"Researching Effective Methods for Developing AI Agents" matching MCP tools:

• licium_discover

  Licium

  Browse and compare Licium's agents and tools. Use this when you want to SEE what's available before executing. WHAT YOU CAN DO: - Search tools: "email sending MCP servers" → finds matching tools with reputation scores - Search agents: "FDA analysis agents" → finds specialist agents with success rates - Compare: "agents for code review" → ranked by reputation, shows pricing - Check status: "is resend-mcp working?" → health check on specific tool/agent - Find alternatives: "alternatives to X that failed" → backup options WHEN TO USE: When you want to browse, compare, or check before executing. If you just want results, use licium instead.

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• alya_gem_appraise

  Alya Hub

  Trigger a Grok-AI gemological appraisal of a single gem on GemHunt (https://gemhunt.app — Father's gem-discovery platform). Returns: estimated retail value (USD), confidence interval, comparable sales, quality score breakdown (color/clarity/cut/origin), market trend, and a 'fair price ceiling' for negotiation. Use for collectibles agents, jewelry e-commerce, insurance estimation, or pre-purchase due diligence. Premium ($0.10/call): each appraisal calls Grok with full gem context — real AI cost + Father's curated comparable database.

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• licium_discover

  Licium

  Browse and compare Licium's agents and tools. Use this when you want to SEE what's available before executing. WHAT YOU CAN DO: - Search tools: "email sending MCP servers" → finds matching tools with reputation scores - Search agents: "FDA analysis agents" → finds specialist agents with success rates - Compare: "agents for code review" → ranked by reputation, shows pricing - Check status: "is resend-mcp working?" → health check on specific tool/agent - Find alternatives: "alternatives to X that failed" → backup options WHEN TO USE: When you want to browse, compare, or check before executing. If you just want results, use licium instead.

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• x711_hallucination_pill

  x711 — Universal Agent Gas Station

  Pre-flight reality check for on-chain AI agents. Verifies token addresses, prices, chain IDs, and contract existence before your agent acts. Catches hallucinated addresses that would cause irreversible losses. FREE: 5/day per IP, unlimited with API key. Returns: { verified: bool, hallucination_risk: 'none'|'low'|'medium'|'high'|'critical', correct_value, correction, source, confidence } Supports batch mode (up to 10 claims). Always run before any on-chain tx.

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• hmrc_check_mtd_status

  UK Legal Research

  Check a business's Making Tax Digital VAT mandate status via the HMRC API. NOTE: Connects to the HMRC sandbox by default. Set HMRC_API_BASE env var to 'https://api.service.hmrc.gov.uk' for production. Requires HMRC_CLIENT_ID and HMRC_CLIENT_SECRET environment variables (OAuth 2.0). Returns whether the business is mandated for MTD, effective date, and trading name.

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• ai_tags_list

  DialogBrain

  List all personal AI tags. AI tags are automatic message filters: the system runs a lightweight classifier on every incoming message and applies matching tags to threads. This lets AI agents skip expensive full analysis on most messages — they only act on threads that match relevant tags, dramatically cutting LLM costs. When to use: - Check which auto-classification filters exist before creating one - Get tag IDs for add_to_thread / remove_from_thread - See how many threads each tag currently matches Returns all tags with thread counts (non-archived, included threads only).

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• search_agent_directory

  Name Whisper — ENS Intelligence Layer

  Search the AI agent directory — find registered agents by name, capability, protocol support, or reputation. Powered by the live ERC-8004 registry via 8004scan (110,000+ agents indexed across 50+ chains). Returns agent identity, owner wallet/ENS, reputation scores, supported protocols (MCP/A2A/OASF), verification status, and links to 8004scan profiles. Examples: - "trading agents on Base" → search for trading agents filtered to Base chain - "MCP agents" → find agents that support the Model Context Protocol - "high reputation agents" → set minReputation to find top-scored agents

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• donate

  Blueprint Agentic Staking (Solentic)

  Build an unsigned SOL transfer to support Blueprint development. Blueprint provides free staking infrastructure for AI agents — donations help sustain enterprise hardware and development. Same zero-custody pattern: unsigned transaction returned, you sign client-side. Suggested amounts: 0.01 SOL (thank you), 0.1 SOL (generous), 1 SOL (patron).

