Slashloop MCP

npx add-mcp 'https://mcp.slashloop.dev/mcp'

slashloop

Hosted MCP server for viral short-form video research — track TikTok / Reels / Shorts sources, find outlier videos, run Gemini video analysis, and turn winners into hooks, ideas, and creative briefs.

Remote HTTP MCP only (no local stdio server): hosted on Cloudflare Workers (D1 + R2 + KV + Cron Triggers), authenticated via Supabase OAuth2 until the native-IdP swap. Vercel + Supabase Postgres remain as the legacy/rollback backend during the cutover soak (see docs/cf-full-backend-plan.md). API keys (Gemini, the scraper proxy) live server-side, so installers never handle them.

Surface	Where	Install	Client
Claude plugin	claude-plugin/	/plugin marketplace add man0l/slashloop	Claude Code
Connector	deployed host	add …/mcp as a custom connector	Claude Desktop, Cowork, claude.ai

Live endpoint: https://mcp.slashloop.dev/mcp

Agent skills

skills/ contains installable agent skills for the remote MCP: slashloop-sources, slashloop-refresh, slashloop-gallery, slashloop-experiments, and slashloop. After publication to npm, install them with:

npx slashloop-skills install --codex

Use --claude, --project, or --target <skills-dir> for another skills root. Copy a skill directory into your agent's skills root (for Codex, $CODEX_HOME/skills) and read its SKILL.md before running the workflow. Every skill requires an explicit workspace ID or exact workspace name; none silently defaults to the primary workspace.

src/
  register-tools.ts  # 63 tools, shared with the remote host
  tools/             # sources, feed, video, hooks, creative, studio, settings, experiments
  analysis/          # Gemini native + text analyzers
  lib/               # scrapers, gemini, spend-cap, storage, media, retention
remote/              # OAuth + Streamable HTTP handlers
api/                 # Legacy Vercel entrypoints, retained as the rollback path.
                     # Several URL paths were folded onto one physical function
                     # via rewrites (see api/sources.ts); that rewrite config
                     # went away with the Vercel project. Live routing is
                     # src/cf/router.ts, which mirrors the old rewrites 1:1.
api/billing.ts       # Checkout, Billing Portal, status — called by slashloop-site
api/stripe/          # Webhook — the only thing that grants/revokes credits
api/cron/            # Scheduled jobs (media retention sweep, weekly digest)
claude-plugin/       # Claude Code plugin (skills + bundled remote MCP)

---

Install

Claude Code (plugin — skills + remote MCP)

/plugin marketplace add man0l/slashloop

Then install slashloop from the Marketplace tab. The plugin registers the remote MCP server and the /slashloop:track, /slashloop:discover skills. On first tool call, complete the Supabase OAuth login in the browser.

Claude Desktop / Cowork / claude.ai (connector)

Settings → Connectors → Add custom connector → https://mcp.slashloop.dev/mcp → log in → consent. All 63 tools (plus whoami) are then available; ask in plain language ("track tiktok creator @x", "find outlier videos about Y").

The /slashloop:track / /discover slash shortcuts are Claude Code plugin skills. In Desktop/Cowork you don't need them — the connector exposes every tool directly.

---

Self-host (Workers primary; Vercel + Supabase legacy/rollback)

Cutover in progress: Worker + D1 is primary (docs/cf-full-backend-plan.md, runbook docs/cloudflare-migration.md, checks docs/cf-cutover-checklist.md). Below is the legacy Vercel/Supabase path, kept as the rollback target.

The Vercel project has been deleted, so that path is not currently deployable: vercel --prod below needs a project re-created, and vercel.json (the URL rewrites the api/ entrypoints depend on) went with it. The api/ source and the Supabase steps are still here so the path can be restored.

1. Supabase dashboard

1. Auth → URL Configuration → Site URL = your public connector URL.
2. Auth → OAuth Server → Enable. Authorization path = /oauth/consent. Turn on Dynamic client registration.
3. JWT signing → asymmetric (RS256).
4. Email/password enabled + a user.

2. Env

cp .env.example .env
# DATABASE_URL + DIRECT_URL (Supabase Postgres pooler)
# SUPABASE_URL, SUPABASE_ANON_KEY
# GEMINI_API_KEY, SCRAPER_PROXY_URL, PROXY_TRAFFIC_CAP_GB, PUBLIC_URL

3. Run / deploy

bun install
bun run remote:dev       # local: http://localhost:8788 (+ tunnel for OAuth)
# or: vercel --prod

Schema changes

Production schema is managed by Supabase migrations, not Prisma. SQL files in supabase/migrations/ are applied by the Supabase GitHub integration on merge to the default branch. prisma/schema.prisma stays the source of truth for the client (types + query builder) — the two must be kept in sync by hand.

