Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Rebuilds the scores real systems run on you — credit, actuarial, lending — in the open, cited.
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://lifescored.com/mcpRun this in your terminal
claude mcp add --transport http lifescored https://lifescored.com/mcpPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"lifescored": {
"url": "https://lifescored.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": {
"lifescored": {
"type": "http",
"url": "https://lifescored.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://lifescored.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 against the domain lifescored.com (the registry checks domain ownership)
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 5 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.
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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.
You are already a number.
A credit score, an actuarial row, a callback probability — this app rebuilds those numbers in the open: every rule cited or flagged as a guess, every weight visible and editable. Transparency, not judgment.
POST /api/narrative — KV-cached Gemini narratives with a deterministic local fallback (the app is fully functional with no API key at all)npm install npm run dev # app at localhost:5173 (narrative falls back to local composer) npm test # vitest suite: rulebook invariants, engine, codec, worker handler npm run check # svelte-check npm run types # regenerate Cloudflare bindings after changing wrangler.jsonc
Narrative cache misses reserve one call atomically in the NarrativeBudget SQLite Durable Object: at most 200 per UTC day globally and 10 per IPv4 address or IPv6 /64 network per day. IPv4-mapped IPv6 shares the IPv4 allowance. People on the same network may share an allowance; cache hits and the local composer remain available. Failed upstream calls consume a reservation; failed reservations use the local fallback. Cache hits do not consume quota. The coordinator stores only a daily address hash, and removes previous-day entries on the next day's first reservation. It never sees profile inputs or narrative text. KV is used only for the narrative cache.
npm run build adds the Durable Object export to the adapter-generated Worker; deploy that build through the existing workflow. Wrangler creates the coordinator through the versioned migration in wrangler.jsonc. Run npm run types after binding changes; its helper resolves the class from source so checks work on a clean clone.
Deploys run automatically from GitHub Actions on every push to main (.github/workflows/deploy.yml): the workflow runs the full test suite + typecheck, and only then builds and deploys. Pull requests run the same gates and a Worker dry run without deploying.
One-time setup:
Secrets are kept in hush: stored once in your OS keychain, then piped straight into the consumer — they never get pasted into a terminal, echoed, or printed. This project's hush items use a lifescored- prefix so they group together in a keychain search. (No hush? Drop the hush pipe … -- prefix and run the bare npx wrangler / gh command; hush just wraps it.) Local dev needs no secrets at all — the narrative falls back to a local composer.
wrangler.jsonc:npx wrangler kv namespace create NARRATIVE_KV
hush set lifescored-gemini-key # paste it once, hidden dialog hush pipe lifescored-gemini-key -- npx wrangler secret put GEMINI_API_KEY
hush set lifescored-cloudflare-api-token # "Edit Cloudflare Workers" token hush pipe lifescored-cloudflare-api-token -- gh secret set CLOUDFLARE_API_TOKEN gh secret set CLOUDFLARE_ACCOUNT_ID --body " " # account id isn't secret
Push to main and the action ships it. To deploy by hand instead:
npm run deploy
Fork the repo, do the one-time setup above with your own Cloudflare account, and push. The app is fully functional with no Gemini key at all.
Rules live in src/lib/rulebook/ .ts. Each rule is declarative: logic, evidence tag (SOURCED/SPECULATIVE), citation with access date, a pure position(inputs) (the measured fact, normalized to a numeric position), declared bounds (negative floors only where the cited system itself subtracts; the wealth rules are uncapped above), and a weightRationale justifying its weight against the 1.0× income baseline; the engine computes points = round(position × weight). Add a rule, and the UI, weight editor, share codec, and about-page source list pick it up automatically. npm test enforces the invariants (bounds, integer scores, citation present).
The whole rulebook + exact math is published so any agent can compute a score on its own side — nothing about a person is ever sent to lifescored.com.
com.lifescored/mcp on the official registry; endpoint https://lifescored.com/mcp (stateless Streamable HTTP, no auth, accepts no personal data). Tools: get_rulebook, get_input_schema, get_methodology, how_to_give_feedback.skills/lifescored/ skill. Copy it into your agent's skills directory (e.g. ~/.claude/skills/). It prefers the MCP and falls back to rules.json.https://lifescored.com/rules.json and /llms.txt.Every commit must reference a GitHub issue number, e.g. feat: add presets (#2) or refs #5. A commit-msg hook enforces this automatically — it is installed via core.hooksPath pointing to .githooks/, which activates on npm install (the prepare script runs git config core.hooksPath .githooks). Merge commits and reverts are exempt. To find or open an issue: gh issue list / gh issue create.
MIT — see LICENSE.