Skip to main content
Glama
Ns81000

jiocloud_client

by Ns81000

Unofficial Jio AI Cloud Python SDK, CLI & AI-Agent Tools

License Python Dependencies GitHub repo GitHub issues Docs Live verified Docs deploy

UNOFFICIAL PROJECT. Not affiliated with, associated with, authorized by, endorsed by, or in any way officially connected with Reliance Jio Infocomm Ltd. or its subsidiaries. "Jio" / "Jio AI Cloud" are trademarks of their respective owners, used here for nominative reference only.

UNSTABLE TARGET — Last verified: 2026-08-25 (26/26 checks passed). Jio AI Cloud has no public API. Endpoints change without notice and can break at any time. Verified against production on 2026-08-25 (26/26 checks). Features may stop working at any moment — check docs/KNOWN_ISSUES.md for current status.

A high-performance, zero-dependency Python SDK, CLI, and AI-agent tool server for Jio AI Cloud storage — protocol knowledge reverse-engineered from live network traffic of the owner's own account. Built strictly for personal data portability, backup of your OWN account, interoperability, and education — see docs/DISCLAIMER.md and docs/LEGAL.md before use.

Documentation site: https://ns81000.github.io/jiocloud_client/


Key Capabilities

Area

Features

Cataloging

Streaming recursive file walker (2200+ files tested), directory listings (files/folders), full-text search across names & backup source paths

Downloads

Chunked atomic downloads with progress callbacks, MD5 verified against server hash, multi-threaded bulk sync with skip-existing

Management

Create folder, rename, move, favorite/unfavorite, trash, restore, version history

Sharing

Public universal links (https://www.jioaicloud.com/l/?u=...) for one or many objects

Boards/Albums

List, create, inspect members, get board details, leave board

Account

Profile, quota breakdown (docs/photos/videos/audio), devices, promotions, app settings

Feeds

Recent activity feed, spotlights, shared-by-me, DigiLocker linked-app objects, manual tags

AI Agents

16-tool JSON schema (OpenAI/Anthropic function-calling compatible), strict JSON envelope dispatcher, destructive-op confirmation guard, MCP-style stdio server

Robustness

Retry with exponential backoff on 429/5xx/network faults, typed exception taxonomy, per-object error surfacing from batch unprocessed[]

Dependencies

None — pure Python 3.8+ standard library

Every implemented endpoint was exercised against production; see docs/KNOWN_ISSUES.md for server quirks discovered on the way and tests/live_verify.py for the reproducible 26-check verification matrix (all passing as of 2026-08-25).


Related MCP server: MCP Filesystem Server

Service Architecture

graph TD
    Client[Python SDK / CLI / Agent] -->|Auth, profile, quota| API[api.jioaicloud.com]
    Client -->|Metadata, folders, trash, share| JAWS[jaws-api.jioaicloud.com]
    Client -->|Direct binary streaming| CDN[jaws-dl.jioaicloud.com]
    Client -->|Shared albums & boards| Boards[boards.jioaicloud.com]
    Client -->|Address book| Contacts[jaws-contacts.jioaicloud.com]
    Client -->|Promo banners| Msg[jaws-msg.jioaicloud.com]

Directory Structure

jiocloud_client/
├── README.md                  # This file
├── LICENSE                    # MIT + trademark/non-affiliation notice
├── CHANGELOG.md               # Release history with verification stamps
├── CONTRIBUTING.md            # Broken-endpoint reports, capture-based fixes
├── cli.py                     # Command-line interface (20 commands)
├── config.example.json        # Credential template (placeholders only)
├── mkdocs.yml                 # Documentation site config (GitHub Pages)
├── llms.txt / llms-full.txt   # LLM-oriented documentation indexes
├── jiocloud/                  # Core SDK package
│   ├── client.py              # JioCloudClient — 30+ methods, retry engine
│   ├── auth.py                # JioCloudAuth — header construction
│   ├── agent_tools.py         # AI-agent schema, bridge, MCP stdio loop
│   ├── models.py              # Typed dataclasses
│   └── exceptions.py          # Typed error taxonomy
├── docs/                      # Also rendered at ns81000.github.io/jiocloud_client
│   ├── API_REFERENCE.md       # Every verified endpoint + payloads
│   ├── AUTHENTICATION.md      # Headers, token extraction, safety
│   ├── GET_CREDENTIALS.md     # Credential walkthrough (console one-paste)
│   ├── DATA_MODELS.md         # JSON schemas
│   ├── ERROR_CODES.md         # Server error codes seen in production
│   ├── KNOWN_ISSUES.md        # Verified server behaviors & gaps (contribute!)
│   ├── DISCLAIMER.md          # Full legal disclaimers
│   └── LEGAL.md               # Compliance summary
├── ai/                        # AI integration assets
│   ├── skills/jio-cloud-manager/SKILL.md
│   ├── tools/openai-function-schema.json
│   ├── tools/anthropic-tools.json
│   ├── prompts/system-prompt.txt
│   └── examples/agent-conversation.md
├── examples/                  # 01_quickstart ... 08_inventory_export (+ setup_credentials.py)
└── tests/
    ├── test_models.py         # Offline unit tests
    ├── test_client.py         # Live integration tests
    └── live_verify.py         # 26-check live verification matrix

Quickstart

1. Configuration

The easiest path: copy one request as cURL from your browser's Network tab (filter: domain:api.jioaicloud.com security/users -method:OPTIONS), then run:

python examples/setup_credentials.py --from-curl

It reads the cURL from your clipboard, validates the session live, and writes config.json. Full walkthrough (including a one-paste browser console extractor): docs/GET_CREDENTIALS.md.