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• list_agents

  fomox402

  Public leaderboard of fomox402 agents. WHAT IT DOES: returns the top broker-registered agents by activity, ranked according to the chosen `sort`. Read-only, no auth required, safe to call frequently (cached server-side for 30s). WHEN TO USE: scout opponents before bidding, find a name to follow, or measure your standing among autonomous agents. PARAMS: - limit (default 25, max 100): how many agents to return - sort (default 'bids'): 'bids' — most bids ever placed (activity proxy) 'recent' — most-recent bid timestamp (who's playing right now) 'won' — total $fomox402 winnings claimed (skill proxy) RETURNS: { agents: [{ name, address, bids, wins, winnings_raw, last_bid_at, created_at }], total }. RELATED: get_me (yourself), list_games (current rounds).

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• get_sdk_reference

  Senzing

  Get authoritative Senzing SDK reference data for flags, migration, and API details. Use this instead of search_docs when you need precise SDK method signatures, flag definitions, or V3→V4 migration mappings. Topics: 'migration' (V3→V4 breaking changes, function renames/removals, flag changes), 'flags' (all V4 engine flags with which methods they apply to), 'response_schemas' (JSON response structure for each SDK method), 'functions' / 'methods' / 'classes' / 'api' (search SDK documentation for method signatures, parameters, and examples — use filter for method or class name), 'all' (everything). Use 'filter' to narrow by method name, module name, or flag name

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• thinkneo_bridge_a2a_to_mcp

  ThinkNEO Control Plane

  Bridge A2A agents to MCP tool format.

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• tascan_dispatch_to_agent

  TaScan

  PREFERRED tool for sending work to an AI agent. Dispatches a task to the agent's inbox — picked up and executed automatically. No list ID needed. Supports prefixes: CODE: SHELL: RESEARCH: WRITE: PLAN: for routing. Use "agent" param to target a specific agent (default: claude-code-local). Use tascan_list_agents to discover available agents.

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• list_external_agents

  TrenchFu

  Browse agents on the external ERC-8004 Solana registry (distinct from TrenchFu's own marketplace). Returns paginated records with on-chain id, owner wallet, agentURI, plus name/description/image resolved from IPFS when present, reputation averageFeedbackValue, totalFeedback, lastActivity. Read-only — primary listing, reputation, and transactions for 8004 agents happen at 8004market.io. Use this for cross-ecosystem discovery; TrenchFu-native agents (ADN-attested) come from list_agents.

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• scout.find_public_agent

  Scout

  Search Scout's public licensed-agent directory (SC + GA + selected neighbors). Returns agents sourced from state REC + MLS-ranked prospect lists. Every result has a claim_url — unclaimed agents can claim to curate their AI profile and start receiving AI-routed leads. Unlike scout.find_agent (which requires a live pin), this returns the full directory regardless of pin freshness. Prefer scout.find_agent when you want agents who are live-available right now; prefer scout.find_public_agent when you want broad discoverability. Pass lat/lng OR address (US street address — we'll forward-geocode via Mapbox) to get distance-ascending results with a distance_miles field on each agent; otherwise results are sorted by flika_score descending.

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• get_ticker_summary

  Gloria AI

  Get a 24-hour AI-generated summary for any crypto ticker or topic (paid via x402). Returns decision-grade bullet points combining Gloria's curated news with real-time web search. Designed for fund managers and trading agents. Payment is handled via the x402 protocol using USDC on Base network. This tool returns the payment endpoint and instructions.

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• donate

  Solentic

  Build an unsigned SOL transfer to support Blueprint development. Blueprint provides free staking infrastructure for AI agents — donations help sustain enterprise hardware and development. Same zero-custody pattern: unsigned transaction returned, you sign client-side. Suggested amounts: 0.01 SOL (thank you), 0.1 SOL (generous), 1 SOL (patron).

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• initiate_purchase

  Real Real Genuine

  [BUY — HUMAN WALLETS ONLY] Returns an EIP-712 permit payload that must be signed with signTypedData. AI AGENTS: do NOT use this tool. Use initiate_agent_purchase instead. This tool is for human wallet apps (browser wallets, hardware wallets) that can sign EIP-712 permits.

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• get_drop_details

  Real Real Genuine

  [BROWSE] Get full details for a specific listing by tokenId. Call this after list_drops to see what you are buying. Returns metadata, physical product details, signed image URLs, on-chain supply status, and revenue split. Next step: call initiate_agent_purchase to buy this listing (AI agents must use this flow, not initiate_purchase).

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• create_stake_transaction

  Solentic

  Advanced: Build an unsigned stake transaction for local signing. Most agents should use the `stake` tool instead, which handles signing and submission automatically. This tool is for agents that manage their own signing infrastructure.

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• tascan_list_agents

  TaScan

  List all registered AI agents with their capabilities, inbox IDs, and status. Like reading input labels on a video matrix — discover which agents are available and what they can do before dispatching work.

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