price) without reimplementing it for free.| File | What it does |
|---|---|
schema.py | The data model — one VenueFriction record per venue, plus the VenueRecommendation response shape |
venues.py | The 12 tracked venues and their policy-page source URLs |
scrapers/base.py | Fetches and cleans raw policy-page text (requests + Playwright fallback for JS-rendered pages) |
extract.py | Sends raw page text to Claude, gets back a structured VenueFriction matching the schema |
recommend.py | Natural-language venue recommendation — reasons over the current dataset via Claude, structured-output constrained to real venue slugs |
reference_check.py | Cross-checks scraped fees against a third-party source (TradeBlock), flags divergences for human review |
storage.py | SQLite: current_state table (latest snapshot) + change_log table (append-only, the paid product) |
diff.py | Compares a fresh extraction to the stored one, writes a ChangeEvent for anything that moved |
run_pipeline.py | Orchestrates fetch → extract → diff → store, for all 12 venues |
api.py | FastAPI server — the HTTP endpoints above, x402 payment gating, MCP mount |
mcp_server.py | The MCP tool definitions, mounted into api.py at /mcp/ |
test_pipeline_logic.py, test_recommend_logic.py | Pure-logic tests, no API key needed |
pip install -r requirements.txt
python test_pipeline_logic.py # no API key needed, proves storage/diff logic python test_recommend_logic.py # no API key needed, proves recommendation logic export ANTHROPIC_API_KEY=sk-ant-... python run_pipeline.py # real scrape -> extract -> store, all 12 venues uvicorn api:app --reload # boots the API on localhost:8000
Then in another terminal:
curl http://localhost:8000/friction/venues
curl http://localhost:8000/friction/venue/kalshi curl "http://localhost:8000/friction/changes?since=2020-01-01T00:00:00Z"
See CLAUDE.md for environment quirks, Claude API usage notes, and the data-quality/confidence model in more depth.
Informational only — not financial or legal advice. Verify directly with the venue before acting on any figure returned here.