{ "schema": "liquilens.agent-ecosystem.v1", "updated_at": "2026-10-15", "coverage_complete": false, "scope": "Public agent projects, frameworks, infrastructure and protocols relevant to finance, trading, shopping and arbitrage. Entries are research opportunities; they are not enrolled agents or partners.", "free_setup": "https://agents.seiche.info/connect", "community": "https://agents.seiche.info/community", "contributor_contract": "https://agents.seiche.info/commerce/v1/schema", "targets": [ { "id": "alpaca", "name": "Alpaca MCP", "segment": "trading", "kind": "broker interface", "source_url": "https://github.com/alpacahq/alpaca-mcp-server", "workflow": "Use funding and liquidity evidence alongside an operator-owned paper-trading review.", "data_opportunity": "Read-only tool context and explicitly contributed paper outcomes; broker accounts require their owner.", "qualification": "research_opportunity", "integration_state": "not_enrolled", "data_access": "not_connected", "collection_permission": false, "training_permission": false, "resale_permission": false, "next_action": "Offer the free MCP configuration for one bounded research workflow; retain operator choice over contributions.", "first_seen": "2026-10-12" }, { "id": "coinbase-agentkit", "name": "Coinbase AgentKit", "segment": "trading", "kind": "agent framework", "source_url": "https://github.com/coinbase/agentkit", "workflow": "Offer source-dated funding context to wallet-enabled agents.", "data_opportunity": "Operator-contributed task reports; wallet or settlement data requires a reviewed source.", "qualification": "research_opportunity", "integration_state": "not_enrolled", "data_access": "not_connected", "collection_permission": false, "training_permission": false, "resale_permission": false, "next_action": "Offer the free MCP configuration for one bounded research workflow; retain operator choice over contributions.", "first_seen": "2026-10-12" }, { "id": "solana-agent-kit", "name": "Solana Agent Kit", "segment": "trading", "kind": "agent framework", "source_url": "https://github.com/sendaifun/solana-agent-kit", "workflow": "Evaluate liquidity evidence before a separately controlled on-chain action.", "data_opportunity": "Permitted quote observations and operator-attested outcomes.", "qualification": "research_opportunity", "integration_state": "not_enrolled", "data_access": "not_connected", "collection_permission": false, "training_permission": false, "resale_permission": false, "next_action": "Offer the free MCP configuration for one bounded research workflow; retain operator choice over contributions.", "first_seen": "2026-10-12" }, { "id": "elizaos", "name": "ElizaOS", "segment": "trading", "kind": "agent framework", "source_url": "https://github.com/elizaOS/eliza", "workflow": "Connect free research tools and let owners publish sourced market notes.", "data_opportunity": "Owner-published community notes and optional structured task reports.", "qualification": "research_opportunity", "integration_state": "not_enrolled", "data_access": "not_connected", "collection_permission": false, "training_permission": false, "resale_permission": false, "next_action": "Offer the free MCP configuration for one bounded research workflow; retain operator choice over contributions.", "first_seen": "2026-10-12" }, { "id": "tradingagents", "name": "TradingAgents", "segment": "trading", "kind": "research agent project", "source_url": "https://github.com/TauricResearch/TradingAgents", "workflow": "Add dated company and funding evidence to multi-agent research.", "data_opportunity": "Voluntary research task reports; simulated results retain their label.", "qualification": "research_opportunity", "integration_state": "not_enrolled", "data_access": "not_connected", "collection_permission": false, "training_permission": false, "resale_permission": false, "next_action": "Offer the free MCP configuration for one bounded research workflow; retain operator choice over contributions.", "first_seen": "2026-10-12" }, { "id": "finrobot", "name": "FinRobot", "segment": "finance", "kind": "research agent project", "source_url": "https://github.com/AI4Finance-Foundation/FinRobot", "workflow": "Give financial-analysis agents cited institution and macro evidence.", "data_opportunity": "Owner-contributed research topics and source-linked analytical notes.", "qualification": "research_opportunity", "integration_state": "not_enrolled", "data_access": "not_connected", "collection_permission": false, "training_permission": false, "resale_permission": false, "next_action": "Offer the free MCP configuration for one bounded research workflow; retain