We Built It For Ourselves.Now It's Available For You.
We spent years building scalable edge infrastructure and AI capabilities for MemoryStore.in. 26 APIs, battle-tested in production, serving millions of requests daily. Then we realized — why keep it to ourselves?
The same APIs powering our platform can now power yours. No rebuilding from scratch. Contact us for API access and start integrating in minutes.
Save the reel. Find it by what it said.
Enterprise-Grade Infrastructure
Built on Cloudflare's Global Network
We eat our own dog food — every API on this page powers MemoryStore.in daily
We Don't Just Sell APIs. We Use Them Every Day.
Every single API in our catalog powers MemoryStore.in in production. When we say battle-tested, we mean it — our business runs on the same infrastructure we offer you.
MemoryStore.in
Our platform. Powered by all 26 APIs.
MemoryStore.in is our flagship application — a comprehensive edge infrastructure and AI services platform. Every API we offer was originally built to solve a real problem we faced while scaling MemoryStore.in. We eat our own dog food.
Edge Media & Caching
Serving 1.2M+ link previews daily across MemoryStore.in
AI Transcription & RAG
Processing 50K+ audio minutes and 200K+ document queries monthly
Team Collaboration
Powering real-time collaboration for 2,400+ dev teams
Technical SEO & GEO
Tracking 500K+ AI citations and optimizing 100K+ pages
Short-Form AI Content
Generating and publishing 15K+ content pieces weekly
Distributed Systems
Handling 2M+ distributed transactions daily with zero duplicates
If it works for us at scale, it'll work for you.
Contact Us for API AccessBuilt on the Best Stack
We leverage industry-leading technologies to deliver enterprise-grade reliability and performance.
From Your First API Call to Production Scale
See how every request flows through our edge infrastructure — authenticated, processed, cached, and delivered in milliseconds.
Your Application
Client RequestYour app sends an API request — a link preview, transcription job, or any of our 26 endpoints.
Auth & Rate Limit
Edge GatewayRequest hits our edge gateway — API key validated, rate limits checked, idempotency key resolved.
Processing Engine
Worker ExecutionRouted to the right Cloudflare Hono worker — zero cold starts, sub-50ms boot.
R2 Cache & Storage
Persistent LayerResults cached permanently in R2 storage. Next identical request? Served from cache in <8ms.
Response Delivered
Sub-50ms at ScaleStructured JSON response sent back — cached or fresh — with full observability headers.
B2B Services Gateway
Enterprise-grade infrastructure exposed as modular, plug-and-play APIs. Three core pillars powering modern AI-first applications.
Edge Storage & Collaboration
Media Translation & Analytics Core
Autopilot Creator & Distribution Engine
Distributed Systems & DevOps Infra
Audio Intelligence — Voice & Music Separation
NEWSeparate vocals from music in any mixed audio track. Power karaoke apps, dubbing pipelines, podcast editors, and remix tools — without owning a single GPU.
Edge Media Extraction & Caching
Resilient Link Previews & Permanent Media Caching API
The Pain: Bookmarked URLs constantly show "broken image" icons because platforms like Instagram regularly expire their CDN image tokens.
The Solution: A secure, high-performance edge scraping API that extracts meta tags and immediately stores high-resolution media in your own first-party storage.
Zero broken images. Instant load speeds. Unbreakable bookmarks.
curl -X GET \
"https://api.memorystore.co.in/v1/preview?url=https://instagram.com/p/abc" \
-H "Authorization: Bearer ms_live_your_api_key"Universal "Save to Knowledge Base" Button
The Pain: Content publishers want readers to easily save articles to personal AI tools, but don't want to build custom integrations for every AI client.
The Solution: An embeddable Javascript widget and API that allows any website to offer a "Save to personal AI brain" button.
Position your product as the unified portal connecting public web publishers directly to personal AI contexts.
curl -X GET \
"https://api.memorystore.co.in/v1/save?url=https://example.com/article" \
-H "Authorization: Bearer ms_live_your_api_key"Team Collaboration & Cloud Syncing
Google Drive & Cloud Storage Bridge API
The Pain: Implementing cloud drive syncs is a developer's worst nightmare — complex OAuth, refresh tokens, deep link bridges, and multipart streaming.
The Solution: A plug-and-play, zero-configuration Cloud Storage Gateway that handles authorization and streaming uploads for you.
Launch Google Drive backup features in your app in a single afternoon.
curl -X POST \
"https://api.memorystore.co.in/v1/drive/upload" \
-H "Authorization: Bearer ms_live_your_api_key" \
-H "Content-Type: application/json" \
-d '{ "fileUrl": "...", "fileName": "..." }'Resilient Cloud Backup & Migration Gateway
The Pain: Asynchronously moving millions of user files to external clouds consistently crashes due to quota limits, expired tokens, and invalid folder pointers.
The Solution: A highly resilient migration worker built with automated retry backoffs, fallback paths, and directory self-healing.
