Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Live, neutral benchmarks for public RPC latency, oracles, bridges, perp DEX, and prediction markets.
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.
Pick the AI app you use, then copy the settings.
You need
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Pick your app above. We remember it, so next time the button says “Install in …”.
Works in Claude on the web, desktop and mobile:
https://openchainbench.com/api/mcp/mcpRun this in your terminal
claude mcp add --transport http openchainbench https://openchainbench.com/api/mcp/mcpPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"openchainbench": {
"url": "https://openchainbench.com/api/mcp/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": {
"openchainbench": {
"type": "http",
"url": "https://openchainbench.com/api/mcp/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://openchainbench.com/api/mcp/mcpMenu 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 publisher (Flotapponnier) is not the repo owner (ChainBench); someone else may have listed it
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 0 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 4 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, EmbeddedCI BenchPod
Servers in the same category from other makers, sorted by stars.
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.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Drive a BenchPod hardware-in-the-loop bench: power, flash, UART, I2C, CAN, analog and logic.
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.
OpenChainBench measures crypto infrastructure the same way for every provider, publishes the number, and ships the code that produced it. RPC endpoints, data APIs, bridges, perp DEXes, prediction markets, oracles, cross-chain messaging. Live at [openchainbench.com](https://openchainbench.com).
It answers questions like which free Ethereum RPC answers fastest, or which bridge charges least to move USDC, with figures recomputed around the clock rather than written down once.
Every benchmark ships with the harness that produces its data, under MIT, with the dataset under CC-BY-4.0, and pull requests are open to any party including the providers being measured. The card above is live, and GitHub caches it, so it can lag the page it links to.
asOf timestamp, a source URL and a licence; exported citations carry the page URL and the date you retrieved it.pip install openchainbench
from openchainbench import OpenChainBench
with OpenChainBench() as ocb: for b in ocb.list_benchmarks()[:5]: print(b.slug, b.leader)
head_lag = ocb.get_benchmark("aggregator-head-lag") print(head_lag.headline)
No key and no account. Read endpoints allow 60 requests a minute per IP, and the AI crawlers named in robots.txt are exempt. The same data over plain HTTP:
# every benchmark with its current value, leader and citation
curl https://openchainbench.com/api/citable
curl https://openchainbench.com/api/stat/aggregator-head-lag
curl -H "Accept: text/markdown" https://openchainbench.com/benchmarks/bridge-fee
For an agent, point an MCP client at the hosted server:
{ "mcpServers": { "openchainbench": { "url": "https://openchainbench.com/api/mcp/mcp" } } }
It exposes list_benchmarks, get_benchmark, search_benchmarks, compare_providers, recommend_provider and list_answers, plus the openchainbench://benchmark/{slug} resource. Install notes are at /mcp.
A benchmark is a spec, a harness, and the surfaces generated from them. Take aggregator-head-lag, which measures how long a data API takes to emit a swap that is already on chain.
The spec (benchmarks/aggregator-head-lag.yml) declares the metric, the unit, whether higher is better, the written methodology, and one PromQL query per provider per percentile. No number on the page is typed by hand.
The harness (harnesses/aggregator-head-lag/) subscribes to chain events and to each provider's feed, races them per transaction, and exposes the result at /metrics.
The published shape, from GET /api/stat/aggregator-head-lag:
{
"slug": "aggregator-head-lag", "metric": "Head lag", "unit": "s", "higherIsBetter": false, "value": 0.240038, // example reading, 2026-10-25 "leader": { "name": "Codex", "slug": "codex", "value": 0.240038 }, // ms holds the raw series value in the benchmark's stored unit, which is // not always milliseconds: on a percent benchmark it holds a percent. "rankings": [ { "name": "Codex", "ms": { "p50": 240.038, "p90": 399.49 } } ], "sparkline": [ /* 73 points, last 24h */ ], "sampleSize": 184980, "measured": 6, "ranked": 6, "asOf": "2026-10-25T19:26:11.573Z", "freshness": { "ageHours": 0.2, "stale": false }, "headline": "...", // one sentence, ready to quote "methodology": [ /* the written rules, same text as the page */ ], "source": "https://github.com/ChainBench/OpenChainBench/tree/main/harnesses/aggregator-head-lag", "license": "CC-BY-4.0" }
headline is generated from the current reading, so it is correct whenever you fetch it and stale the moment it is pasted into a file. Quote it with its asOf. For a formal citation use /api/cite/ /bib.
