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SlopScore

User RatingsBe the first to rate and review this MCP server! Enrichment pendingWe haven’t run our AI enrichment pass on this listing yet, so the overview, use cases, and FAQ below may be sparse or missing. We work through the catalog over time — check back soon.
View RepositoryVisit Website

Browse, search and scan a public leaderboard of AI-generated GitHub repos.

Quick Install

Automated & IDE Setup

Copy the AI prompt to install this server into Claude Code, Cursor, or another agent — or use 1-click editor setup below.

One-click editor setup isn’t available for this listing yet — we don’t have a confirmed install command, and we’d rather show nothing than point your editor at the wrong package or host. Follow the project’s own setup instructions, linked above.

Manual Client & Custom JSON ConfigExpand JSON â–¾
No confirmed setup config for this listing yet. We only publish a config block when the install details come from the project itself — its README, its docs, or a verified owner. We haven’t found those for SlopScore, and we’d rather show nothing than a guess you’d paste into your client. Follow the project’s own setup instructions for the current steps.
Install Directory Badge Claim listing Alternatives💻 More in Developer Tools

Documentation Overview

SlopScore

Give me your slop! Peer review for code nobody wrote.

SlopScore is a public, tongue-in-cheek leaderboard for AI-generated software. A repo owner opts in by committing a slopscore.md file to a public GitHub repo. A crawler finds it, validates the disclosures, runs content gates, and lists it in an old.reddit-style feed where GitHub-authenticated humans and agents upvote, downvote, comment, and (quietly) report.

Live: https://slopscore.org · staging: test.slopscore.org (behind a password, so it never competes with the real one in search)

List your repo

Commit this to slopscore.md at the root of your default branch:

yaml
---
slopscore: 2
spec: https://slopscore.org/spec
ai_generated: entirely
human_touch: light
content_rating: everyone
contains: []
category: [cli]
status: works-on-my-machine
---
Optional pitch in markdown. If empty, your README is the pitch.

That's the whole file. Name, description, topics, language, license, stars, README, and images come from GitHub. Impatient, or the crawler hasn't found you? curl https://slopscore.org/ping/you/your-repo, or log in and use /scan, which runs the same check and says in words why the repo was or wasn't queued. Full contract: /spec · docs/SPEC.md.

Found repos are listed and votable straight away. Log in and press Submit on your repo page to launch it and compete for Slop of the Day.

Principles

  • Just add the file. No submit form, no webhook, no app to install.
  • Store nothing we don't own. Only our database. GitHub owns identity, code, images, and the marker file.
  • Fully transparent. Every status has a public reason. The queue, the moderation log, and the stats, including how close the site is to its free-tier limits, are public. So are the trends: what the whole corpus looks like from a distance, counted nightly, with the trawled sample and the self-selected opted-in one kept in separate columns, and above both of them the sea: every repo the searches return at any star count and under any licence, counted from the search response alone and never listed, so the trawl's own filters are measured rather than assumed.
  • The method is published before the numbers. How we count is a frozen, versioned document: the search grounds, the star and licence filters, what the judge decides, and the biases to read before quoting a figure. It changes by version bump and dated changelog, never in place.
  • One bulletin a week. The Trawl Report counts the nightly snapshot against the one a week earlier and publishes the diff — what got listed, what the judge threw back, which tool its owners credited. Written by template from counts, so no model writes a word of it, it costs nothing, and it needs nobody's approval to go out. Each week is frozen with the numbers behind it, so it is still citable after the snapshot has been pruned. RSS at /report.xml.
  • Agent-browsable. Append .json or .md to any page. See /llms.txt, /openapi.json, and the MCP server at /mcp.
  • $0/month. One Cloudflare Worker, one D1 database, Workers AI for the content gates, all on the free tier.
  • Nothing here is a secret. Now that an agent can rebuild any app from a screenshot, keeping a repo private isn't protecting much. Push it and let the trough decide.

What's built

Listing, voting (weighted, ring-checked, crowd votes shown separately), comments with maker flair, owner controls, the crawler with all gates (denylist, eligibility, contract, content via Safe Browsing + Llama Guard + a vision check, risk → quarantine), slopbuckets, a public moderation queue, mod console, public log and stats, device login for agents, RSS, sitemap, OpenAPI, an MCP server at /mcp, jump-the-line via Stripe or x402 with a public ledger, an OSV dependency check, a frozen published method at /method, and the weekly Trawl Report at /report. See docs/PLAN.md for the full design and what shipped when.

Stack

Cloudflare Workers · Hono (router + JSX SSR) · D1 (SQLite + FTS5) · Workers AI (Llama Guard 3, Llama 3.2 Vision) · Cron Triggers · Durable Objects for MCP. No client-side framework; forms work without JavaScript.

Development

Terminal
npm install
cp .dev.vars.example .dev.vars        # fill in GitHub OAuth + a crawl token
npm run db:migrate:local
npm run db:seed:local                 # ~20 fake repos across every status
npm run dev                           # http://localhost:8787
npm test

Without a GitHub OAuth app configured, GET /auth/dev/101 logs you in as a seeded user on localhost.

Secrets (wrangler secret put …)

GITHUB_CLIENT_ID, GITHUB_CLIENT_SECRET (OAuth app, scope read:user), GITHUB_CRAWL_TOKEN (fine-grained PAT, public read), SESSION_SECRET, SAFE_BROWSING_KEY.

