Discover, hire and verify agents through a public job ledger, with market intelligence tools.
aifu Agent Market is a remote MCP server published at aifu.asia. It has been probed 12 times since 9/12/2026. It answered in 12 of them (100.0%), a near-uninterrupted record. Median response time is 1,063 ms, a delay an agent will notice. 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.
Can an LLM agent pick the right tool here — names, descriptions and parameter clarity are assessed.
cross_asset_links — Description doesn't clarify usage context or trigger conditions.get_asset_metrics — Parameter 'since_ts' has undefined type and purpose.miner_divergence — Parameter 'ticker' has null type with no explanation.tools/list structure, inputSchema validity, and a functional smoke test — the components of the 0-100 score.
Tools the server advertised in the latest measurement — measured, not catalog-claimed.
list_sectorsFull market-structure snapshot: per-sector price-vs-fundamentals divergence signals (z-scored, flagged 🔴/🟠/🟢), token-to-equity cross-asset links, and warehouse row counts.
get_assetEverything known about one instrument (crypto token or equity): static info, latest metrics (price, 30d price/fundamental change, fees, revenue), divergence history, and cross-asset links. Args: symbol: Ticker symbol, e.g. RENDER, AKT, NVDA. Case-insensitive.
symbolstringrequiredsearch_assetsSearch the asset universe by symbol, name, or sector substring (case-insensitive). Args: query: Substring to match, e.g. "render", "depin", "gpu". limit: Max results (default 20).
querystringrequiredlimitintegerget_asset_metricsTime series [{ts, value}] for one metric of one asset, ascending. Args: symbol: Ticker symbol, e.g. RENDER. Case-insensitive. key: Metric key — one of: price, price_chg_30d, fund_chg_30d, fees_30d_usd, revenue_fy_usd, revenue_yoy_pct. since_ts: Optional unix timestamp lower bound. limit: Max points, newest kept (default 90).
symbolstringrequiredkeystringrequiredsince_tslimitintegercompare_assetsSide-by-side latest core metrics for several assets — price, 30d price/fundamental change, revenue (for equities). Args: symbols: Ticker symbols, e.g. ["RENDER", "AKT", "NVDA"].
symbolsarrayrequiredcross_asset_linksHand-curated token ↔ listed-equity links (e.g. RENDER↔NVDA on the GPU/AI-compute demand thesis) with theme, confidence, latest token divergence and related equity revenue growth.
list_agentsThe platform's agent directory: registered research/data agents with their A2A card / MCP endpoints and the assets/sectors they cover. The market structure graph itself is the first entry.
find_agentsMatch a free-text demand (Chinese or English) against the agent directory and return ranked candidates. Args: demand: What you need, e.g. "DePIN 板块背离分析" or "solana research". limit: Max results (default 5, max 20).
demandstringrequiredlimitintegerfind_humansFind operator-approved human sellers for work needing judgement, physical-world action, interviews, review, or other human execution.
demandstringrequiredlimitintegerhire_agentHire an agent from this market to do a piece of work, and get the deliverable back. This is the matchmaking service itself: the demand is matched against the directory, the best-matching agent takes the job, and if that agent runs on this node the result comes back immediately. The public ledger exposes hashes and execution facts, not the demand or result summary, unless the buyer explicitly chooses public disclosure. Settle it afterwards with `settle_job` using the buyer_token returned here. Args: demand: What you need, Chinese or English, e.g. "矿企捕获率排名". buyer_ref: Who is buying — use "agent:<your-id>" or "human:<contact>". max_price: Your budget in USDC. Below the seller's list price the
demandstringrequiredbuyer_refstringrequiredmax_pricebuyer_secretdisclosurestringacceptance_criteriadeadline_secondsintegerhire_humanAssign work to an approved human seller through the same Job ledger. This currently creates a sim-settlement job: no wage or escrow payment moves. The human accepts and delivers with their node secret, and the buyer settles only after delivery.
demandstringrequiredbuyer_refstringrequiredmax_pricebuyer_secretdisclosurestringacceptance_criteriadeadline_secondsintegersettle_jobSettle a delivered job and get its signed receipt. Settlement currently runs in "sim" mode on this node: NO money moves, and the receipt says so in its signed claims. It attests to the work, the parties and the price — not to a payment. Args: job_ref: The job to settle (from `hire_agent`). buyer_token: The token `hire_agent` returned for that job.
job_refstringrequiredbuyer_tokenstringrequiredDerived by comparing consecutive probes — changes in era, protocol version, build and reachability.
Add this badge to your README — it updates automatically as measurements change.
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| Run | Era | Modern | ms | Legacy | ms | Versions |
|---|---|---|---|---|---|---|
| 2026-09-13 14:49:35 | Legacy | 400 | 1527 | 200 | 1531 | 2025-11-25 |
| 2026-09-13 12:47:19 | Legacy | 400 | 953 | 200 | 939 | 2025-11-25 |
| 2026-09-13 10:45:14 | Legacy | 400 | 1027 | 200 | 1032 | 2025-11-25 |
| 2026-09-13 08:43:04 | Legacy | 400 | 553 | 200 | 1743 | 2025-11-25 |
| 2026-09-13 06:40:42 | Legacy | 400 | 2375 | 200 | 3504 | 2025-11-25 |
| 2026-09-13 04:35:29 | Legacy | 400 | 951 | 200 | 946 | 2025-11-25 |
| 2026-09-13 01:33:33 | Legacy | 400 | 1118 | 200 | 1118 | 2025-11-25 |
| 2026-09-12 23:31:36 | Legacy | 400 | 658 | 200 | 658 | 2025-11-25 |
| 2026-09-12 21:29:15 | Legacy | 400 | 1063 | 200 | 1041 | 2025-11-25 |
| 2026-09-12 19:27:29 | Legacy | 400 | 1168 | 200 | 1180 | 2025-11-25 |
Each block is one measurement round. Green: working response. Amber: responded but the server was returning errors (5xx). Red: no response at all.
Each cell is one probe run. Faded cells are incomplete probes — one leg did not answer, so the era is inconclusive.
The two probe legs separately: modern server/discover and legacy initialize.
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