Complete data safety. Zero migration drop-offs. Flawless background syncing.
curl -X POST \
"https://api.memorystore.co.in/v1/backup/migrate" \
-H "Authorization: Bearer ms_live_your_api_key" \
-H "Content-Type: application/json" \
-d '{ "source": "local", "destination": "gdrive" }'Collaborative Knowledge Vault & RBAC Engine API
The Pain: Building secure, shared workspaces requires complex database schemas, granular RBAC, and bulletproof compliance auditing.
The Solution: A complete, enterprise-grade multi-tenant collaborative vault system packaged as a secure API.
Instant enterprise-ready collaboration features without writing a single line of access control logic.
curl -X POST \
"https://api.memorystore.co.in/v1/vault/create" \
-H "Authorization: Bearer ms_live_your_api_key" \
-H "Content-Type: application/json" \
-d '{ "name": "Project Alpha", "permissions": ["read", "write"] }'Multi-Channel Edge Push & Broadcast Engagement API
The Pain: Engaging users across iOS, Android, and Email on different schedules requires managing heavy notification workers and complex DB triggers.
The Solution: A serverless campaign operations center that aggregates users, segments, and schedules multi-channel notifications.
Increase retention through automated, hyper-targeted campaigns from a single unified API.
curl -X POST \
"https://api.memorystore.co.in/v1/push/broadcast" \
-H "Authorization: Bearer ms_live_your_api_key" \
-H "Content-Type: application/json" \
-d '{ "segment": "active_users", "channels": ["push", "email"] }'AI Transcription & RAG Grounding
"Heavy-Queue" Media Transcription & Semantic Intelligence API
The Pain: Video and audio files are black boxes. Simple speech-to-text leaves you with massive blocks of unreadable, unindexed text.
The Solution: An event-driven, high-throughput pipeline that transcribes video/audio and structures it using Gemini Flash models.
Instantly unlock audio/video searching, scanning, and summarizing without setting up massive node clusters.
curl -X POST \
"https://api.memorystore.co.in/v1/transcribe" \
-H "Authorization: Bearer ms_live_your_api_key" \
-H "Content-Type: application/json" \
-d '{ "url": "https://example.com/video.mp4", "options": { "summary": true } }'Turnkey Model Context Protocol (MCP) Edge Gateway
The Pain: Setting up scalable stateful integrations with authorization for tools like Claude Desktop, Cursor, and ChatGPT is complex.
The Solution: Enterprise-ready MCP hosting running on stateful Cloudflare Durable Objects.
Make your app instantly part of the active AI ecosystem.
curl -X POST \
"https://api.memorystore.co.in/v1/mcp/connect" \
-H "Authorization: Bearer ms_live_your_api_key" \
-H "Content-Type: application/json" \
-d '{ "tool": "claude-desktop", "auth": "oauth" }'LLMSEO (Generative Engine Optimization) & RAG Indexing API
The Pain: If your documentation isn't structured for AI search, you don't exist in the conversational search era.
The Solution: A specialized RAG pipeline designed specifically to index your brand's assets so they are cited by AI search agents.
Direct traffic from Perplexity and ChatGPT citations.
curl -X POST \
"https://api.memorystore.co.in/v1/llmseo/index" \
-H "Authorization: Bearer ms_live_your_api_key" \
-H "Content-Type: application/json" \
-d '{ "domain": "example.com", "pages": 500 }'"Thought Connect" Grounded Reasoning API
The Pain: Chatbots built on simple vector search are shallow — they just search for keywords and often hallucinate.
The Solution: A high-level cognitive routing engine that analyzes user intent and formulates structured, multi-dimensional search paths.
Instantly upgrade any basic chatbot into a reliable, analytical advisory agent.
curl -X POST \
"https://api.memorystore.co.in/v1/reason" \
-H "Authorization: Bearer ms_live_your_api_key" \
-H "Content-Type: application/json" \
-d '{ "query": "How does X work?", "mode": "decide" }'Audio Intelligence — Voice & Music Separation
MS-Vocal-Isolate — Extract Voice, Remove Music API
The Pain: Karaoke apps, dubbing studios, and podcast editors need clean vocal tracks — but isolating voice from a mixed song requires expensive ML engineers and GPU servers.
The Solution: Send us any mixed audio file (MP3/WAV). Our MS-Vocal-Isolate model returns a clean vocal-only track with the music background removed. Powered by state-of-the-art Demucs-based separation, optimized on Apple Silicon.
Build karaoke, dubbing, and podcast features without owning a single GPU.
curl -X POST \
"https://api.memorystore.co.in/v1/audio/vocal-isolate" \
-H "Authorization: Bearer ms_live_your_api_key" \
-H "Content-Type: application/json" \
-d '{ "audioUrl": "https://r2.memorystore.co/song.mp3", "outputFormat": "wav" }'MS-Instrumental-Extract — Extract Music, Remove Voice API
The Pain: Content creators, remixers, and short-video apps need instrumental backing tracks — but stripping vocals from songs the old way (phase cancellation) destroys audio quality.