operator choice over contributions.", "first_seen": "2026-10-12" }, { "id": "finrl", "name": "FinRL", "segment": "finance", "kind": "research framework", "source_url": "https://github.com/AI4Finance-Foundation/FinRL", "workflow": "Evaluate source-qualified context in an isolated research experiment.", "data_opportunity": "Explicitly contributed experiment metadata; no inferred live trading.", "qualification": "research_opportunity", "integration_state": "not_enrolled", "data_access": "not_connected", "collection_permission": false, "training_permission": false, "resale_permission": false, "next_action": "Offer the free MCP configuration for one bounded research workflow; retain operator choice over contributions.", "first_seen": "2026-10-12" }, { "id": "openbb", "name": "OpenBB", "segment": "finance", "kind": "research platform", "source_url": "https://github.com/OpenBB-finance/OpenBB", "workflow": "Continue the existing Research Desk Marketplace application.", "data_opportunity": "Voluntary workflow outcomes; existing application remains separately tracked.", "qualification": "research_opportunity", "integration_state": "not_enrolled", "data_access": "not_connected", "collection_permission": false, "training_permission": false, "resale_permission": false, "next_action": "Offer the free MCP configuration for one bounded research workflow; retain operator choice over contributions.", "first_seen": "2026-10-12" }, { "id": "quantconnect", "name": "QuantConnect LEAN", "segment": "finance", "kind": "quant infrastructure", "source_url": "https://github.com/QuantConnect/Lean", "workflow": "Evaluate a bounded source-dated research dataset in LEAN.", "data_opportunity": "Licensed research inputs and operator-contributed evaluation metadata.", "qualification": "research_opportunity", "integration_state": "not_enrolled", "data_access": "not_connected", "collection_permission": false, "training_permission": false, "resale_permission": false, "next_action": "Offer the free MCP configuration for one bounded research workflow; retain operator choice over contributions.", "first_seen": "2026-10-12" }, { "id": "fetchai", "name": "Fetch.ai", "segment": "finance", "kind": "agent ecosystem", "source_url": "https://fetch.ai/docs", "workflow": "Connect relevant financial-research agents to free evidence and public community discovery.", "data_opportunity": "Public capability metadata and separately enrolled task reports.", "qualification": "research_opportunity", "integration_state": "not_enrolled", "data_access": "not_connected", "collection_permission": false, "training_permission": false, "resale_permission": false, "next_action": "Offer the free MCP configuration for one bounded research workflow; retain operator choice over contributions.", "first_seen": "2026-10-12" }, { "id": "hummingbot", "name": "Hummingbot", "segment": "arbitrage", "kind": "trading infrastructure", "source_url": "https://hummingbot.org/mcp/", "workflow": "Compare venue liquidity and funding inputs before an operator-owned arbitrage review.", "data_opportunity": "Permitted quotes with timestamps, fees and venue scope; execution stays separate.", "qualification": "research_opportunity", "integration_state": "not_enrolled", "data_access": "not_connected", "collection_permission": false, "training_permission": false, "resale_permission": false, "next_action": "Offer the free MCP configuration for one bounded research workflow; retain operator choice over contributions.", "first_seen": "2026-10-12" }, { "id": "freqtrade", "name": "Freqtrade / FreqAI", "segment": "arbitrage", "kind": "trading research infrastructure", "source_url": "https://www.freqtrade.io/en/stable/freqai/", "workflow": "Evaluate dated context with paper or retrospective strategy results.", "data_opportunity": "Explicitly contributed research observations, with paper/live status preserved.", "qualification": "research_opportunity", "integration_state": "not_enrolled", "data_access": "not_connected", "collection_permission": false, "training_permission": false, "resale_permission": false, "next_action": "Offer the free MCP configuration for one bounded research workflow; retain operator choice over contributions.", "first_seen": "2026-10-12" }, { "id": "octobot", "name": "OctoBot", "segment": "arbitrage", "kind": "trading infrastructure", "source_url": "https://github.com/Drakkar-Software/OctoBot", "workflow": "Connect source-qualified context for bot-operator research.", "data_opportunity": "Operator-contributed quote comparisons and task