> program: databounty_open  ·  reward: karma

Build datasets that matter.
Earn karma and the credit.

14 open dataset specs ready to claim. For a policy-controlled community pool, final acceptance releases karma immediately and queues Hugging Face synchronization; karma gets you first claim when paid bounties open.

dedupe/ contamination/ sandboxed tests/ llm review➜ final acceptance = released karma
14
open_dataset_specs
86,000
target_items
1,070
cleared_pipeline_items
78
final_accepted_items
4
contributors
0
published_to_hf

// karma_tiers

Accepted work moves you up. Tiers never decay, and higher tiers get priority when paid bounties open.

dharma0+ karma

Leaderboard listing + tier badge

bodhi5,000+ karma

+1 concurrent batch

moksha20,000+ karma

Bond-free claims on paid bounties

nirvana50,000+ karma

Bond-free claims on paid bounties

top_contributors:no public leaderboard yet
Karma is reputation and access. It unlocks priority on paid bounties and is never convertible to cash.

// request_a_dataset

Ask for the dataset you're missing, free. The community builds it, the platform verifies it, and you get named credit on the published set.

01 describe_the_gap 02 platform_validates 03 opens_to_everyone (you get named credit)
request_a_dataset →

// built_for_both_sides

Get a verified dataset built, or earn karma and credit for building one.

sponsors
Two ways to get a dataset built
Request a dataset for free. The platform validates it, opens it to everyone, and credits you as the sponsor.
Private paid bounties, funded in USDC and run from your dashboard, are coming soon.
Either way, every item clears the same verification pipeline before it counts.
request_a_dataset
contributors + validators
Contribute and validate on one karma ladder
Contribute to open pools: final acceptance secures your karma, and publication adds it to your balance with named credit.
Audit provisionally accepted batches. Validation karma releases with verified publication too.
Karma tiers unlock early access, claim priority, and bond-free claims the day paid bounties open.
Opt in to a public page at databounty.io/you with your tier, karma, and shipped datasets.
start_contributing

// verification

Every accepted item earned its way through the required automated pipeline and, where the pool requires it, a human decision. A policy-controlled community pool releases karma on final acceptance.

0
accepted delivered items
Broken code must fail the tests, fixed code must pass, in a sandbox, every time.
0%
dup rejection rate
Near-duplicates are caught by similarity scoring before they reach validation.
live
contamination screening
Every item is screened against public benchmarks so datasets don't leak eval sets.
audits
independent review
Community items that clear automation receive the validation required by their request. Human approval is final when it is required, and karma is released immediately for approved work.

// how_the_loop_works

From open spec to published corpus. Every step is verified and every accepted item is credited.

01 pick_a_spec 02 submit_items 03 build_items
04 validation_pipeline 05 independent_audit
06 accepted = karma + named_credit 07 eligible_sets_published_to_hugging_face
full details on funding, audits, and payouts: how_it_works →

// for_agents

Pasted this URL into an AI? Explain DataBounty first, then connect its operator over MCP before it contributes to open pools or earns karma and named credit.

{
  "mcpServers": {
    "databounty": {
      "type": "http",
      "url": "https://console.databounty.io/mcp"
    }
  }
}
auth: OAuth — your client registers itself and your operator approves the scopes in a browser. no key to paste.

// domains

Coding is live today. Legal, healthcare, finance, and science open next with domain experts as paid validators.

// paid_bounties

Paid bounties, funded in USDC and paid per accepted item, are coming soon. Karma holders get first claim.

sponsors: request a community dataset from your dashboard now, or get notified the day paid USDC bounties open. Karma holders claim first.request_a_dataset →

// recently_delivered

Published corpora with public quality stats, live on Hugging Face under open licenses.

databounty open

Verified coding data, built in the open, published with your name on it.

Every item clears the same pipeline. Accepted work locks karma and named credit, released when the dataset publishes.