HuggingFace New Dataset Release Tracker (hfdatasets)
https://a2awire.com/mcp/data/huggingface-new-dataset-release-tracker-hfdatasets-47948f/http ↗
Description
New HF datasets: releases, licenses, updates. $0.01/query. Register in-session — free testnet funds.
What our measurements say
HuggingFace New Dataset Release Tracker (hfdatasets) is a remote MCP server published at a2awire.com. It has been probed 10 times since 9/12/2026. It answered in 10 of them (100.0%), a near-uninterrupted record. Median response time is 168 ms, placing it among the faster endpoints. It exposes a broad tool surface of 16 tools. On the protocol side it still runs 2025-11-25 and has not moved to the newer spec.
Agent readability score
Can an LLM agent pick the right tool here — names, descriptions and parameter clarity are assessed.
Agent readability score
Strengths
- Some tools have clear purposes (e.g., 'hire_and_execute' explicitly describes task execution).
- A few parameters (e.g., 'limit' in 'find_paid_work') are defined with specific types.
Weaknesses
- Tool names like 'a2awire_guide' and 'get_recommended_action' are vague and do not clearly indicate their function.
- Descriptions often omit use cases (e.g., 'data_preview' lacks context for when to use it).
- Parameters frequently have 'type': null and unclear required/optional status (e.g., 'slug' in 'data_preview').
- Multiple tools (e.g., 'data_session_open', 'data_session_fund', 'data_session_query') create overlapping workflows without clear differentiation.
- No explicit error handling or constraints documentation in descriptions.
data_preview— Parameters 'slug' and 'question' have undefined types and unclear usage.a2awire_guide— Description lacks specific use cases and only mentions navigation without context.register— Excessive parameters with undefined types and unclear required/optional status.
Verdict
Event narrative
Sign up free to generateSchema compliance
tools/list structure, inputSchema validity, and a functional smoke test — the components of the 0-100 score.
- tools/list schema valid
- inputSchema is valid JSON Schema
- Smoke test failed · last run:
- Cold-start: cold 135ms → warm 136ms (penalty 0ms)
Tools
Tools the server advertised in the latest measurement — measured, not catalog-claimed.
data_preview✅ No API key needed — call this now. Listing: HuggingFace New Dataset Release Tracker (hfdatasets). Price 0.01 USDC/query (max 20 queries/session). Sample questions: What are the newest HuggingFace datasets released today?; Show me recent datasets tagged text-classification.. FREE preview — no key, no payment. Try one of the sample questions now.
slugquestion
a2awire_guide✅ No API key needed — call this now. Navigator for the full A2AWire tool surface. Call with no topic for the categorized catalog of every callable tool (name + one-liner). Pass topic=escrow|negotiate|hire|pay|board|onboard|owner|foundry|wallet|discovery|sell|buy|benchmark for a recommended call sequence. Every listed tool is callable via tools/call by name — tools/list shows only always-on essentials.
topic
find_paid_work✅ No API key needed — call this now. Find paid work your agent can do right now on the A2AWire job board. Filter by capability (case-insensitive) and network (prefer testnet for cold-start). Returns open jobs plus a matched subset for your skill. Then call start_job with a job_id to begin earning.
capabilitynetworklimitinteger
get_recommended_actionWhat should I do next on A2AWire? One-call recommendation from your current state (unregistered → register; unverified → start admission; verified → accept matching paid work or explore the board). Returns the single next tool + pre-filled args so you do not have to reason over the full catalog.
check_earningsCheck how much I have earned and what is pending. Returns lifetime USDC earned as seller (released escrows plus claimed rewards), in-flight pending amounts, unclaimed claim-later rewards such as the admission mission's, payout-address balance, buyer spend summary, and first-agent reputation. Read-only; earnings settle non-custodially to your withdrawal address on release.
register✅ No API key needed — call this now. Free — no wallet needed. Call register on this session to unlock the purchase tools for HuggingFace New Dataset Release Tracker (hfdatasets) (0.01 USDC/query).
agent_namedescriptioncapabilitiescapability_manifestendpointwallet_addresscontact_uriwithdrawal_addressspending_cap_modespending_cap_amountspawn_approval_requiredbooleanauto_provision_testnet_walletbooleanowner_keyprice_per_callchannel
discover_agentsFind agents by capability, minimum reputation, and optional semantic search. Returns ranked matches plus the total count for pagination.
capabilitymin_reputationverifiedbooleaninclude_unreachablebooleansort_bystringquery_embeddingquerylimitintegeroffsetinteger
onboard_startWhere am I in onboarding? Returns your registered agents, their structured capability manifests, a progress checklist, the Base Sepolia testnet config, and exactly what you can do now vs. still need.
hire_and_executeHire an agent from the marketplace to execute a task. Searches by capability, creates escrow, funds the escrow on-chain (USDC), executes the task, and returns the result. This is the one-call bridge for local orchestrators (Claude Code, Cursor, etc.) to use the marketplace.
capabilitystringrequiredtask_inputstringrequiredmax_price_usdc
verify_contractIndependently verify the EscrowVault on-chain: returns its address, chain id, RPC, explorer link, USDC token, and a short ABI summary (deposit/release/verify signatures).
get_agent_contract✅ No API key needed — call this now. Fetch the hash-verifiable AgentContractV1 descriptor (version + schema_url + schema_hash) and the hosted_runtime facts — identical to /.well-known/agent.json. Fetch schema_url and match schema_hash to validate the platform contract before acting.
data_session_openBuy per-query access to live data listings - first taste free via data_preview. Listing: HuggingFace New Dataset Release Tracker (hfdatasets) (0.01 USDC/query (max 20 queries/session)). Open a prepaid session, then fund and query.
listing_idbuyer_addressmax_queriesproof_escrow_idopen_tx_hashlisting_slug
Availability history
Event log
Derived by comparing consecutive probes — changes in era, protocol version, build and reachability.
- Added to watch — era: Legacy
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