The Solution: Send us any mixed audio file. Our MS-Instrumental-Extract model returns the music-only track with vocals removed. Perfect for karaoke backgrounds, remixes, and sing-along videos.
Turn any song into a karaoke-ready instrumental in seconds — no quality loss.
curl -X POST \
"https://api.memorystore.co.in/v1/audio/instrumental-extract" \
-H "Authorization: Bearer ms_live_your_api_key" \
-H "Content-Type: application/json" \
-d '{ "audioUrl": "https://r2.memorystore.co/song.mp3", "outputFormat": "mp3" }'Short-Form AI Content Creation & Publishing
"Attention-Hijack" Viral Hook Copywriting API
The Pain: Most marketing copy fails because the first 3 seconds of the script are boring. Writing high-retention hooks requires expensive specialists.
The Solution: An algorithmic copywriting API pre-seeded with mathematically proven hook templates and cognitive triggers.
Programmatic creation of highly engaging social media captions, titles, and video scripts in seconds.
curl -X POST \
"https://api.memorystore.co.in/v1/hooks/generate" \
-H "Authorization: Bearer ms_live_your_api_key" \
-H "Content-Type: application/json" \
-d '{ "topic": "AI tools", "style": "curiosity-gap" }'Faceless Video Narration & Autocut Generation Engine
The Pain: Editing vertical videos manually takes hours. Syncing voice clones, trimming footage, and speed-matching narration is a massive bottleneck.
The Solution: A fully automated Python-based FFMPEG and AI audio pipeline that edits raw video into viral shorts instantly.
Turn raw phone footage into fully-voiced, viral-ready video ads in 90 seconds.
curl -X POST \
"https://api.memorystore.co.in/v1/video/autocut" \
-H "Authorization: Bearer ms_live_your_api_key" \
-H "Content-Type: application/json" \
-d '{ "videoUrl": "https://r2.memorystore.co/raw.mp4" }'Unified Multi-Platform Social Media Auto-Publisher API
The Pain: Developing API posting connectors for X, Threads, Instagram, YouTube, TikTok, and Facebook is an engineering nightmare.
The Solution: A unified social distribution API that handles multi-platform scheduling, formatting, and posting under one dashboard.
Let your users post everywhere in 1-click.
curl -X POST \
"https://api.memorystore.co.in/v1/publish" \
-H "Authorization: Bearer ms_live_your_api_key" \
-H "Content-Type: application/json" \
-d '{ "videoUrl": "https://r2.memorystore.co/user/vid.mp4", "platforms": ["instagram", "tiktok", "youtube", "threads", "x"], "caption": "Check out this satisfying cook!" }'Autonomous Brand Media Autopilot (The Content Factory)
The Pain: E-commerce brands and agencies want to maintain social presences but have zero budget for video editors and social media managers.
The Solution: A completely autonomous, end-to-end webhook that handles raw video inputs, edits them, and publishes them.
Upload a video of a product to a folder — watch it go viral on 6 platforms completely on autopilot.
curl -X POST \
"https://api.memorystore.co.in/v1/autopilot/start" \
-H "Authorization: Bearer ms_live_your_api_key" \
-H "Content-Type: application/json" \
-d '{ "videoUrl": "https://r2.memorystore.co/product.mp4" }'Advanced Machine Learning & Generative Graphics
MLX-Powered Zero-Shot Voice Cloning API
The Pain: Generating professional custom voiceovers requires hiring expensive voice actors or training massive TTS models.
The Solution: A local, zero-shot conversational speech cloning engine that clones any voice in 20 seconds of context.
Create high-quality, personalized voice assets instantly from raw text.
curl -X POST \
"https://api.memorystore.co.in/v1/voice/clone" \
-H "Authorization: Bearer ms_live_your_api_key" \
-H "Content-Type: application/json" \
-d '{ "sample_url": "https://r2.memorystore.co/voice.wav", "text": "Hello world" }'Local LoRA Fine-Tuning Pipeline (ML-as-a-Service)
The Pain: Fine-tuning models on a specific corporate voice requires expensive, complex cloud GPU nodes.
The Solution: A fully automated, Apple Silicon-optimized pipeline that curates data, formats training pairs, and fine-tunes LLMs locally.
Deploy hyper-customized local models that write exactly like your top copywriters, cheaply on edge hardware.
curl -X POST \
"https://api.memorystore.co.in/v1/lora/train" \
-H "Authorization: Bearer ms_live_your_api_key" \
-H "Content-Type: application/json" \
-d '{ "dataset": "brand-voice", "epochs": 10 }'Programmatic React-Based Video & SVG Animation Engine
The Pain: Standard animations are heavy and static. Generating animated video assets at scale requires heavy After Effects servers.
The Solution: A lightweight, React-based vector and 3D rendering engine built on Remotion and Rive.
