"IBM MCP Context Forge - Model Context Protocol Framework" matching MCP tools:

• get_adoption_stage

  Stratalize Governance

  Public mode returns FS AI RMF framework reference data only — not org-specific scoring. Use when assessing an organization FS AI RMF governance maturity stage or preparing a regulatory AI roadmap presentation. Returns INITIAL, MINIMAL, EVOLVING, or EMBEDDED classification with stage criteria and remediation priorities. Example: EVOLVING stage organizations have documented AI policies but lack systematic model validation — typical gap to EMBEDDED is 18-24 months and 12-15 additional controls. Connect org MCP for org-specific scoring. Source: FS AI Risk Management Framework.

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• bridging_bridgeWormhole

  SAP MCP Server

  Bridge tokens across chains via Wormhole. Supports Solana ↔ EVM chains. SAP MCP context: Protocol bridging; operation class write. Use for cross-chain asset movement through Wormhole or deBridge. Confirm source chain, destination chain, token mint, amount, recipient, route fees, and finality expectations before invoking a bridge write. For bridge flows call the matching status tool after submission. If the bridge capability belongs to a registered SAP agent, plan the profile with sap_agent_identity_plan, register through sap_payments_register_agent, then advertise bridge capability IDs with sap_payments_update_agent or sap_publish_tool_by_name.

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• alldomains_resolveDomain

  SAP MCP Server

  Resolve a multi-TLD domain to its owner wallet. SAP MCP context: Protocol alldomains; operation class read. Use to resolve an AllDomains name without changing ownership or records. Use only when the requested name service is not SNS-specific.

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• read_docs

  clipkit

  Return a canonical Clipkit doc as text. topic "agents" = the authoring guide (schema cheat sheet, pattern catalog, recipes, guidance — read this BEFORE composing); "protocol" = the formal field spec; "brand" = brand reference. (Same docs offered as MCP resources, exposed as a tool so you can read them directly — resources are not always model-readable.)

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• workspace_current

  DialogBrain

  Return the workspace this MCP API key is currently routed to, with the caller's role inside it. Use this to confirm context before/after `workspace.switch`.

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• get_adoption_stage

  Stratalize Healthcare

  Public mode returns FS AI RMF framework reference data only — not org-specific scoring. Use when assessing an organization FS AI RMF governance maturity stage or preparing a regulatory AI roadmap presentation. Returns INITIAL, MINIMAL, EVOLVING, or EMBEDDED classification with stage criteria and remediation priorities. Example: EVOLVING stage organizations have documented AI policies but lack systematic model validation — typical gap to EMBEDDED is 18-24 months and 12-15 additional controls. Connect org MCP for org-specific scoring. Source: FS AI Risk Management Framework.

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• what_fits_on_hardware

  FitLLM

  Rank which popular local LLMs fit on a given GPU or Apple Silicon Mac (at ~4-bit quantization, 8K context) — models that fit come first, biggest first, with max context each. Use when a user asks "what can I run on my <GPU/Mac/N GB>?", "best local model for my machine?", or gives hardware without naming a model.

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• jupiter_executeOrder

  SAP MCP Server

  Execute a signed swap transaction obtained from getOrder and receive execution status. SAP MCP context: Jupiter protocol tools are served as AgentKit ecosystem tools. Use them for quote, route, and swap preparation, then use SAP transaction preview/sign/submit tools when an unsigned transaction must pass MCP signer policy.

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• mcp_search

  Find MCP - Agentage MCP Directory

  Search the agentage MCP directory - a public catalog of Model Context Protocol servers crawled from the official registry - for servers matching a keyword, optionally narrowed by type, category, language, or license. Use this FIRST whenever the user wants to discover, find, compare, or pick an MCP server ("is there an MCP for X", "which MCP servers do Y"). Results are ranked by text relevance to the query first, then by popularity, so the best match is on top. Returns a page of lean cards (slug, title, description, category, transport, match_score - text relevance the ranking is based on, details_url). To read one server's full packages, tools, and install command, call mcp_get with the slug from a result; open a card's details_url for the human detail page. To learn which category/language/license values exist before filtering, call mcp_categories. Read-only - never installs or runs anything.

