Slashloop MCP server
Commit Nov 12, 2026Track TikTok niches, identify outlier videos, and use Gemini video analysis to generate creative hooks and briefs.
Also known as man0l/slashloop, slashloop
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What is Slashloop MCP?
Slashloop tracks TikTok niches, identify outlier videos, and use Gemini video analysis to generate creative hooks and briefs.
Summary generated from the project's README
About Slashloop MCP server
Content creators and social media researchers can use Slashloop to automate the process of finding viral short-form video trends on TikTok, Reels, and Shorts. The server identifies outlier videos within specific niches and uses Gemini video analysis to transform successful content into creative hooks, new ideas, and detailed briefs. It functions as a remote HTTP MCP server hosted on Cloudflare Workers, meaning users do not need to manage local installations or sensitive API keys like Gemini or scraper proxies, which are handled server-side.
Users can connect via Claude Desktop, Claude Code, or claude.ai by adding the custom connector endpoint. Claude Code users can also install specific agent skills like slashloop-sources or slashloop-gallery using the marketplace. The system provides 63 different tools for managing feeds, performing video analysis, and handling workspace settings. Authentication is managed through Supabase OAuth2, ensuring a secure connection between the AI client and the research data.
What you can do with it
- 1Identify viral video outliersFind videos in a specific niche that are performing significantly better than average to spot emerging trends.
- 2Generate creative content briefsTurn successful short-form videos into structured creative briefs and engaging hooks using AI analysis.
- 3Automate niche trackingMonitor specific TikTok creators or topics to keep a pulse on content performance.
- 4Analyze video content deeplyUse native Gemini processing to perform deep analysis on video files for better content intelligence.
Written from the project's README. Every use case is checked against a quote from it.
How to install Slashloop MCP
Formats verified 10 Nov 2026Add to CursorAdd to GooseInstall Slashloop MCP in Claude Code
$ claude mcp add --transport http slashloop https://mcp.slashloop.dev/mcpInstall Slashloop MCP in Cursor
~/.cursor/mcp.json
{
"mcpServers": {
"slashloop": {
"url": "https://mcp.slashloop.dev/mcp"
}
}
}Install Slashloop MCP in VS Code
.vscode/mcp.json
{
"servers": {
"slashloop": {
"type": "http",
"url": "https://mcp.slashloop.dev/mcp"
}
}
}Install Slashloop MCP in VS Code CLI
$ code --add-mcp '{"name":"slashloop","type":"http","url":"https://mcp.slashloop.dev/mcp"}'Install Slashloop MCP in Codex
$ codex mcp add slashloop --url https://mcp.slashloop.dev/mcpInstall Slashloop MCP in Codex config.toml
~/.codex/config.toml
[mcp_servers.slashloop] url = "https://mcp.slashloop.dev/mcp"
Install Slashloop MCP in Gemini CLI
$ gemini mcp add -s user --transport http slashloop https://mcp.slashloop.dev/mcpInstall Slashloop MCP in Gemini settings.json
~/.gemini/settings.json
{
"mcpServers": {
"slashloop": {
"url": "https://mcp.slashloop.dev/mcp",
"type": "http"
}
}
}Automated checks
Ran Nov 15, 2026Full report →Not verified yet. A server needs a score of 80, no serious finding, and enough data for us to check. How checks work · What to fix for more points
- Source repository linked and reachableman0l/slashloop is public and reachablegithub.com/man0l/slashloop ↗Pass
- Package names this repository as its sourceNot checked
- Build provenance (Sigstore attestation)Not checked
- Open source license (OSI)No licenseFinding
- Commit or release in the last yearLast commit or release 2026-11-12github.com/man0l/slashloop ↗Pass
- OpenSSF ScorecardNot checked
- Package name not close to a popular packageNot checked
- No critical advisory in the package or its dependenciesNot checked
- No hidden instructions to the model0 tool descriptions and the README read; no override phrases, credential paths or hidden charactersPass
- Destructive tools are labelledNot checked
- Remote endpoint answers the MCP handshakeHTTPS endpoint answered 401 (sign-in required)Pass
README
View on GitHubslashloop
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 (see docs/cf-full-backend-plan.md). Vercel is
retired. 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/ # Web-standard per-method handlers, dispatched by the Worker
# via src/cf/router.ts (several URL paths share one file).
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//discoverslash shortcuts are Claude Code plugin skills. In Desktop/Cowork you don't need them — the connector exposes every tool directly.