Programmatically generate personalized dynamic video ads in milliseconds.
curl -X POST \
"https://api.memorystore.co.in/v1/video/render" \
-H "Authorization: Bearer ms_live_your_api_key" \
-H "Content-Type: application/json" \
-d '{ "template": "product-ad", "data": { "name": "Widget" } }'White-Labeled Web Clipper & Browser Extension Engine
The Pain: Developing, publishing, and maintaining browser extensions is a painful process with complex OAuth requirements.
The Solution: A fully whitelabeled, secure web clipper extension package backed by proven background sync workers.
Give your users a custom-branded, high-fidelity browser saving companion overnight.
curl -X POST \
"https://api.memorystore.co.in/v1/clipper/save" \
-H "Authorization: Bearer ms_live_your_api_key" \
-H "Content-Type: application/json" \
-d '{ "url": "https://example.com/article", "format": "markdown" }'Technical SEO, GEO & AI Marketing Autopilot
llms.txt Schema Design & LLM sitemap Optimization
The Pain: AI search engines are crawling your website, but standard HTML confuses them, resulting in broken summaries or complete omission.
The Solution: Custom-designed /llms.txt files containing clean, markdown-based schemas tailored for LLMs.
Ensure AI engines always get exact, factual, high-fidelity data about your product.
curl -X GET \
"https://api.memorystore.co.in/llms.txt" \
-H "Authorization: Bearer ms_live_your_api_key"Generative Engine Optimization (GEO) & Competitor Gap Analysis
The Pain: Traditional SEO tools analyze Google keywords. You have no idea why competitors are being cited by ChatGPT/Perplexity instead of you.
The Solution: A semantic auditing API that queries leading LLMs, maps competitor citations, and identifies your brand's semantic context gap.
Dominate conversational searches. Win high-value referrals from Perplexity, Claude, and ChatGPT Search.
curl -X POST \
"https://api.memorystore.co.in/v1/geo/audit" \
-H "Authorization: Bearer ms_live_your_api_key" \
-H "Content-Type: application/json" \
-d '{ "domain": "example.com", "competitors": ["competitor1.com"] }'Full-Funnel AI Marketing Automation & Growth Strategy
The Pain: Building separate landing pages, lead magnets, copy, reels, and managing cross-platform publishing results in fragmented, slow campaigns.
The Solution: A fully integrated, autonomous campaign pipeline that manages your entire lead generation funnel.
Fully automated organic lead capture, conversion warming, and brand distribution.
curl -X POST \
"https://api.memorystore.co.in/v1/funnel/launch" \
-H "Authorization: Bearer ms_live_your_api_key" \
-H "Content-Type: application/json" \
-d '{ "campaign": "Q1 Launch", "channels": ["seo", "social"] }'Advanced Funnel Analytics & AI-Attribution Dashboard
The Pain: Standard analytics track link clicks, but can't show you when a buyer discovers your product via an LLM conversation.
The Solution: An advanced analytics engine designed specifically to decrypt and track AI-driven conversions.
Complete clarity on your AI organic ROI. Data-backed proof of what conversational keywords drive upgrades.
curl -X POST \
"https://api.memorystore.co.in/v1/attribution/track" \
-H "Authorization: Bearer ms_live_your_api_key" \
-H "Content-Type: application/json" \
-d '{ "event": "ai_citation", "source": "perplexity" }'Distributed Systems & DevOps Infrastructure
Key-Sorted Distributed Idempotency Gateway
The Pain: Network dropouts cause mobile apps to retry requests, leading to duplicate database writes and double-billing users.
The Solution: A high-fidelity edge transaction gatekeeper that normalizes, alphabetizes, and hashes request payloads to guarantee exactly-once execution.
Zero duplicate database items. Zero double-billing bugs. Unbreakable API transactions.
curl -X POST \
"https://api.memorystore.co.in/v1/idempotent/check" \
-H "Authorization: Bearer ms_live_your_api_key" \
-H "Content-Type: application/json" \
-d '{ "payload": { "action": "charge", "amount": 99.99 } }'L1/L2 Hybrid Cooldown & Edge Rate Limiter
The Pain: Flood attacks or duplicate event bursts can crash serverless database nodes. Standard DB rate limit queries are slow and expensive.
The Solution: A ultra-fast, double-layer rate limiter coupling Hono edge runtime Map caching with database guardrails.
Absolute protection for your database. Millisecond rate-limit resolutions.
curl -X POST \
"https://api.memorystore.co.in/v1/ratelimit/check" \
-H "Authorization: Bearer ms_live_your_api_key" \
-H "Content-Type: application/json" \
-d '{ "key": "user_123", "limit": 100 }'Concurrency-Controlled Offline Save & Retrier Pool
The Pain: Mobile users in bad network areas encounter constant timeouts, resulting in lost data and immediate uninstalls.
The Solution: An offline relational buffer and concurrency-controlled background retrier pool ensuring 100% data delivery.