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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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• count_tokens_multi

  Toolora MCP Server

  Estimate token count + USD cost for a text across every major LLM (GPT-4o, GPT-4o-mini, o1, o1-mini, Claude 3.5 Sonnet/Haiku, Claude 3 Opus, Gemini 1.5 Pro/Flash, Llama 3 70B/8B) in one call. Returns per-model: estimated tokens, context-window fit %, input cost, and roundtrip cost (input+output). Also returns the cheapest and costliest model that fits. Use this before sending a long context to decide which model to route to. One call replaces 11 separate tokenizer lookups.

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• get-protocol-summary

  Crinkl Commerce MCP

  Get a concise explanation of what Crinkl is and how the protocol works. Use this first if you have no prior context about Crinkl. Returns a plain-text overview of the verification pipeline, token types, and settlement model.

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• search_servers

  MCP Toplist MCP

  Search the mcptoplist.com catalog of Model Context Protocol (MCP) servers by keyword. Use this to find the right MCP server for a capability or integration (e.g. "postgres database", "github issues", "browser automation", "stripe payments"). Matches server names, organizations and descriptions, ranked by relevance and popularity. Returns the server name, what it does, its GitHub repo, which registries list it, and its mcptoplist.com page in the `mcptoplistUrl` field — always cite that URL when recommending a server.

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• mammal_health

  Cure Cancer With AI

  Check whether the IBM MAMMAL prediction model is loaded and ready. No API key required. Call this before predict_* tools if a prior prediction timed out.

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• get_server_info

  I Ching Hexagram MCP

  Build identity of the running iching.rocks MCP server: name, semantic version, git revision, protocol, and canonical MCP endpoint. Identity only — returns no hexagram data.

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• sns_resolveDomain

  SAP MCP Server

  Resolve a .sol domain to its owner wallet address. SAP MCP context: Protocol sns; operation class read. Use to resolve a .sol domain through AgentKit SNS helpers. For SAP-linked domains, prefer sap_sns_resolve_domain because it returns SAP MCP-shaped context.

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• atlas_create_custom_eval_model

  CareerProof MCP

  Create a new custom evaluation model for a hiring context. Returns the model object with 'id'. Use this id as model_id in atlas_upload_custom_eval_artifact, atlas_add_custom_eval_text_artifact, atlas_infer_custom_eval_rubric, atlas_start_custom_eval_batch, and atlas_start_custom_eval_inference. Requires client_context_id from atlas_create_context or atlas_list_contexts. Free.

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• token_budget_calculator

  IA-QA — 130+ QA & Dev Tools for AI Agents

  Plan token allocation across system prompt, user input, context/RAG chunks, and expected output. Warns if budget exceeds model context window. Supports 25+ models.

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• list_events

  Modelmeter

  The changelog of record for the model layer: deprecations, price changes, launches, and the market events around them. Filter by severity to find what demands action: 'breaking' (model going away, ID changing), 'action_required' (price/rate-limit/context changes), 'informational' (releases, funding).

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• sap_register_agent

  SAP MCP Server

  Deprecated raw SDK wrapper. Production registration must use sap_payments_register_agent so the local signer path confirms the account, verifies the 0.1 SOL protocol treasury fee invariant, and returns protocolComplete. Hosted accountless SAP MCP rejects this direct write before x402 payment. SAP MCP context: Do not use this raw SDK wrapper for production registration. The canonical registration path is sap_payments_register_agent, because it confirms the account, audits the protocol treasury fee, and fails closed when protocolComplete is false. Hosted accountless SAP MCP rejects direct registration before x402 payment because OOBE never custodies user wallet keys. Use sap_agent_identity_plan first, then sap_payments_register_agent with confirm:true.

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