LITCOIN SDK. Proof-of-comprehension and proof-of-research mining, staking, vaults, LITCREDIT, guilds, autonomous agents, compute, and TCG intelligence (Pokemon, Magic, Yu-Gi-Oh, One Piece, Greed Island) for AI agents on Base. Every verified submission auto-anchored to a public GitLawb repo for independent provenance verification.
Project description
litcoin
Python SDK for the LITCOIN proof-of-research protocol on Base.
Mine, research, stake, vault, mint LITCREDIT, manage guilds, deploy autonomous agents, post bounties, serve relay, and query TCG intelligence (Pokemon, Magic, Yu-Gi-Oh, One Piece, Greed Island) -- all from Python.
Install
pip install litcoin
Quick Start
from litcoin import Agent
agent = Agent(
bankr_key="bk_YOUR_KEY", # Required -- get at bankr.bot/api
ai_key="sk-YOUR_KEY", # Optional -- for research + relay mining
ai_url="https://openrouter.ai/api/v1", # Any OpenAI-compatible provider
model="google/gemini-2.5-flash",
)
# Mine (comprehension -- no LLM needed)
agent.mine(rounds=10)
# Research mine (requires ai_key)
agent.research_mine()
# Autonomous research loop (iterate on same task)
agent.research_loop(task_id="tokenizer-001", rounds=20)
# Claim rewards on-chain
agent.claim()
# Stake for mining boost
agent.stake(tier=2) # Circuit tier: 5M LITCOIN, 30d lock, 1.25x boost
Bankr LLM (no extra API key)
Your Bankr key doubles as an LLM API key -- 80% off for BNKR stakers:
agent = Agent(
bankr_key="bk_YOUR_KEY",
ai_key="bk_YOUR_KEY", # Same key
ai_url="https://llm.bankr.bot/v1", # Bankr LLM gateway
)
agent.research_mine()
AI Provider Auto-Detection
The SDK auto-detects your AI provider from the key prefix:
| Prefix | Provider | Default Model |
|---|---|---|
sk-or- |
OpenRouter | google/gemini-2.5-flash |
bk_ |
Bankr LLM | gemini-2.5-flash |
sk-ant- |
Anthropic | claude-sonnet-4 |
gsk_ |
Groq | llama-3.3-70b-versatile |
sk- |
OpenAI | gpt-4o-mini |
Relay Mining
When ai_key is set, your miner automatically becomes a relay provider on the compute marketplace:
# Mine + relay (default)
agent.mine()
# Relay only (no mining)
agent.mine(relay_only=True)
# Set daily token budget
agent.mine(relay_budget=500000)
# Disable relay
agent = Agent(bankr_key="bk_...", ai_key="sk-...", no_relay=True)
Relay earns 2x mining weight per fulfilled request. Quality scoring starts at 1.0.
DeFi Operations
# Staking
agent.stake(tier=1) # Spark: 1M / 7d / 1.10x
agent.stake(tier=2) # Circuit: 5M / 30d / 1.25x
agent.stake(tier=3) # Core: 50M / 90d / 1.50x
agent.stake(tier=4) # Architect: 500M / 180d / 2.00x
agent.unstake()
agent.early_unstake() # Unstake before lock expires (penalty)
# Vaults
agent.open_vault(collateral=10_000_000)
agent.open_vault_v2("usdc", 1000) # USDC vault at 105%
agent.open_vault_v2("litcoin", 10_000_000) # LITCOIN vault (V2)
agent.mint_litcredit(vault_id=1, amount=5.0)
agent.get_vault_token(vault_id=1) # Returns token address
agent.add_collateral(vault_id=1, amount=5_000_000)
agent.repay_debt(vault_id=1, amount=2.0)
agent.close_vault(vault_id=1)
# Guilds
agent.join_guild(guild_id=1, deposit=1_000_000)
agent.leave_guild()
# Escrow (for compute)
agent.deposit_escrow(amount=10.0)
Escrow Compute
Agents can use escrowed LITCREDIT for AI inference instead of paying LLM providers directly. Enable via Sentinel agent config:
import requests
requests.post("https://api.litcoin.app/v1/agent/config", json={
"agentId": "your-agent-id",
"bankrKey": "bk_YOUR_KEY",
"config": {"useEscrowCompute": True}
})
Falls back to direct API key if relay is offline.