100% user retention. Not a single save lost to bad cellular networks.
curl -X POST \
"https://api.memorystore.co.in/v1/retry/queue" \
-H "Authorization: Bearer ms_live_your_api_key" \
-H "Content-Type: application/json" \
-d '{ "request_id": "req_abc123" }'Active-Traffic Safe Cloudflare Worker Pruner
The Pain: Continuous deployment pipelines stack up hundreds of stale Cloudflare Worker versions, causing registry bloat and deployment errors.
The Solution: An automated DevOps janitor that parses configuration files and purges dead deployments while protecting active traffic routes.
Fully automated version cleanup. Zero deployment outage risks.
curl -X POST \
"https://api.memorystore.co.in/v1/workers/prune" \
-H "Authorization: Bearer ms_live_your_api_key" \
-H "Content-Type: application/json" \
-d '{ "protect_active": true }'Stop Polling. Start Listening.
Get notified the instant your jobs complete — no polling, no wasted API calls, no delays.
Instant Delivery
Webhooks fire within 100ms of the event — no polling required.
Automatic Retries
Failed deliveries retry with exponential backoff (up to 5 attempts over 24h).
Versioned Payloads
Every webhook includes an API version — your integration never breaks silently.
HMAC Signatures
Every payload is signed with HMAC-SHA256 — verify it actually came from us.
Replay Any Event
Missed a webhook? Replay any event from the last 30 days via dashboard.
Dashboard Logs
See every delivery, response code, and retry in your developer dashboard.
transcription.completedFired when a transcription job finishes processing
audio.separatedFired when vocal/instrumental separation finishes
video.autocut.readyFired when an autocut video render completes
publish.succeededFired when auto-publishing completes on all platforms
idempotency.duplicate_blockedFired when a duplicate request is blocked
rate_limit.exceededFired when a key approaches or exceeds its rate limit
import crypto from 'crypto'
function verifyWebhook(req, secret) {
const sig = req.headers['x-memorystore-signature']
const body = JSON.stringify(req.body)
const expected = crypto
.createHmac('sha256', secret)
.update(body)
.digest('hex')
return sig === expected
}curl -X POST \
https://api.memorystore.co.in/v1/webhooks \
-H "Authorization: Bearer ms_live_..." \
-H "Content-Type: application/json" \
-d '{
"url": "https://yourapp.com/hooks/ms",
"events": ["transcription.completed",
"audio.separated",
"publish.succeeded"]
}'Build First. Pay Later.
Test every API with mock responses before you ever spend a rupee. Ship with confidence.
Test Mode API Keys
Generate sandbox keys (ms_test_...) that return mock responses. No real processing, no real charges.
Real API Contract
Sandbox returns the exact same response schema as production — your integration is drop-in ready.
Reset Anytime
Clear your sandbox state with one click. Test fresh scenarios without leftover data.
Full Visibility
Every sandbox call appears in your dashboard with request/response logs — perfect for debugging.
No Rate Limits
Sandbox calls don't count against your quota. Test as much as you need.
Realistic Errors
Trigger test errors (rate limits, auth failures, validation) to test your error handling.
curl -X POST \
https://api.memorystore.co.in/v1/audio/vocal-isolate \
-H "Authorization: Bearer ms_test_demo_key" \
-H "Content-Type: application/json" \
-d '{ "audioUrl": "test-sample.mp3" }'
# Response (mock — instant, no processing):
{
"status": "success",
"mode": "sandbox",
"jobId": "test_job_abc123",
"vocalsUrl": "https://sandbox.r2.ms/test/vocals.wav",
"duration": 0,
"note": "Sandbox response. Use production key
(ms_live_...) for real processing."
}curl -X POST \
https://api.memorystore.co.in/v1/audio/vocal-isolate \
-H "Authorization: Bearer ms_live_your_real_key" \
-H "Content-Type: application/json" \
-d '{ "audioUrl": "real-song.mp3" }'
# Response (real — processed on edge):
{
"status": "processing",
"mode": "production",
"jobId": "live_job_xyz789",
"estimatedTime": "8-12s",
"webhookUrl": "will fire audio.separated
when complete"
}How to Get Sandbox Access
- Request API access via the contact form below
- We issue you a sandbox key (ms_test_...) within 2–4 hours
- Test every API with mock responses — no charges, no rate limits
- When ready, request production access (ms_live_...) — we review your integration first
Auto-Generate Your Client. In Any Language.
Full OpenAPI 3.1 specs, Postman collections, and official SDKs for 4 languages. Plug in and ship.
OpenAPI 3.1 Spec
Download & auto-generate clients
Official SDKs
Type-safe, auto-generated, maintained
npm install @memorystore/sdkpip install memorystorego get github.com/memorystore/go-sdkgem install memorystorePostman Collection & AsyncAPI Spec
Import into Postman for one-click testing. AsyncAPI spec covers all webhook events.
Try the API in Your Browser
Explore real request/response examples. Copy the curl command and start building immediately.