To add a schema change:

# 1. Edit prisma/schema.prisma
# 2. Generate the delta SQL (offline — no DB connection needed):
bunx prisma migrate diff \
  --from-schema-datamodel <schema.prisma before your change> \
  --to-schema-datamodel   prisma/schema.prisma \
  --script > supabase/migrations/$(date +%Y%m%d%H%M%S)_your_change.sql
# 3. Harden it with IF NOT EXISTS guards (see the billing migration for the
#    pattern), commit, and merge — Supabase applies it.
bun run db:generate      # refresh the Prisma client

Media storage (optional)

TikTok cover images and MP4s are persisted to Supabase Storage so the feed doesn't render broken images once the source CDN's signed URLs expire, and so re-analysis can skip a metered proxy download. Leave SUPABASE_SECRET_KEY unset and the entire path no-ops — everything else works as before.

Setup is one step: set SUPABASE_SECRET_KEY and CRON_SECRET in Vercel. Two buckets are needed — thumbs (public, 5MiB, images only) and media (private, 100MiB, video/mp4 only). supabase/migrations/*_media_storage_buckets.sql creates them if they're absent, so a fresh project or a local supabase start comes up ready.

That migration is create-only (ON CONFLICT DO NOTHING) — it never reconciles a bucket that already exists, so dashboard settings are safe from it. It also downgrades a permissions failure on storage.buckets to a NOTICE rather than blocking a deploy.

So on a project whose buckets were created by hand — which includes this one — the size limits and mime allowlists above do not exist and will not be added by deploying. A bucket made in the dashboard has no limit unless someone typed one in. Nothing breaks without them; they are a ceiling, not a requirement. To actually get them, set them in the dashboard.

The setting that does matter is media must be private — public would mean an open mirror of scraped video. Worth confirming once.

Retention defaults to 3 days and is a per-workspace setting changed via the update_settings tool, capped per plan. Supabase has no object lifecycle rules, so expiry runs as a daily Vercel Cron (/api/cron/media-retention).

Analysis runs off the request path

analyze_video with the gemini-native backend queues rather than analysing inline, and returns a jobId. Poll get_video — analysisJob reports progress, analysis carries the result once it lands. gemini-text still returns its analysis directly; it is one text call and finishes in seconds.

The reason is a hard ceiling, not a preference: a native analysis has to download the MP4, upload it to Gemini, wait for processing and then generate, which does not fit api/mcp.ts's 60s maxDuration — and the Vercel plan cannot raise it. The MCP client applies its own timeout too, so a synchronous call could not be rescued by a bigger server budget anyway.

Enqueueing fires a non-blocking call to /api/jobs/analyze, which runs the job on a fresh invocation with its own 60s. That dispatch is best-effort and nothing depends on it.

What makes the queue reliable is pg_cron, running inside Postgres every minute (supabase/migrations/*_pgcron_drain_analyze_jobs.sql). Vercel Cron is capped at one run per day on this plan and rejects sub-daily expressions at deploy time; pg_cron is not subject to that at all. Each minute it POSTs /api/jobs/analyze, but only when a row is queued or running — so an idle queue costs zero function invocations.

The job does nothing else: recovering abandoned claims is the worker's job, in TypeScript, so MAX_ATTEMPTS and STUCK_AFTER_MINUTES have exactly one definition (src/lib/jobs.ts) instead of a second copy in SQL that drifts. running is in the gate because only the worker can decide a claim is abandoned.

Two secrets must exist in Supabase Vault or the job is a deliberate no-op:

Vault secret	Value
cron_secret	must equal the CRON_SECRET env var the worker checks
worker_base_url	e.g. https://mcp.slashloop.dev, no trailing slash

They are read by name at run time and are not in the migration. If you rotate CRON_SECRET in Vercel, update the Vault copy too, or the drain silently 401s.

There is deliberately no Vercel Cron fallback for this. A daily duplicate of a per-minute job is a third code path earning its keep only if pg_cron breaks, and it would mask that breakage rather than surface it. If the drain stops, jobs visibly pile up in queued — which is the signal you want.

Full design, including the later phases: docs/media-storage-plan.md.

⚠️ Do not run bun run db:push against production. It bypasses the migration history entirely and will drift from what Supabase has applied. It exists only for throwaway local databases. Likewise, never run prisma migrate — it maintains its own _prisma_migrations table that Supabase knows nothing about.