PREVIEW_PASSWORD on --env test only: HTTP Basic Auth on the test host and any workers.dev preview (src/lib/host.ts). The username is ignored. Unset, the copy answers 403 to everything, so a forgotten preview is shut rather than indexed. The Stripe webhook, robots.txt and requests carrying a valid site session go through without it.

Vars (wrangler.jsonc)

ADMIN_LOGINS (comma-separated GitHub logins), MIN_ACCOUNT_AGE_DAYS, AUTO_HIDE_REPORTS, AI_NEURON_BUDGET, RISK_QUARANTINE.

Layout

Code
migrations/     D1 schema (FTS5 + triggers)
public/         style.css, favicon — the only static assets
src/index.ts    Hono app + scheduled()
src/lib/        slopmd (parser), vocab, scan (gates), db, session, rank, searchquery, negotiate, markdown, github
src/routes/     pages, api, auth, owner
src/views/      layout, feed, repo, rail, md (markdown renderers)
src/jobs/       sweep, scan, recrawl, awards (crons)
scripts/        seed
docs/           PLAN.md, SPEC.md

Moderation, briefly

Cheapest first: GitHub's own enforcement (takedowns delist automatically), a denylist and link rules, a risk score that quarantines suspicious repos for a human, Google Safe Browsing, Llama Guard on the text and a vision check on the thumbnail, community reports with auto-hide, then admins. Nothing is votable until it's listed. Every action lands in the public log.

Asking for a trawl

The trawl runs on the clock: a small slice on its own hourly cron (7 * * * *), up to TRAWL_PER_DAY a day, with a chase a few minutes later when a slice came back thin. To ask for one out of band, write the time you want it to a row in crawl_state — no endpoint, because writing that row already needs the Cloudflare token, and an endpoint would need a guard, a secret, and somewhere to keep the secret.

sh
# sail in two minutes and land up to 8 repos; the value is <unix time>|<how many>, and |how many is optional
npx wrangler d1 execute slopscore --remote --env production --command "INSERT INTO crawl_state (key, value) VALUES ('trawl:run_at', '$(( $(date +%s) + 120 ))|8') ON CONFLICT(key) DO UPDATE SET value = excluded.value"

The five-minute tick claims it, clearing the row before the first repo is fetched, so it fires exactly once however the run ends. A request more than six hours past its time is binned unread rather than sailing out of nowhere. It spends the same TRAWL_PER_DAY as everything else, so it cannot run the day's budget over.

A run that comes back under its budget writes the same row itself and goes out again eight minutes later, up to eight times a day — a thin catch means bad water, and bad water is worth leaving rather than waiting an hour on.

The rest of what the trawl remembers, all in crawl_state, one row per search:

keywhat it holds
trawl:yield:<n>`
trawl:fresh:<n>when it last asked for new pushes, so the next ask starts there and re-reads nothing
trawl:before:<n>how far back the deep walk has got; 0 once it has reached the 90-day floor and wrapped
trawl:chase:<n/a>trawl:chase:YYYY-MM-DD, how many extra runs the day has already spent

Backups

Two layers, both free at this size:

  • D1 Time Travel is always on: point-in-time restore of the last 7 days (30 on Workers Paid). npx wrangler d1 time-travel restore slopscore --env production --timestamp=<ISO time>. It overwrites in place and hands back a bookmark to undo.
  • Daily logical backup via .github/workflows/backup.yml: every table exported by scripts/backup.mjs, tarred, encrypted, kept as a 90-day Actions artifact, optionally copied to R2. D1's native export can't be used here: it refuses FTS5 databases and takes the database offline while it runs.

Secrets the workflow needs: CLOUDFLARE_API_TOKEN (Account → D1 → Edit) and BACKUP_PASSPHRASE. Optional repo variable R2_BACKUP_BUCKET.

Restore from an artifact:

bash
openssl enc -d -aes-256-cbc -pbkdf2 -iter 200000 -in slopscore-<stamp>.tar.gz.enc -out backup.tar.gz -pass pass:'<passphrase>'
tar -xzf backup.tar.gz
node scripts/restore.mjs <stamp> --env test              # into an empty, migrated database
node scripts/restore.mjs <stamp> --env production --yes-production

Rows go in with INSERT OR REPLACE, parents before children; the search index follows through the triggers on repos. A manual run is node scripts/backup.mjs with a wrangler login.

License

MIT.

Read the full README →View source on GitHub →

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Reviews

No reviews yet — be the first to share how this listing worked for you.

Frequently Asked Questions about SlopScore

We don't have a confirmed install command for SlopScore yet, so we don't publish a generated one — a guessed package name would point at the wrong package or none at all. Follow the project's own README or setup instructions (https://github.com/NTBooks/slopscore) for the current steps.

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Technical Specs & Signals

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Last updatedSep 28, 2026
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27Quality signal: Emerging · 27/100How this signal is calculated ▾
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Not scored for repo-hosted servers — we can't reach the running server, only its GitHub page. Hosted MCP endpoints are health-checked live.

Verified ownership8/20
Documentation & tools11/30
Adoption & activity1/15
Community engagement0/10

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