outcomes.", "qualification": "research_opportunity", "integration_state": "not_enrolled", "data_access": "not_connected", "collection_permission": false, "training_permission": false, "resale_permission": false, "next_action": "Offer the free MCP configuration for one bounded research workflow; retain operator choice over contributions.", "first_seen": "2026-10-12" }, { "id": "ccxt", "name": "CCXT", "segment": "arbitrage", "kind": "exchange interface library", "source_url": "https://github.com/ccxt/ccxt", "workflow": "Provide an observation adapter for sources whose collection is permitted.", "data_opportunity": "Source-scoped quotes; API availability alone does not confer redistribution rights.", "qualification": "research_opportunity", "integration_state": "not_enrolled", "data_access": "not_connected", "collection_permission": false, "training_permission": false, "resale_permission": false, "next_action": "Offer the free MCP configuration for one bounded research workflow; retain operator choice over contributions.", "first_seen": "2026-10-12" }, { "id": "jesse", "name": "Jesse", "segment": "arbitrage", "kind": "trading research infrastructure", "source_url": "https://github.com/jesse-ai/jesse", "workflow": "Compare strategy research against source-dated liquidity and funding inputs.", "data_opportunity": "Voluntary experiment reports; software usage is not evidence of agent purchases.", "qualification": "research_opportunity", "integration_state": "not_enrolled", "data_access": "not_connected", "collection_permission": false, "training_permission": false, "resale_permission": false, "next_action": "Offer the free MCP configuration for one bounded research workflow; retain operator choice over contributions.", "first_seen": "2026-10-12" }, { "id": "shopify", "name": "Shopify commerce agents", "segment": "shopping", "kind": "merchant platform", "source_url": "https://shopify.dev/docs/agents", "workflow": "Offer a merchant-approved Wake event adapter alongside free commerce context.", "data_opportunity": "Signed checkout, fulfillment, cancellation and refund events within the merchant grant.", "qualification": "research_opportunity", "integration_state": "not_enrolled", "data_access": "not_connected", "collection_permission": false, "training_permission": false, "resale_permission": false, "next_action": "Evaluate the public specification and prepare one scoped contributor integration.", "first_seen": "2026-10-12" }, { "id": "stripe", "name": "Stripe agentic commerce", "segment": "shopping", "kind": "payment infrastructure", "source_url": "https://docs.stripe.com/agentic-commerce", "workflow": "Qualify a source that can attest settlement and refunds.", "data_opportunity": "Payment-provider or merchant-attested outcomes with separate collection and resale grants.", "qualification": "research_opportunity", "integration_state": "not_enrolled", "data_access": "not_connected", "collection_permission": false, "training_permission": false, "resale_permission": false, "next_action": "Evaluate the public specification and prepare one scoped contributor integration.", "first_seen": "2026-10-12" }, { "id": "agentic-commerce-protocol", "name": "Agentic Commerce Protocol", "segment": "shopping", "kind": "commerce protocol", "source_url": "https://www.agenticcommerce.dev/", "workflow": "Map authorized checkout lifecycle fields into Wake's existing event schema.", "data_opportunity": "Protocol definitions are public; transaction records need a participating source.", "qualification": "research_opportunity", "integration_state": "not_enrolled", "data_access": "not_connected", "collection_permission": false, "training_permission": false, "resale_permission": false, "next_action": "Evaluate the public specification and prepare one scoped contributor integration.", "first_seen": "2026-10-12" }, { "id": "ap2", "name": "Agent Payments Protocol", "segment": "shopping", "kind": "payment protocol", "source_url": "https://ap2-protocol.org/", "workflow": "Map source-verified authorization and payment receipts to a scoped contributor.", "data_opportunity": "Only authorized receipt references and outcome fields; purchasing mandates are not training consent.", "qualification": "research_opportunity", "integration_state": "not_enrolled", "data_access": "not_connected", "collection_permission": false, "training_permission": false, "resale_permission": false, "next_action": "Evaluate the public specification and prepare one scoped contributor integration.", "first_seen": "2026-10-12" }, { "id": "ucp", "name": "Universal Commerce Protocol", "segment": "shopping", "kind": "commerce protocol", "source_url": "https://ucp.dev/", "workflow": "Map permitted catalog, checkout and order observations to a contributor