| In this repository | Count |
|---|---|
Benchmark spec files (benchmarks/*.yml) | 243 |
Harness directories (harnesses/*/, every one a Go module) | 73 |
Answer pages (answers/*.yml) | 49 |
Alternatives pages (alternatives/*.yml) | 21 |
Distinct categories (category: values across the specs) | 10 |
| Categories with a published benchmark | 8 |
Held on staging until a release condition is met (DEV_ONLY_BENCH_SLUGS) | 7 |
Retired, answering 410 Gone or redirecting to a successor (REMOVED_BENCH_SLUGS) | 38 |
243 specs, minus 7 held on staging, minus 2 retired benches that keep their spec, leaves 234 benchmarks that this commit publishes. Counts derived from the repository at 2026-11-06.
Published by category: RPCs 157, Trading 43, Aggregators 9, Bridges 9, Blockchains 8, RWA 6, NFT APIs 1, Wallets 1.
The badge at the top reads the live count from /api/citable, which is what production serves. The table is derived from the commit you are reading. The two agree once a change has been released, and differ while a benchmark is merged and waiting, so comparing them tells you something instead of requiring you to trust either.
Every benchmark is CC-BY-4.0 and reachable without a key.
| Endpoint | What it returns |
|---|---|
/api/citable | Every benchmark with its current value, leader, headline sentence, citation and asOf. Start here. |
/api/stat/ | One benchmark: rankings, 24h sparkline, methodology, quote, source, freshness. |
/api/series/ | Per-provider time series. ?range=24h. |
/api/compare/ / | Two providers across every benchmark they share. |
/api/cite/ / | Citation as bib, ris, apa or txt, with the matching content type. |
/api/openapi.json | OpenAPI 3.1 schema covering 11 of the read endpoints. |
/api/mcp/mcp | MCP server over streamable HTTP. Six tools and one resource template. |
/api/llm-context | Every benchmark with rankings and methodology as one Markdown document. |
/llms.txt · /llms-full.txt | Index and full context per the llmstxt.org convention. llms-full.txt and /api/llm-context serve the same document. |
Accept: text/markdown | Returns Markdown instead of HTML at the page's own URL, on /benchmarks/ , /products/ , /perps, /rwa and /capital. Browsers are unaffected because their Accept header includes text/html. |
/api/freshness | {slug: asOf} in epoch milliseconds for every benchmark, plus the server's now. Cached 30 s. |
/api/og/ | The 1200x630 card with the current value, leader and sparkline, at a stable URL. |
/benchmarks/ /share-card | Export card in five templates (ranking, snapshot, headline, compare, leaderboard), with ?theme=dark. |
/api/badge/ / | Embeddable SVG with that provider's rank and figure. Add /snippet for paste-ready Markdown. |
/rss.xml · /feed.json | RSS 2.0 and JSON Feed 1.1, one entry per live benchmark. |
/sitemap.xml · /robots.txt | Every URL we publish. More than thirty AI and answer-engine crawlers are named and allowed explicitly. |
/contribute/ai-brief.md | A brief written for coding agents contributing a benchmark. |
Each benchmark page also carries Dataset, StatisticalReport, Observation, TechArticle, FAQPage, DataDownload and BreadcrumbList JSON-LD.
Two mirrors are published outside this repo: a Hugging Face dataset with a daily parquet snapshot, and a Zenodo record under DOI 10.5281/zenodo.20800311.
| Route family | What lives there |
|---|---|
/benchmarks, /benchmarks/ , /benchmarks/ / | Catalogue, then one leaderboard per benchmark with chart, ledger, chain and region filters, share cards and FAQ. Chain-scoped views carry their own explainer. |
/products/ | One page per product: every benchmark it appears in, first-place counts, related products, and a view per category it belongs to. |
/chains/ | Per-chain hub: native price, TVL history, and every benchmark touching that chain grouped by category. |
/compare/ -vs- | Head to head across shared benchmarks. Alphabetical order is canonical and enforced with a redirect. |
/answers/ · /alternatives/ | Question pages and "alternatives to X" pages, each backed by a live benchmark rather than by prose. |
| /rpc · /perps · [/prediction-markets](https://openchainbenc
Only the beginning is shown; read the rest in the repo