Manual alternative: copy config.example.json to config.json and fill in your own session credentials:

{
  "auth_token": "Basic YOUR_BASE64_SESSION_TOKEN_HERE",
  "user_id": "YOUR_32_CHAR_USER_ID_HEX",
  "device_key": "YOUR_DEVICE_KEY_UUID",
  "api_key": "c153b48e-d8a1-48a0-a40d-293f1dc5be0e",
  "app_secret": "ODc0MDE2M2EtNGY0MC00YmU2LTgwZDUtYjNlZjIxZGRkZjlj",
  "client_details": "clientType:WEB; appVersion:86.0.1",
  "device_type": "W",
  "accept_language": "en-US,en;q=0.9"
}

api_key / app_secret are public web-app constants, not secrets. Never commit or share config.json. Environment variables (JIOCLOUD_AUTH_TOKEN, JIOCLOUD_USER_ID, JIOCLOUD_DEVICE_KEY) work too.

2. Python SDK

from jiocloud import JioCloudClient, format_bytes

client = JioCloudClient.from_config("config.json")

profile = client.get_user_profile()
q = profile.quota
print(f"{profile.name}: {q.total_used_gb:.1f}/{q.total_allocated_gb:.0f} GB")

# Stream every file in the account
for f in client.stream_all_files():
    print(f.object_name, f.human_size)

# Search everywhere, then download matches
for hit in client.search_files("invoice", filter_extension="pdf")[:5]:
    client.download_file(hit.object_key, f"./{hit.object_name}")

3. CLI

python cli.py info                 # account overview + usage bar
python cli.py list --limit 20      # list root files
python cli.py tree                 # recursive tree view
python cli.py search resume --ext pdf
python cli.py download <key> -d ./out/
python cli.py sync --dest ./backup --workers 6
python cli.py mkdir Reports
python cli.py rename <key> "new name.pdf"
python cli.py move <key> <folder-key>
python cli.py favorite <key>
python cli.py share <key>          # public link
python cli.py versions <key>       # version history
python cli.py recent               # recent activity feed
python cli.py boards list|create|members
python cli.py contacts             # address book summary
python cli.py promotions           # storage promos
python cli.py trash <key> / restore <key> / trash-list

4. AI Agent Integration

# Dump the 16-tool JSON schema into any LLM's tools parameter
python cli.py agent schema

# One-shot structured call (strict JSON envelope)
python cli.py agent call '{"tool":"search_files","arguments":{"query":"tax","extension":"pdf"}}'

# MCP-style stdio server loop for agent hosts
python cli.py agent serve

Envelope contract:

// request
{"tool": "<name>", "arguments": {...}}
// response — success
{"ok": true, "result": ...}
// response — failure (never a raw traceback)
{"ok": false, "error": {"type": "...", "message": "..."}}
// destructive tools (download_file, download_all, move_to_trash,
// restore_from_trash, share_link) REQUIRE arguments.confirm === true

See examples/06_agent_integration.py and ai/examples/agent-conversation.md.

5. Installing the AI assets

Everything an assistant needs to operate this SDK is pre-built in ai/:

Asset

Install into

ai/skills/jio-cloud-manager/SKILL.md

Claude (as a skill/project knowledge), or any assistant that accepts a markdown instruction doc

ai/tools/openai-function-schema.json

ChatGPT / any OpenAI-compatible host: pass the tools array in your API request

ai/tools/anthropic-tools.json

Claude API: pass as the tools array

ai/prompts/system-prompt.txt

Any LLM: paste as the system prompt alongside the tool schemas

llms-full.txt

Any agent that fetches context from a URL — complete docs in one file

For local agents, expose the SDK as a tool server:

python cli.py agent serve

Then wire your MCP-style host to send one JSON line per call: {"tool": "...", "arguments": {...}} and read one strict-JSON envelope back.


Verification

# Offline unit tests
python -m unittest discover -s tests

# FULL live matrix against production (requires config.json).
# Exercises every read endpoint plus a complete create→rename→favorite→
# trash→restore→trash cycle and a real small-file download.
python tests/live_verify.py

Latest run: 26/26 passed against production (2026-08-25).


Documentation

Site: https://ns81000.github.io/jiocloud_client/


  • LICENSE — MIT + trademark/non-affiliation notice

  • DISCLAIMER.md — AS-IS warranty, liability limits, personal-backup clause, privacy notice

  • LEGAL.md — compliance summary & takedown contact

Summary: independent unofficial tool · personal data portability & education only · no warranty · you are responsible for compliance with Jio's terms for your account · credentials never leave your machine except to official *.jioaicloud.com endpoints over TLS · zero telemetry.

Maintenance

ActivityMaintained
ResponsivenessSyncing

Resources

Unclaimed servers have limited discoverability.

Looking for Admin?

If you are the server author, to access and configure the admin panel.

Related MCP Connectors

Related MCP Servers

  • A
    license
    Not graded
    quality
    D
    maintenance
    Provides file system operations (list, read, write, search) via MCP, enabling an AI agent to manage files through natural language.
    2,013
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    A lightweight, stdio-based MCP server enabling AI assistants to perform local file system operations like reading, writing, searching, and executing commands.
    5,122
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Stdio MCP server for sandboxed file access — read files, search content, safely edit with checksums, and manage file structure.
    16
    ISC

Latest Blog Posts

MCP directory API

We provide all the information about MCP servers via our MCP API.

curl -X GET 'https://glama.ai/api/mcp/v1/servers/Ns81000/jiocloud_client'

If you have feedback or need assistance with the MCP directory API, please join our Discord server