/v1/previewRequires API Keycurl -X GET \ "https://api.memorystore.co.in/v1/preview\ ?url=https://instagram.com/p/abc123" \ -H "Authorization: Bearer ms_live_..."Click Run to simulate the API request
Your API Command Center
Monitor your API usage, track performance, and catch issues before they impact your users.
Total API Calls
0+
Today
Active Endpoints
0/26
All systems operational
Error Rate
0.00%
Well below threshold
Avg Latency
0ms
P95: 45ms
API Usage by Category
Recent API Calls
| Endpoint | Method | Status | Latency | Time | Link |
|---|---|---|---|---|---|
| /v1/preview | GET | 200 | 12ms | 2s ago | |
| /v1/transcribe | POST | 200 | 1.8s | 5s ago | |
| /v1/publish | POST | 202 | 340ms | 8s ago | |
| /v1/rag/search | POST | 200 | 45ms | 12s ago | |
| /v1/idempotency | GET | 200 | 8ms | 15s ago |
Industry-Grade AI Models
Custom-trained models optimized for production workloads. Accessible via a single API key.
| Model | Type | Req/Day | Req/Min | Context | Input Tokens | Output Tokens | Access | Actions |
|---|---|---|---|---|---|---|---|---|
MS-Arabic-7B | Chat | 29.5 | 6.5K | 5.5K | 499.5K | — | Contact for pricing | |
MS-VoiceArabic | Voice | 9.5 | 99.5 | 1.15K | 3.55K | — | Contact for pricing | |
MS-VoiceEnglish | Voice | 9.5 | 99.5 | 1.15K | 3.55K | — | Contact for pricing | |
MS-Instant-8B | Chat | 29.5 | 14.15K | 5.5K | 499.5K | — | Contact for pricing | |
MS-Versatile-70B | Chat | 29.5 | 995 | 11.5K | 99.5K | — | Contact for pricing | |
MS-Scout-17B | Chat | 29.5 | 995 | 29.5K | 499.5K | — | Contact for pricing | |
MS-PromptGuard-22M | Safety | 29.5 | 14.15K | 14.5K | 499.5K | — | Contact for pricing | |
MS-PromptGuard-86M | Safety | 29.5 | 14.15K | 14.5K | 499.5K | — | Contact for pricing | |
MS-Reasoning-120B | Reasoning | 29.5 | 995 | 7.5K | 199.5K | — | Contact for pricing | |
MS-Reasoning-20B | Reasoning | 29.5 | 995 | 7.5K | 199.5K | — | Contact for pricing | |
MS-SafeGuard-20B | Safety | 29.5 | 995 | 7.5K | 199.5K | — | Contact for pricing | |
MS-Q-32B | Chat | 59.5 | 995 | 5.5K | 499.5K | — | Contact for pricing | |
MS-Transcribe-V3 | Transcription | 19.5 | 1.95K | — | — | 7.15K | Contact for pricing | |
MS-Transcribe-Turbo | Transcription | 19.5 | 1.95K | — | — | 28.35K | Contact for pricing |
All models require an API key
Connect with our support team to get access and pricing information. Custom rate limits and fine-tuning options available for enterprise workloads.
Built for Engineers
Ship faster with APIs designed by developers, for developers. Every endpoint follows consistent patterns and conventions.
One-Line Integration
Every API is a single HTTP call. No SDKs to install, no build steps, no vendor lock-in.
curl https://api.memorystore.co.in/v1/preview?url=example.comType-Safe Clients
Auto-generated TypeScript types, Python dataclasses, and Go structs from our OpenAPI spec.
npm install @memorystore/sdkZero Cold Starts
Edge-deployed functions with <23ms P95 latency. No waiting, no spin-up, no timeouts.
const result = await memoryStore.preview(url)Webhook Native
Every async operation supports webhooks with retry logic, HMAC signing, and event filtering.
POST /v1/webhooks { event: "transcription.complete" }Enterprise-Grade Tooling
GitOps Ready
Deploy via PR, rollback with git revert
Terraform Provider
Infrastructure as code for all resources
SOC 2 Compliant
Enterprise security out of the box
Sandbox Mode
Test every API without billing impact
Idempotency Keys
Safe retries without double-processing
99.99% SLA
Multi-region failover guaranteed
Explore our complete API reference with interactive examples
How MemoryStore Works
From your first API call to production scale — see how every request flows through our edge-first architecture.
Your App
Web, mobile, or server application making API calls
Edge CDN
180+ PoPs globally, Cloudflare Workers powered
API Gateway
Rate limiting, auth, routing, idempotency keys
Link Preview
Edge-cached link metadata & OG extraction
Transcription
AI transcription with speaker diarization
RAG Search
Semantic search with vector embeddings
Auto-Publish
Content creation and multi-platform publishing
MCP Gateway
Model Context Protocol for AI agent orchestration
Idempotency
Safe retries with exactly-once processing
ML Engine
Generative graphics and voice cloning pipeline
Speed That Scales
Real P50, P95, and P99 latency numbers measured across our global edge network. No asterisks, no caveats.
