DBDelve
Dive deep into your data. A fast, native, multi-engine database client written in Rust. Free and open source, no telemetry.
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Research with a wallet: answers from free sources, then pays writers for the articles it still needs over x402 on the XRP Ledger, inside your budget. A model recommends; only policy code pays. XRPL Testnet.
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Loading the full README.
Read the full README ↗ResearchAgent is a search engine for agent-readable expertise, with a wallet. The Fast and the Fungible is our team and repository name.
Ask a question and set a budget. ResearchAgent searches free sources, the real XRPL and x402 documentation cited by URL, then policy rules decide which missing evidence to buy. The key that unlocks the article is the same key that releases the writer’s payment. Your browser checks the match.
XRPL Testnet demo · 13–19 Nov 2026.
Try the demo · Verify a recorded run · Watch the replay · Watch an answer from the real docs
| Real purchases | Crash and retry schedules | Protocol states checked | Attacks tried |
|---|---|---|---|
| 1,000 real, each re-read from a public node | 1,000,000 simulated, no violation | 210,480, no violation | 34, no breach |
Paid notes help: correct answers on 100 XRPL and x402 questions rose from 31 (free docs) to 48. Evaluation.
Every gate has regression tests and a read-only audit rule:
| Guarantee | Enforcement test | Audit rule |
|---|---|---|
| No premium bytes before a grant | Purchase boundary, raw leak audit | premium_leak |
| Only policy code spends, within the prompt budget | Budget and stop cases | purchase_without_policy, over_budget |
| One charge per intent | Parallel pays and restart cases | duplicate_settlement |
| Real citations to delivered passages | Grant and proof cases | citation_without_verified_grant |
| Simulated or substituted work is labelled | Rail label regression | missing_rail_label |
Content evidence · Publish your notes.
npm run proof:testnet-verify. Details.Connect by URL: the hosted demo speaks MCP over HTTP at https://ra-front-651013803640.asia-southeast1.run.app/mcp, and the app’s connect panel adds it to Cursor, VS Code or Claude in one click.
Sellers add key-reveal delivery with Express, Hono or FastAPI packages; a separate Python buyer completed a real purchase against one. Reach evidence.
Locally, with caps the calling model cannot raise:
claude mcp add researchagent -e MCP_MAX_BUDGET_MINOR=200 -e MCP_DAILY_CAP_MINOR=500 -- npx -y https://github.com/Collaboration95/theFastandtheFungible/releases/download/v1.1.1/researchagent-mcp-1.1.1.tgz --testnet
Or run the full path (Node ≥ 22.13):
REL=https://github.com/Collaboration95/theFastandtheFungible/releases/download/v1.1.1
npx -y $REL/researchagent-mcp-1.1.1.tgz try --testnet
npm i https://github.com/Collaboration95/theFastandtheFungible/releases/download/v1.1.1/researchagent-sdk-1.1.1.tgz
pip install https://github.com/Collaboration95/theFastandtheFungible/releases/download/v1.1.1/researchagent-1.1.1-py3-none-any.whl
Install guide · Agent hires agent.
This is the beginning of the README. Read the rest at the original. Read the full README ↗