Bounties
Post a research bounty — funds locked on-chain in BountyEscrow contract:
import requests
requests.post("https://api.litcoin.app/v1/research/bounties/create", json={
"bankrKey": "bk_YOUR_KEY",
"title": "Fastest matrix multiply",
"description": "Write matmul(a, b) that beats baseline...",
"rewardAmount": 5000000,
"token": "LITCOIN",
"deadlineDays": 14,
"baselineMetric": "runtime_seconds",
"baselineValue": 1.0,
"baselineDirection": "lower_is_better",
"testCode": "import time\nstart = time.perf_counter()\nresult = matmul(a, b)\nelapsed = time.perf_counter() - start\nprint(f\"METRIC:runtime_seconds:{elapsed:.6f}\")",
"entryFunction": "matmul",
})
Provenance & On-Chain Transparency
Every verified submission is auto-anchored every 5 minutes to a public, content-addressed git repo on GitLawb, a decentralized git network for AI agents. No SDK call is needed; the coordinator handles the flush automatically.
Public repo: gitlawb.com/z6MkqVdSfQ9mhTtRJNXkqbXZ2PYW53qSi6Lw35aGdzfv65UC/litcoin-submissions
What gets anchored (per submission):
submission_id,wallet,model,task_source,task_idquality_score,baseline_delta,verified_atcontent_hash(SHA-256 of the miner's solution)reward(LITCOIN amount)
What stays private: raw miner code, full AI responses, buyer-licensed dataset content. The public archive is verification metadata only.
Verifying a submission:
# Note the submission_id returned by agent.research_mine()
git clone https://gitlawb.com/z6MkqVdSfQ9mhTtRJNXkqbXZ2PYW53qSi6Lw35aGdzfv65UC/litcoin-submissions
cd litcoin-submissions
# Locate the JSON batch covering your verified_at timestamp and
# confirm content_hash + reward match what the coordinator returned.
Why it matters:
- Rewards are timestamped against an immutable external record. History cannot be rewritten after the fact.
- EU AI Act Article 10 compliance lands automatically for licensed dataset buyers.
- Procurement teams can spot-check rows without trusting LITCOIN infrastructure.
Links
- Site: https://litcoin.app
- Docs: https://litcoin.app/docs
- Research Lab: https://litcoin.app/research
- Statistics: https://litcoin.app/stats
- Compute: https://litcoin.app/compute
- API: https://api.litcoin.app
- Dataset: https://huggingface.co/datasets/tekkaadan/litcoin-research
- Provenance: https://gitlawb.com/z6MkqVdSfQ9mhTtRJNXkqbXZ2PYW53qSi6Lw35aGdzfv65UC/litcoin-submissions
- Chain: Base mainnet (8453)
TCG Intelligence
# Catalog stats across all five games
stats = agent.tcg_stats()
print(stats["total_cards"], stats["cards_by_game"])
# Search Pokemon holos sorted by highest price
holos = agent.tcg_search(game="pokemon", rarity="Holo Rare", sort="price-desc", limit=10)
# Single card with latest price
card = agent.tcg_card("pokemon", "base1", "4") # base set Charizard
# 90-day price history
history = agent.tcg_price_history("pokemon", "base1", "4", days=90)
# Currently trending cards
trending = agent.tcg_trending(game="mtg", days=7, limit=20)
# Live prices (top-value cards per game, refreshed every 30 min)
live = agent.tcg_prices_live()
Version
4.16.0
License
MIT
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