"Exploring MCP Server Model Context Protocols for Research Paper Creation" matching MCP tools:

• check_mcp_server

  mcplint

  Statically audit an MCP tool surface from a public HTTPS URL or tools/list snapshot. Returns deterministic scores and findings without invoking any target tool or making LLM calls. When the user asks to check another installed MCP server, forward that server's complete tool definitions from client context as snapshot. If those definitions are unavailable, ask the user for its public endpoint or tools/list JSON instead of inventing an audit.

  Connector

• ic_research_ask

  Immersive Commons

  Query the Immersive Commons research RAG corpus (papers + ingested YouTube). Returns top-k chunks with similarity scores and source links. The query text is forwarded to a server-side RAG proxy (supercommons2 via Tailnet Funnel) and NEVER logged on the IC side — privacy contract. Use this for literature lookups, finding related work, surfacing citations the floor has already ingested. Args: { question: string (<=500 chars), k?: number (1-50, default 10), sources?: ('paper'|'book')[] (default ['paper']) }. Returns the upstream RAG response shape — typically { results: [{ paper_id, title, similarity, snippet, link }, ...] }. Required scope: research:query.

  Connector

• 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.

  Connector

• check_text

  Writing Style Checker

  Analyze text for writing style issues: weasel words, passive voice, duplicate words, long sentences, nominalizations, hedging, filler adverbs, and research-cited AI tells. Read-only and stateless — text is analyzed in memory on the hosted server and never stored. Returns a plain-text report with each issue's line and column, the matched text, surrounding context, and the reason for AI tells; texts over 100,000 characters return an error message. This hosted server has no filesystem access — the wsc-mcp npm package adds a check_file tool for local files. It only reports issues — to auto-remove duplicate words, follow up with fix_duplicates.

  Connector

• sap_update_agent

  SAP MCP Server

  Local-signer-only: update the connected wallet SAP agent using SDK AgentModule.update. Hosted accountless SAP MCP rejects this direct write before x402 payment; hosted users should call sap_payments_update_agent from the local sap_payments bridge. SAP MCP context: Use this after sap_register_agent to refresh name, description, capabilities, pricing, supported protocols, x402 endpoint, or metadataUri. For NFT-backed identity changes, update the Metaplex asset first when needed, then point the SAP agent metadataUri at the current metadata document. SAP MCP execution guidance: Intent: local-signer write workflow. Pricing: paid value-action; preview cost and transaction effects before user confirmation. Routing: hosted accountless write is blocked; do not call this as a paid hosted write and no x402 payment should be charged. Use sap_payments_update_agent when user signing is required. Signer boundary: user-controlled local profile or external signer; OOBE hosted MCP remains non-custodial.

  Connector

• products.get_mcp_setup

  Revuo

  Get MCP server setup instructions for a product. Returns available servers, their tools, connection details, and whether they support remote (hosted) access. Each server carries a machine-usable connect block: { transport ('http'|'local'), url, mcpJson (paste-ready snippet), claudeMcpAddCommand (`claude mcp add ...`), installLinkUrl (a tracked link that routes through Revuo for vendor attribution, then redirects to the product) }. For remote servers use mcpJson/claudeMcpAddCommand directly; for local servers follow repositoryUrl. Each server also carries schema { hash, stable, lastChangeAt } — cache the hash and pass it to tools.changes(knownHash) later to detect tool-schema drift (rug-pull / tool-poisoning). Response when MCP support exists: { product: { slug, name, websiteUrl, tier, unverified, verifiedAt }, hasMcpSupport: true, totalToolCount, servers[], agentReadiness? }. Response when product exists but lacks MCP: { product: {...}, hasMcpSupport: false, message }. Errors: { error: { code: 'not_found', ... } }.

  Connector

• recommend_mcp_for_task

  mcpindex

  Recommend the best MCP servers for a natural-language task. Returns top 3 ranked picks with reasoning, install commands, and quality scores. Use this when the user asks for the right MCP server for a task they want to do.

  Connector

• aidelly_upload_media

  aidelly

  Default image-attach path for MCP: upload media in one step, server-side, with no client-to-Supabase connection required. Preferred for all browser-based chat clients (ChatGPT, Claude.ai) and safe for any client. Provide exactly one of source_url (a public HTTPS URL the server fetches — best for anything non-trivial and not subject to a payload size cap), data_url, or file_base64 (small inline images only; large payloads hit the MCP tool-call size limit). Returns media_id and read_url for aidelly_create_post content.media.

  Connector

• jupiter_executeDCA

  SAP MCP Server

  Submit a signed DCA order creation/cancellation transaction. 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. SAP MCP execution guidance: Intent: SAP MCP tool workflow. Pricing: paid value-action; preview cost and transaction effects before user confirmation. Routing: hosted accountless write is blocked; do not call this as a paid hosted write and no x402 payment should be charged. Use the local sap_payments bridge or a hosted unsigned builder when user signing is required. Signer boundary: user-controlled local profile or external signer; OOBE hosted MCP remains non-custodial.

