"Understanding the Purpose of Research" matching MCP tools:

• discoverA

  XFMSA

  Reveal which quality dimensions matter for a stated purpose, showing inferred weights and a discovery-walk trace to clarify how the purpose is interpreted before selecting a model.

  MIT

• codex_researchA

  codex-bridgeA

  Gain deep understanding of architectures, libraries, or codebases through multi-turn research that surveys topic, drills into gaps, and synthesizes findings.

  MIT

• gemini_research_paper_analysisA

  Prism MCPB

  Analyzes research papers by extracting key findings, providing critical evaluation, and placing them within the broader academic landscape for literature reviews and deep understanding.

  Apache 2.0

• cerebro_recordB

  Cerebro MCPA

  Record a brief English summary of a file's purpose and role, allowing future sessions to reuse the understanding without re-analyzing the file.

  MIT

• list_directoryB

  Filesystem MCP ServerA

  List all files and directories in a specified path, with [FILE] and [DIR] prefixes to distinguish items, enabling quick understanding of directory structure.

  -

• url.summarizeA

  DocImprint Document IntelligenceA

  Fetch a public HTTPS URL and return a condensed prose summary with key points, providing a quick understanding of the web page.

  MIT

• set_dataset_descriptionA

  Deriva MCP ServerB

  Set or update a dataset's description in the catalog, clarifying its purpose, contents, and intended use for better understanding.

  Apache 2.0

• ch_company_searchA

  @aiwerk/mcp-server-swiss-companyA

  Find Swiss companies by registered name or statutory purpose. Returns UID, legal form, address, and purpose to verify the right match.

  MIT

• slack_list_channelsA

  PrivacyFenceA

  Lists Slack channels visible to the user, with optional participant and archived filters, returning channel IDs, names, privacy, topic, purpose, and member counts.

  Apache 2.0

• telos_get_paA

  telos-mcpA

  Retrieve the active Purpose Anchor for a specified agent to inspect governance contracts including purpose, boundaries, scope, allowed tools, and centroid dimensions.

  Apache 2.0

• convert_meeting_to_asyncA

  Open and Async MCP ServerA

  Given a meeting's purpose or agenda, propose the async equivalent: specify the artifact, its location, the decision-maker, and the deadline.

  -

• swissco_searchA

  swisscoA

  Search Swiss companies by name or statutory purpose to find businesses by what they do, even when the name doesn't mention it. Returns UID, legal form, and location.

  MIT

• tigergraph__get_query_descriptionA

  tigergraph-mcpA

  Retrieve the descriptions of one or more installed TigerGraph queries, including their parameters, to clarify query purpose and support documentation.

  Apache 2.0

• manual_research_setupA

  contextium-mcp-serverB

  Guides you through creating a research workspace step by step, letting you steer the research direction interactively.

  MIT

• assets-get-spritesheet-imageC

  Phaser Editor MCP ServerB

  Retrieve the PNG texture of a spritesheet to inspect tile and frame positions for game asset management.

  ISC

• research_cancel

  Crawlora MCPC

  Cancel a research job. Requests cancellation of the authenticated owner's research job. The existing job kind is checked before the state is changed.

  MIT

• research_events

  Crawlora MCPC

  Read research job events. Reads a signed owner-bound page of research job events. `limit` defaults to 50 and accepts 1 through 100.

  MIT

• research_status

  Crawlora MCPC

  Read a research job status. Returns the authenticated owner's research job state, progress, and cumulative usage.

  MIT

• get_geond_server_infoA

  Geond Agent ProtocolA

  Retrieve a safe, read-only summary of the Geond Agent Protocol MCP server to understand its purpose, version, environment variables, tool groups, setup hints, and example workflows before connecting to PostgreSQL.

  Apache 2.0

• motion_catalogA

  motionspecA

  Retrieve the verified catalog of motion primitives and authoring rules for writing a MotionSpec. Start here to get names, purpose, parameter schemas, and defaults before validating.

  MIT

• record_research_period_usageA

  TradingView-MCPB

  Append a confirmed journal entry for research data access, specifying series, data version, inspected UTC interval, purpose, and access timestamp. Use stable IDs to make retries idempotent.

  MIT