Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Read-only Social Security COLA data, calculations, history, and official source links.
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
Which app do you use?
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://www.colainsight.com/mcpRun this in your terminal
claude mcp add --transport http cola-insight https://www.colainsight.com/mcpPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"cola-insight": {
"url": "https://www.colainsight.com/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": {
"cola-insight": {
"type": "http",
"url": "https://www.colainsight.com/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://www.colainsight.com/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 registry name was verified with the GitHub account ge3m0r, 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 (1.0.1) reached the registry 22 days 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, 御府和田玉 在售作品查询
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.
Live in-stock Hetian jade from Yufu, Shanghai: prices, monthly price guide, book a viewing.
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.
Open data, calculation notes, charts, and an embeddable widget for tracking the 2027 Social Security cost-of-living adjustment (COLA).
Live project: COLA Insight Current forecast and CPI-W tracker: 2027 Social Security COLA forecast Public asset library: Data, charts, downloads, and widget
Archived dataset: Latest Zenodo record · Version 2026.10.16
Public MCP server: Connect an AI assistant
Official Registry: io.github.ge3m0r/cola-insight
COLA Insight is an independent educational project. It is not affiliated with, endorsed by, or operated by the Social Security Administration (SSA), Bureau of Labor Statistics (BLS), Centers for Medicare & Medicaid Services (CMS), or the U.S. government.
This repository publishes the parts of COLA Insight that are most useful for independent verification and reuse:
The production website, Cloudflare Worker deployment, D1 configuration, scheduled refresh system, rate limiting, analytics, and editorial/SEO application source are intentionally maintained separately.
| Asset | Permanent URL |
|---|---|
| Current JSON record | colainsight.com/api/cola |
| Snapshot history CSV | 2027 COLA history CSV |
| Benefit amount CSV | 2027 benefit amounts CSV |
| Zenodo dataset | Latest version (concept DOI) |
| Archived version 2026.10.16 | 10.5281/zenodo.23431339 |
| Preserved revision timeline | 2027 COLA forecast history |
| CPI-W chart | 2027 COLA CPI-W chart |
| Benefit increase chart | 2027 COLA increase chart |
| Embeddable tracker | Free 2027 COLA widget |
| Interactive calculator | 2027 COLA calculator |
| MCP documentation | Connect to COLA Insight MCP |
| MCP endpoint | https://www.colainsight.com/mcp |
| Official MCP Registry | io.github.ge3m0r/cola-insight |
| Smithery directory | ge3m0r/cola-insight |
| Glama connector | io.github.ge3m0r/cola-insight |
The files in this repository are publishable snapshots. The permanent URLs above are the authoritative, automatically updated versions.
Every record uses exactly one status:
forecast — an independent estimate while one or more required Q3 CPI-W observations are unavailable;computed — all three observations are available and the statutory formula can be reproduced, but SSA confirmation is still pending;official — SSA has published the benefit-year COLA.Do not describe a forecast or computed record as an official SSA announcement.
See methodology/status-definitions.md and schema/data-dictionary.md before reusing the data.
Fetch the current record:
const response = await fetch("https://www.colainsight.com/api/cola");
const record = await response.json();
console.log(record.status, record.rate.displayed);
Embed the live tracker:
<iframe
src="https://www.colainsight.com/embed/2027-cola" title="2027 Social Security COLA tracker by COLA Insight" width="100%" height="430" style="border:0;max-width:720px" loading="lazy"
Connect an MCP-compatible assistant using the remote Streamable HTTP endpoint:
https://www.colainsight.com/mcp
The MCP server is public, read-only, and requires no API key. It provides four tools for the current COLA record, educational benefit calculations, preserved snapshot history, and primary sources. See mcp/README.md for the tool list, example configuration, privacy guidance, and versioning policy.
CWUR0000SA0The source used to retrieve each stored observation is included with the record. A fallback changes the retrieval path, not the underlying BLS series.
Suggested citation for the archived 2026.10.16 dataset:
COLA Insight. (2026). *COLA Insight 2027 Social Security COLA Dataset: CPI-W History and Benefit Amount Table* (Version 2026.10.16). Zenodo. https://doi.org/10.5281/zenodo.23431339
Use the concept DOI when linking to the latest available version, and the version DOI when citing this exact release.
For machine-readable citation metadata, see CITATION.cff. Questions and corrections can be sent to support@colainsight.com.
TRADEMARKS.md.Attribution is appreciated and helps readers verify freshness, but no specific keyword-rich anchor text is required.