feed.", "data_opportunity": "Public capabilities and source-permitted lifecycle events; no native certification claimed.", "qualification": "research_opportunity", "integration_state": "not_enrolled", "data_access": "not_connected", "collection_permission": false, "training_permission": false, "resale_permission": false, "next_action": "Evaluate the public specification and prepare one scoped contributor integration.", "first_seen": "2026-10-12" }, { "id": "browser-use", "name": "Browser Use", "segment": "shopping", "kind": "browser agent framework", "source_url": "https://github.com/browser-use/browser-use", "workflow": "Give shopping-research agents free context and an optional contribution workflow.", "data_opportunity": "Owner-approved task categories and merchant-authorized events; private browsing stays outside the feed.", "qualification": "research_opportunity", "integration_state": "not_enrolled", "data_access": "not_connected", "collection_permission": false, "training_permission": false, "resale_permission": false, "next_action": "Evaluate the public specification and prepare one scoped contributor integration.", "first_seen": "2026-10-12" }, { "id": "skyvern", "name": "Skyvern", "segment": "shopping", "kind": "browser agent framework", "source_url": "https://github.com/Skyvern-AI/skyvern", "workflow": "Evaluate a scoped buying-research workflow with explicit task sharing.", "data_opportunity": "Structured volunteered outcomes; no automatic import of browser sessions.", "qualification": "research_opportunity", "integration_state": "not_enrolled", "data_access": "not_connected", "collection_permission": false, "training_permission": false, "resale_permission": false, "next_action": "Evaluate the public specification and prepare one scoped contributor integration.", "first_seen": "2026-10-12" }, { "id": "virtuals", "name": "Virtuals Protocol ACP", "segment": "shopping", "kind": "agent commerce ecosystem", "source_url": "https://github.com/Virtual-Protocol/acp-node-v2", "workflow": "Qualify agent-to-agent service-commerce contributors.", "data_opportunity": "Public capability metadata and explicitly permitted service-job outcomes.", "qualification": "research_opportunity", "integration_state": "not_enrolled", "data_access": "not_connected", "collection_permission": false, "training_permission": false, "resale_permission": false, "next_action": "Evaluate the public specification and prepare one scoped contributor integration.", "first_seen": "2026-10-12" }, { "id": "x402", "name": "x402", "segment": "shopping", "kind": "payment protocol", "source_url": "https://github.com/coinbase/x402", "workflow": "Qualify a server operator who can contribute authorized service-payment receipts.", "data_opportunity": "Source-attested digital-service settlement data; public transactions alone do not identify AI buyers.", "qualification": "research_opportunity", "integration_state": "not_enrolled", "data_access": "not_connected", "collection_permission": false, "training_permission": false, "resale_permission": false, "next_action": "Evaluate the public specification and prepare one scoped contributor integration.", "first_seen": "2026-10-12" }, { "id": "composio", "name": "Composio", "segment": "finance", "kind": "AI tool distribution", "source_url": "https://composio.dev/partnerships", "workflow": "Expose a small set of public financial-research actions through Composio so developers can use them in existing agents, with the three product scopes kept separate.", "data_opportunity": "Start with a dated Seiche funding-context action and source-status action. Add covered-institution lookup and indicative BTC research only after separate output and rights review. Ask for one developer evaluator to complete and repeat the funding task.", "qualification": "research_opportunity", "integration_state": "not_enrolled", "data_access": "not_connected", "collection_permission": false, "training_permission": false, "resale_permission": false, "next_action": "Composio partner review and technical/auth schema qualification; public no-key product access does not eliminate Composio account requirements. Retention, caching and downstream display scope must be agreed.", "first_seen": "2026-10-15" }, { "id": "domo", "name": "Domo", "segment": "finance", "kind": "BI/API connector distribution", "source_url": "https://www.domo.com/partners", "workflow": "A small Seiche reference-FX connector is a concrete entry to governed research dashboards; bank evidence can initially be a linked workflow rather than copied filings.", "data_opportunity": "Map the previously qualified four ECB EUR reference series (USD/GBP/JPY/INR) and date/source/units fields into a sample Domo dataset. Keep revised vintages visible and include attribution/free-source notices. Evaluate one daily reference-rate research card.", "qualification": "research_opportunity", "integration_state": "not_enrolled", "data_access": "not_connected", "collection_permission": false, "training_permission": false, "resale_permission": false, "next_action": "Data/technology intake, native connector test and review, attribution and redistribution scope, refresh expectations. Do not select reseller/OEM arrangements or claim unrestricted rights to the whole family.", "first_seen": "2026-10-15" }, { "id": "hex", "name": "Hex", "segment": "finance", "kind": "Analyst notebook and data-app distribution", "source_url": "https://hex.tech/product/integrations/", "workflow": "A reusable research notebook can place source-linked Seiche observations next to a covered-institution evidence review, preserving each product's meaning.", "data_opportunity": "A notebook that fetches a public funding-context record, displays native units and source dates, and lets an analyst open the primary source. Offer a second independent institution-review page only if requested. No combined score or forecast.", "qualification": "research_opportunity", "integration_state": "not_enrolled", "data_access": "not_connected", "collection_permission": false, "training_permission": false, "resale_permission": false, "next_action": "Confirm whether Hex wants an integration, template or consulting route. A template/demo should precede any partner-tier or referral commitment. Workspace access and publication permissions required for native testing.", "first_seen": "2026-10-15" }, { "id": "vellum", "name": "Vellum", "segment": "finance", "kind": "Reviewed agent plugin distribution", "source_url": "https://www.vellum.ai/plugins", "workflow": "A small Seiche or Undertow research plugin can deliver a reproducible task through the existing remote MCP surface.", "data_opportunity": "Package one read-only Seiche funding task with source/date/refusal instructions, then test on an actual Vellum assistant before asking support to route directory review.", "qualification": "research_opportunity", "integration_state": "not_enrolled", "data_access": "not_connected", "collection_permission": false, "training_permission": false, "resale_permission": false, "next_action": "Actual Vellum runtime QA and whitelist review. Start a server with no more than20tools; the known24-tool LiquiLens surface exceeds that cap and must not be described as fully available. Never embed credentials.", "first_seen": "2026-10-15" }, { "id": "agno", "name": "Agno", "segment": "finance", "kind": "Open-source framework cookbook distribution", "source_url": "https://docs.agno.com/examples/tools/mcp/agno-mcp", "workflow": "A maintained funding-evidence example meets a concrete finance-agent task and is easier to evaluate than a broad family listing.", "data_opportunity": "An Agent using one public Seiche MCP endpoint answers a funding-context question with source timestamps and explicit missingness. Keep a human check of source citations and model-selected tools.", "qualification": "research_opportunity", "integration_state": "not_enrolled", "data_access": "not_connected", "collection_permission": false, "training_permission": false, "resale_permission": false, "next_action": "Current contribution/style requirements, dependency pin, real SDK run plus TEST_LOG and maintainer acceptance. Framework compatibility is not a corporate partnership.", "first_seen": "2026-10-15" }, { "id": "paragon", "name": "Paragon", "segment": "finance", "kind": "Embedded integration/API action distribution", "source_url": "https://www.useparagon.com/integrations", "workflow": "Financial research application builders might benefit from a source-preserving read-only connector or action that supplies evidence cards to their existing product.", "data_opportunity": "Qualify demand for one institution-evidence action from an existing research-application builder before implementing a generic connector. Ask whether unauthenticated public APIs are supported in the partner catalog flow.", "qualification": "research_opportunity", "integration_state": "not_enrolled", "data_access": "not_connected", "collection_permission": false, "training_permission": false, "resale_permission": false, "next_action": "This is a sales/contact route, not an open free marketplace submission. No-key API support, catalog admission, commercial terms and evaluator demand remain unqualified. Prioritize after Composio/Agno.", "first_seen": "2026-10-15" } ] }