Routes

Route	Purpose
POST /mcp	MCP endpoint (Bearer JWT)
GET /.well-known/oauth-protected-resource	RFC 9728 → Supabase AS
GET /login	Email/password sign-in
GET /oauth/consent	Consent UI
GET /health	Liveness
POST /api/billing/checkout	Bearer JWT. Creates a Stripe Checkout Session, returns { url }
POST /api/billing/portal	Bearer JWT. Creates a Billing Portal session, returns { url }
GET /api/billing/status	Bearer JWT. Returns { planKey, planCredits, packCredits, periodEnd, billingStatus }
POST /api/stripe/webhook	Stripe signature, not JWT. The only thing that grants/revokes credits
POST /api/jobs/analyze	CRON_SECRET. Drains queued analyses off the request path
GET /api/cron/media-retention	CRON_SECRET. Daily. Expires stored media

The three /api/billing/* routes carry CORS for SITE_URL (the landing site's origin); /mcp and /api/stripe/webhook don't need it — neither is called from a browser.

---

Required variables

Variable	Required?	Purpose
DATABASE_URL	yes	Supabase Postgres pooler (?pgbouncer=true&connection_limit=1)
DIRECT_URL	local only	Supabase session-mode URL (port 5432). Prisma's datasource declares it, but production schema changes go through supabase/migrations/ — see "Schema changes" above
SUPABASE_URL	yes (remote)	https://YOUR-PROJECT.supabase.co
SUPABASE_ANON_KEY	yes (remote)	Supabase publishable key
GEMINI_API_KEY	yes	Powers gemini-native (primary) + gemini-text (fallback) analysis, hook variations, briefs
SCRAPER_PROXY_URL	for live TikTok	Residential proxy for list scrapes + single-video download
PROXY_TRAFFIC_CAP_GB	optional	Monthly proxy traffic cap in gigabytes of wire bytes, i.e. compressed + headers (default 0.25)
PUBLIC_URL	yes (prod)	Public origin Claude reaches
SITE_URL	yes (billing)	Origin of slashloop-site — Checkout/Portal redirects + CORS
STRIPE_MODE	no (default live)	live or test — which key set the app uses
STRIPE_SECRET_KEY / STRIPE_TEST_SECRET_KEY	yes (billing)	Live / test Stripe API keys
STRIPE_WEBHOOK_SECRET / STRIPE_TEST_WEBHOOK_SECRET	yes (billing)	Live / test signing secrets for /api/stripe/webhook
STRIPE_PRICE_* / STRIPE_TEST_PRICE_*	yes (billing)	Live / test Price ids (CREATOR_MONTH, CREATOR_YEAR, PRO_MONTH, PRO_YEAR, PACK)
SUPABASE_SECRET_KEY	optional	Enables media storage. Unset = the whole media path no-ops
STORAGE_THUMB_BUCKET / STORAGE_MEDIA_BUCKET	optional	Bucket names (default thumbs public, media private)
THUMB_RETENTION_DAYS_DEFAULT / MEDIA_RETENTION_DAYS_DEFAULT	optional	Seeds new workspaces only (default 3). Retention itself is a per-workspace setting
RETENTION_DAYS_MAX	optional	Absolute ceiling above any plan's allowance (default 90)
CRON_SECRET	yes (storage)	Guards /api/cron/*. The retention sweep deletes media — it must not be publicly invocable

See docs/stripe-implementation-plan.md for the full Stripe dashboard setup (products, prices, webhook registration). Schema is applied by the Supabase migration in supabase/migrations/ on merge; the remaining manual step is populating the env vars above from a real Stripe account.

---

Tool inventory (63 tools, plus whoami on the remote host)

Module	Tools
Sources (8)	list_sources, get_source, create_source, update_source, delete_source, refresh_source, suggest_sources, dismiss_suggested_source
Discover (1)	discover
Feed (3)	get_feed, search_library, get_outlier_summary
Video (3)	get_video, analyze_video, get_video_transcript
Hooks (4)	list_hooks, extract_hook, generate_hook_variations, list_hook_variations
Creative (16)	list_boards, get_board, create_board, save_to_board, export_board, list_ideas, get_idea_queue, create_idea, update_idea_status, create_brief, get_brief, list_briefs, export_brief, generate_script, get_script, list_scripts
Studio (2)	get_weekly_retro, get_benchmark
Experiments (10)	list_experiments, get_experiment, create_experiment, estimate_experiment, plan_experiment, update_experiment_variant, generate_experiment, retry_experiment, cancel_experiment, delete_experiment
Settings (7)	get_usage, get_settings, update_settings, get_refresh_logs, run_auto_analyze, get_apify_spend_status, get_digest
Gallery (1)	show_gallery
Fetch (1)	fetch_videos
Baselines (2)	deepen_baselines, rescore_sources
Jobs (2)	await_job, get_job_status
Schedule (2)	list_due_sources, refresh_due_sources
Workspaces (1)	list_workspaces