Self-host (Workers primary; Supabase OAuth)
Cutover in progress: Worker + D1 is primary (
docs/cf-full-backend-plan.md, runbookdocs/cloudflare-migration.md, checksdocs/cf-cutover-checklist.md). Below is the Supabase OAuth setup and local dev server.Vercel is retired (project deleted,
api/mcp.ts/api/pages.tsentrypoints removed in SLA-1243). The Supabase steps below are kept for the OAuth setup;remote:devis the local server.
1. Supabase dashboard
- Auth → URL Configuration → Site URL = your public connector URL.
- Auth → OAuth Server → Enable. Authorization path =
/oauth/consent. Turn on Dynamic client registration. - JWT signing → asymmetric (RS256).
- 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)
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 onstorage.bucketsto aNOTICErather 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
mediamust 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:pushagainst production. It bypasses the migration history entirely and will drift from what Supabase has applied. It exists only for throwaway local databases. Likewise, never runprisma migrate— it maintains its own_prisma_migrationstable 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). On the Cloudflare Worker they arrive as one STRIPE_PRICES JSON binding (keyed by these names, built by sync-worker-secrets.mjs); the per-name vars remain a fallback |
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_GBper calendar month - Enforced at: every
refresh_source(and single-video download) before proxy traffic is spent - On breach: the call is refused, a
cap_breachevent is persisted toUsageLog, and the optionalAPIFY_CAP_NOTIFICATION_HOOKfires - To check: call
get_scraper_spend_status(get_apify_spend_statusis the legacy name of the same tool) - Historical Apify spend rows stay in
UsageLogand are still reported - Resets on the first of each calendar month.
Architecture notes
- Stateless per request: each
POST /mcpbuilds a fresh transport +McpServer(WebStandardStreamableHTTPServerTransport), scoped by the JWTsubviarunWithUser(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_analyzeis an on-demand tool; for nightly batch usebun src/scripts/auto_analyze_cron.ts. - Batch discount:
run_auto_analyzepassesbatch: true→BATCH_COST_ESTIMATES(50% Gemini Batch API discount). Singleanalyze_videouses interactive rates. - Schema is the contract: both analyzers emit the same
VideoAnalysisDataZod schema; unfilled fields arenullwith ananalysisBasistag.
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) withFOR UPDATE SKIP LOCKED(safe to run alongside the Vercel worker / pg_cron — jobs are never double-claimed), processes with no budget, idlesWORKER_IDLE_MS(default 3s).- Docker:
docker build -t slashloop-worker -f worker/Dockerfile .and run withworker/.env.example(same env as Vercel plusOPENROUTER_VIDEO_TIMEOUT_MS/OPENROUTER_VIDEO_MAX_DURATION_SEC). - If the VPS dies, pg_cron keeps poking Vercel's worker → text-level analysis still works.
Slashloop MCP questions
How do I add Slashloop MCP to Claude Code?
Run claude mcp add --transport http slashloop https://mcp.slashloop.dev/mcp in your terminal. Add --scope user to make it available in every project.
How do I add Slashloop MCP to Cursor?
Open ~/.cursor/mcp.json and add the server under mcpServers, using the Cursor config shown in the install section above.
How do I install Slashloop for Claude Code?
You can install it using the command /plugin marketplace add man0l/slashloop and then installing slashloop from the Marketplace tab.
Does the server handle my API keys?
Yes, API keys for Gemini and the scraper proxy are stored server-side so that installers never have to handle them.