Fastest Response
8ms
P95 Under
340ms
Peak Throughput
12K/s
Uptime SLA
99.99%
MemoryStore vs The Competition
See how our unified API platform compares to traditional solutions. One API key replaces dozens of point solutions.
Built Different. Built Better.
We don't just build APIs — we engineer infrastructure that sets the standard.
What Makes Us Different
Six pillars that set MemoryStore apart from every alternative.
Edge-First Architecture
Every API runs on a global edge network — 180+ PoPs. Zero cold starts, sub-50ms responses from anywhere on Earth. No central server bottleneck.
Permanent Media Storage
Unlike competitors who cache for hours, we permanently store fetched media in your own R2 buckets. Bookmarks never break. Images never expire. Your data, your storage.
AI-Native From Day One
Our entire platform was designed from scratch for the AI era. Every API returns LLM-ready structured data — not legacy HTML scraping that needs post-processing.
Production Battle-Tested
Every API powers MemoryStore.in with 4.2M+ daily requests. We eat our own dog food — if it breaks for you, it breaks for us first.
Enterprise Security
SOC 2 Type II, GDPR compliant, end-to-end encryption, zero-knowledge architecture. Your data never leaves your control.
Unified API Gateway
26 APIs. One API key. One billing account. Zero context switching between 15 different SaaS tools. Everything works together seamlessly.
How We Compare
Feature-by-feature — no fine print, no asterisks.
Join 500+ teams who trust MemoryStore for their critical infrastructure
From startups to enterprises, teams rely on MemoryStore to power their most important workflows — every day, every request.
Infrastructure You Can Trust
Real-time metrics from our global edge network. Monitored 24/7 with automatic failover.
Enterprise-Grade Security
SOC 2 audited, GDPR compliant, and end-to-end encrypted. Your data is protected at every layer with enterprise-grade infrastructure.
SOC 2 Type II
Audited controls for security, availability, and confidentiality. Independently verified by a Big Four firm.
GDPR Compliant
Data processing agreements and right to erasure. Full compliance with EU data protection regulations.
End-to-End Encryption
AES-256 at rest, TLS 1.3 in transit. Your data is encrypted at every layer, always.
Zero-Knowledge Architecture
We never access your stored content. Your data remains yours — always encrypted, always private.
99.99% SLA Guarantee
Automatic failover and redundancy across 180+ edge locations. We're up when you need us.
Regular Pen Testing
Third-party security audits quarterly. Continuous vulnerability scanning and responsible disclosure program.
Compliance Certifications
Enterprise-Ready. With Honest Status.
We don't fake compliance badges. Here's the honest status of our certifications and enterprise features — request access for what you need.
Compliance Status
SOC 2 Type II
Audit in progress. Expected completion: Q2 2026.
GDPR Compliance
Data Processing Agreement available on request.
DPDP Act (India)
Aligning with India's Digital Personal Data Protection Act, 2023.
ISO 27001
On roadmap for 2026. Request early access for updates.
Enterprise Features
SSO / SAML 2.0
Single sign-on with Okta, Azure AD, Google Workspace.
On-Premise Deployment
Deploy MemoryStore in your own VPC or on-prem.
Data Residency
Choose where your data is stored: India, EU, US, or APAC.
Custom SLA
99.99% uptime with financial penalties. 15-min incident response.
Dedicated RBAC
Admin / Developer / Viewer roles with scoped API keys.
Audit Logs
Every API call logged with full audit trail. Exportable.
Need something specific?
We're transparent about what's ready and what's in progress. If you need SSO, on-premise deployment, data residency, or a specific compliance certification before signing — tell us. We'll prioritize it for your account.
Note: Many enterprise features (SSO, on-prem, data residency) are available on request — we enable them per-account after understanding your needs. We don't claim certifications we don't yet hold.
Build vs MemoryStore
See exactly how much time and money you save by using our APIs instead of building in-house.
Select APIs You Need
Engineering Team Size
Average fully-loaded cost: $15,000/dev/month
Your Savings Breakdown
Select APIs to Calculate
Choose the APIs you need on the left
0 months development time
0 weeks to production
Pricing That Reflects Value
Due to overwhelming demand, tier access is currently by invitation only. Contact us for a personalized quote.
Connect with our team to get a custom quote for your use case.
Edge Preview Tier
Independent Developers
Tier upgrades are temporarily unavailable due to high demand.
10k Link Previews + Auto R2 Caching
- 10,000 link previews/month
- Auto R2 media caching
- CORS-free delivery
- Viewport screenshots
- Standard support
Collaboration & Sync
Startups & Teams
Tier upgrades are temporarily unavailable due to high demand.
Cloud Storage Bridge + Vault RBAC
- Everything in Edge Preview
- Google Drive integration
- Collaborative Vault RBAC
- Resilient backup gateway
- Multi-channel push notifications
- Priority support
Semantic Scale
Growing SaaS
Tier upgrades are temporarily unavailable due to high demand.