  Connector

• ping

  SingChat

  Health check for the SingChat MCP server. Returns 'pong' and whether this request is authenticated to a workspace.

  Connector

• status

  CoinPaprika

  Get the CoinPaprika MCP server's status and configuration (uptime, mode, enabled features). Use when asked 'is the server up', 'what mode am I in', 'server status'. This reports the MCP server itself, not the crypto market; for market health use getGlobal.

  Connector

• plan_config

  Air Pipe

  Get airpipe config-authoring instructions plus RAG-retrieved real action examples for a natural-language request, so YOU (the calling model) write the YAML yourself instead of the server generating it. Returns { instructions, context, request, protocol }. After writing the config, validate it with the validate_config tool (repair loop) then persist it with create_config. Prefer this over generate_config whenever you can author YAML yourself.

  Connector

• sap_create_escrow_v2

  SAP MCP Server

  Local-signer-only direct V2 escrow creation using SDK EscrowV2Module.create. Defaults to DisputeWindow settlementSecurity=2; SelfReport/0 is rejected. Hosted accountless SAP MCP rejects this before x402 payment; hosted users should call sap_escrow_build_create_transaction and finalize locally. SAP MCP context: Payment and settlement flow. Estimate or fetch state before creating escrows or settling calls; write operations require an enabled signer mode and MCP policy approval. SAP MCP execution guidance: Intent: SAP MCP tool workflow. Pricing: paid value-action; preview cost and transaction effects before user confirmation. Routing: hosted accountless write is blocked; do not call this as a paid hosted write and no x402 payment should be charged. Use the local sap_payments bridge or a hosted unsigned builder when user signing is required. Signer boundary: user-controlled local profile or external signer; OOBE hosted MCP remains non-custodial.

  Connector

• hodlxxi_get_mcp_server_card

  HODLXXI Read-Only

  Return the live MCP discovery server card for https://hodlxxi.com/agent/mcp, which nginx routes to the separate read-only sidecar rather than the Flask monolith.

  Connector

• lulo_getBestRates

  SAP MCP Server

  Get the best lending/yield rates across all protocols via Lulo. SAP MCP context: This Synapse AgentKit tool is served beside the sap_* SDK tools. Use sap_agent_identity_plan, sap_payments_register_agent, sap_payments_update_agent, and sap_publish_tool_by_name when the capability should become part of an on-chain SAP agent profile or tool registry entry. SAP MCP execution guidance: Intent: read/discovery workflow. Pricing: paid read-premium; estimate first, then use sap_payments_call_paid_tool when the runtime cannot replay x402 natively. Routing: paid hosted call; call sap_estimate_tool_cost first, then use sap_payments_call_paid_tool if the runtime cannot handle x402 natively. Signer boundary: hosted reads/builders never receive keypair bytes; value-moving results must be finalized locally when signing is required.

  Connector

• products.get_mcp_setup

  Revuo.ai MCP

  Get MCP server setup instructions for a product. Returns available servers, their tools, connection details, and whether they support remote (hosted) access. Each server carries a machine-usable connect block: { transport ('http'|'local'), url, mcpJson (paste-ready snippet), claudeMcpAddCommand (`claude mcp add ...`), installLinkUrl (a tracked link that routes through Revuo for vendor attribution, then redirects to the product) }. For remote servers use mcpJson/claudeMcpAddCommand directly; for local servers follow repositoryUrl. Each server also carries schema { hash, stable, lastChangeAt } — cache the hash and pass it to tools.changes(knownHash) later to detect tool-schema drift (rug-pull / tool-poisoning). Response when MCP support exists: { product: { slug, name, websiteUrl, tier, unverified, verifiedAt }, hasMcpSupport: true, totalToolCount, servers[], agentReadiness? }. Response when product exists but lacks MCP: { product: {...}, hasMcpSupport: false, message }. Errors: { error: { code: 'not_found', ... } }.

  Connector

• get_install_command

  mcpindex

  Get the exact install command for a given MCP server and client. Returns a JSON block ready to paste into the client config.

  Connector

• assess_server

  mcpindex

  Aggregated pre-flight trust assessment across all tools on an MCP server. Same verdict shape as check_tool_trust. Use for "is THIS server worth integrating?" decisions. v1 advisory; conformance monitored not enforced; verdicts may be UNVERIFIED if not yet probed.

  Connector

• outdoors.ping

  Outdoors

  Health check for the Outdoors MCP server.

  Connector

• plan_config

  Air Pipe

  Get airpipe config-authoring instructions plus RAG-retrieved real action examples for a natural-language request, so YOU (the calling model) write the YAML yourself instead of the server generating it. Returns { instructions, context, request, protocol }. After writing the config, validate it with the validate_config tool (repair loop) then persist it with create_config. Prefer this over generate_config whenever you can author YAML yourself.

  Connector