Experiments are the agent-facing twin of the site's /experiments page and wrap the same service as api/experiments.ts (src/experiments/service.ts): create_experiment (free draft, one experiment per source slideshow, or mode:"brief" for a single draft with no source video) → estimate_experiment stage plan → user approves → plan_experiment (background analysis + pattern report + variant briefs) → status review → optional update_experiment_variant → estimate_experiment stage generate → user approves → generate_experiment (background rendering). Every spending tool takes approvedCredits and refuses if the fresh estimate is higher; omitted idempotency keys are derived from the request, so an identical retry replays instead of duplicating.

discover is the keyword-driven front door: paste a niche (keywords, #hashtags, @handles) → AI expands into seed keywords → each seed gets a small real probe scrape → hashtags + creators are mined from sampled captions with view evidence → pick from verified suggestions to track. The site's Discover screen (/discover) drives the same pipeline over REST (POST /api/sources/discover

• /api/sources/discover/mine).

---

Spend cap behavior

• Cap: PROXY_TRAFFIC_CAP_GB per calendar month
• Enforced at: every refresh_source (and single-video download) before proxy traffic is spent
• On breach: the call is refused, a cap_breach event is persisted to UsageLog, and the optional APIFY_CAP_NOTIFICATION_HOOK fires
• To check: call get_scraper_spend_status (get_apify_spend_status is the legacy name of the same tool)
• Historical Apify spend rows stay in UsageLog and are still reported
• Resets on the first of each calendar month.

---

Architecture notes

• Stateless per request: each POST /mcp builds a fresh transport + McpServer (WebStandardStreamableHTTPServerTransport), scoped by the JWT sub via runWithUser (AsyncLocalStorage) → requireWorkspace().
• Multi-tenant: every workspace lookup keys off the Supabase user id; JWT scoping isolates users.
• Failure tracking is DB-backed (Workspace.failureCountsJson) so the "2 consecutive failures → fallback" rule survives across stateless requests. Entries decay after an hour, and a success clears only the streak of the backend that succeeded — an account-level failure (OpenRouter out of balance) also parks that backend in a penalty box for the rest of the window.
• No in-process scheduler: run_auto_analyze is an on-demand tool; for nightly batch use bun src/scripts/auto_analyze_cron.ts.
• Batch discount: run_auto_analyze passes batch: true → BATCH_COST_ESTIMATES (50% Gemini Batch API discount). Single analyze_video uses interactive rates.
• Schema is the contract: both analyzers emit the same VideoAnalysisData Zod schema; unfilled fields are null with an analysisBasis tag.

---

Scripts

Script	Purpose
bun run remote:dev	Local remote host with watch (port 8788)
bun run seed	Seed mock data
bun run db:push	⚠️ Local/throwaway DBs only — never production (see "Schema changes")
bun run db:generate	Generate Prisma client
bun src/scripts/auto_analyze_cron.ts	External cron entry for nightly batch

VPS worker (optional — removes the 60s ceiling)

Vercel Hobby caps functions at 60s, which a full-length OpenRouter video analysis (Qwen needs ~45s+ on a 10s clip and >50s on real clips) cannot fit. The same queue can be drained by a long-running worker with no wall-clock limit:

• src/worker/process-job.ts — the per-job processing switch (fetch / analyze / rescore / refresh), shared by the Vercel worker (api/jobs/analyze.ts) and the VPS loop, so the retry/refund policy lives in exactly one place.
• src/worker/index.ts — bun run worker: reclaims stuck jobs, claims in priority (fetch → analyze → rescore → refresh) with FOR UPDATE SKIP LOCKED (safe to run alongside the Vercel worker / pg_cron — jobs are never double-claimed), processes with no budget, idles WORKER_IDLE_MS (default 3s).
• Docker: docker build -t slashloop-worker -f worker/Dockerfile . and run with worker/.env.example (same env as Vercel plus OPENROUTER_VIDEO_TIMEOUT_MS/OPENROUTER_VIDEO_MAX_DURATION_SEC).
• If the VPS dies, pg_cron keeps poking Vercel's worker → text-level analysis still works.