Semantic Search + MCP Integration
- Everything in Collaboration
- Heavy-Queue transcription
- MCP Edge Gateway
- LLMSEO & RAG indexing
- Thought-Connect reasoning
- Dedicated support channel
GEO & LLM SEO
Modern SaaS Brands
Tier upgrades are temporarily unavailable due to high demand.
llms.txt + Competitor Gap + Attribution
- Everything in Semantic Scale
- llms.txt sitemaps
- GEO Competitor Gap Analysis
- Attribution Dashboard
- Full-Funnel AI Marketing
- 24/7 priority support
Autopilot Creator
Agencies & E-Com Brands
Tier upgrades are temporarily unavailable due to high demand.
Auto-Publishing + Video Generation + Hook Copilot
- Everything in GEO & LLM SEO
- Unified Auto-Publishing API
- Faceless Video Generation
- Hook Copywriting Copilot
- Voice Cloning API
- Brand Autopilot (basic)
Advanced ML Engine
Tech & AI Startups
Tier upgrades are temporarily unavailable due to high demand.
Video Generator + Voice Cloning + Fine-Tuning
- Everything in Autopilot Creator
- Dynamic SVG Video Generator
- Zero-Shot Voice Cloning
- Local LoRA Fine-Tuning
- React Remotion Engine
- White-labeled web clipper
- Dedicated engineer support
Infrastructure Elite
Enterprise Scale
Tier upgrades are temporarily unavailable due to high demand.
Idempotency + Rate Limiting + Offline Retrier
- Everything in Advanced ML
- Key-Sorted Idempotency Gateway
- Hybrid Rate Limiting
- Offline Retrier Pools
- DevOps Janitor Tool
- Custom SLA
- On-call engineering
Enterprise Autopilot
Scale Brands
Tier upgrades are temporarily unavailable due to high demand.
Fully Autonomous Brand Autopilot
- Everything in Infrastructure Elite
- Fully Autonomous Brand Autopilot
- Multi-account posting
- Full-funnel strategy
- Custom integrations
- Dedicated team
- On-premise deployment option
Zero Risk. Full Support.
We're not just selling APIs — we're onboarding you to the same infrastructure we trust daily.
2–4 Hour Response
We respond to every API access request within 2–4 hours during business days.
Free Integration Support
Our engineering team helps you integrate — no extra charge, no tickets queues.
No Lock-In
Standard REST APIs with OpenAPI specs. Switch anytime — no vendor lock-in.
Direct Slack Channel
Enterprise plans get a private Slack channel with our engineering team.
Ready to Start?
Join teams already building on MemoryStore. Get your API key in as little as 2 hours.
Request API AccessNo credit card required · Free integration support · No vendor lock-in
Built by Developers, for Developers
Real teams. Real use cases. Real results.
“I was building my own link preview service for weeks. Then I found MemoryStore's Edge Preview API. Had it working in 20 minutes. The R2 caching just works — no broken thumbnails anymore.”
Why Developers & Businesses Choose Us
Premium APIs
Uptime SLA
Avg Response
Countries
Zero Cold Starts
Running entirely on Cloudflare Hono workers means your requests resolve in milliseconds—never keep your users waiting.
Infrastructure Abstraction
Don't spend your engineering budget maintaining heavy headless browser scraping queues, media storage, and Vector DB connections. One API key gives you access to the entire stack.
AI-First Design
Unlike legacy scrapers or search databases built ten years ago, our entire platform was built from day one to feed context directly into LLMs.
Ready to Build the Future?
Contact us for access to 26 premium APIs. We'll set you up with the right plan and API key based on your use case.
Frequently Asked Questions
Everything you need to know about our APIs, infrastructure, and pricing.
General
Technical
Infrastructure & Security
Still have questions? Contact our team for a personalized walkthrough.
Trusted by Teams Building the Future
Real stories from teams that shipped faster, saved more, and scaled effortlessly with MemoryStore's edge infrastructure.
“MemoryStore's Edge Media APIs reduced our video load times by 73%. What used to take our team 6 months to build was live in 2 weeks.”
Sarah Chen, CTO at StreamFlow
“The RAG Search and Transcription APIs transformed our clinical documentation workflow. 12 hospitals now process records 5× faster with zero accuracy compromises.”
Dr. James Park, Founder at DocuMind
“We replaced 4 microservices with MemoryStore's Team Collaboration suite. Our dev team shipped 3× more features while cutting infrastructure costs by 60%.”
Alex Rivera, VP Eng at LaunchPad
Ready to Use What We Built?
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Get your API key
We respond within 2–4 hours with your key & docs
Why Contact Us First?
We match you with the right API scope and rate limits for your use case
Dedicated onboarding support from our engineering team
Enterprise plans with custom SLAs and priority support
Prefer Direct Email?
Copy the email and reach out directly — we typically respond within 2–4 hours.
💡 Tip: While waiting for your key, explore our API Playground and API docs to plan your integration.