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Plan and verify evidence-aware research workflows with specialist execution receipts.

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Status
Healthy
Uptime
100.0% over the last 24 hours
Last Tested
Transport
Streamable HTTP · MCP 2025-11-25
URL
ChatGPT
–
Claude
–

TDQS

B3.3/5.0

Scored across 23 tools

Disambiguation3/5

Most tools have distinct targets, but several clusters overlap meaningfully: capabilities vs. check_method vs. research_registry all concern capability authority, and handoff_context vs. handoff_summary vs. read_handoff_evidence split one handoff artifact across three subtly differentiated tools. Likewise build_collection_recipe, content_analysis_template, and text_analysis_pilot all produce planning packages (with text_analysis_pilot explicitly composing the other two), so an agent can plausibly pick the wrong one.

Naming Consistency4/5

Every tool shares the researchpilot_ prefix and snake_case, and most follow a clear verb_noun pattern (get_profile, list_projects, save_work_artifact, validate_specialist_receipt). Minor deviations exist in noun-only names like researchpilot_capabilities and researchpilot_research_registry, but the overall convention is predictable.

Tool Count3/5

23 tools sits in heavy territory for a single server, and the workflow has been decomposed into many narrow steps (build/prepare/validate/read per artifact lifecycle). The count is defensible for a research platform with project, artifact, handoff, and specialist lifecycles, but it strains an agent's selection budget.

Completeness3/5

Core discovery, context reading, artifact save/read/list, handoff inspection, and specialist prepare/validate paths are covered. However, project lifecycle is read-only (no create/update project), work artifacts have no update or delete operation, and there is no tool for composing or emitting a handoff, leaving dead ends in common workflows.

Available Tools

23 tools
researchpilot_build_collection_recipeA
Read-onlyIdempotent
Inspect

Build a reproducible collection plan for YouTube metadata, web text, legal references, data APIs, or a bounded text corpus. This returns a plan only and never claims collection occurred.

Inputs: goal (required), sourceType (required), query, period, +1 more.

researchpilot_capabilitiesA
Read-onlyIdempotent
Inspect

Read canonical ResearchPilot capability authority. Use this before claiming that ResearchPilot can directly execute a research method.

Inputs: no named parameters.

researchpilot_check_methodB
Read-onlyIdempotent
Inspect

Check one ResearchPilot capability by canonical capability ID and distinguish discussion/planning, direct execution, certified core, registered engine, and specialist handoff.

Inputs: capabilityId (required).

researchpilot_content_analysis_templateB
Read-onlyIdempotent
Inspect

Create a bounded content-analysis codebook and validation skeleton with sampling/coding/context units, category contracts, pilot coding and human/AI validation requirements. Categories remain researcher proposals.

Inputs: researchQuestion (required), approach, codingMode.

researchpilot_get_profileA
Read-onlyIdempotent
Inspect

Return the authenticated ResearchPilot user profile for the current OAuth connection. Use only for user identity/personalization, not as research evidence.

Inputs: no named parameters. Returns: id, name, email, nickname

researchpilot_get_project_contextB
Read-onlyIdempotent
Inspect

Read one authenticated user's cloud ResearchPilot project state: research question, decisions, analysis/result summaries, stale state, source identities/digests and local-artifact availability. Raw local research files are intentionally absent.

Inputs: projectId (required).

researchpilot_get_user_memoryA
Read-onlyIdempotent
Inspect

Read the authenticated user's ResearchPilot working preferences and bounded routing history. These are workflow/presentation signals, never scientific authority.

Inputs: no named parameters.

researchpilot_handoff_contextA
Read-onlyIdempotent
Inspect

Read the immutable ResearchContext snapshot carried by a ResearchPilot handoff, including an evidence catalog without source bodies. This does not mutate Studio state or authorize execution.

Inputs: handoff (required).

researchpilot_handoff_summaryC
Read-onlyIdempotent
Inspect

Validate the outer ResearchPilot specialist handoff identity and return a bounded context summary without source bodies. Use the original handoff package as the authority.

Inputs: handoff (required).

researchpilot_list_projectsA
Read-onlyIdempotent
Inspect

List the authenticated user's active ResearchPilot projects, newest first. Use before choosing a project when the user's phrase such as 'my study' is ambiguous.

Inputs: no named parameters.

researchpilot_list_work_artifactsA
Read-onlyIdempotent
Inspect

List saved working artifacts for one authenticated ResearchPilot project. Use this to continue prior host-AI plans, interpretations, critiques, or drafts without treating them as researcher-approved canonical decisions.

Inputs: projectId (required).

researchpilot_open_workspaceA
Read-onlyIdempotent
Inspect

Open the interactive ResearchPilot workspace when the user wants to select a project, inspect method capability, review research context, or edit an instruction before continuing in the host AI conversation.

Inputs: no named parameters.

researchpilot_prepare_specialist_executionC
Read-only
Inspect

Prepare a rigorous specialist execution request bound to the authenticated project, exact ResearchContext digest, capability authority, and input artifact digests. This does not execute the analysis or transfer local raw files.

Inputs: projectId (required), capabilityId (required), requestedWork (required), rigor, +1 more.

researchpilot_read_handoff_evidenceB
Read-onlyIdempotent
Inspect

Read one exact evidence page from a ResearchPilot handoff after verifying the outer source digest against the immutable ResearchContext snapshot.

Inputs: handoff (required), sourceId (required), offset.

researchpilot_read_work_artifactB
Read-onlyIdempotent
Inspect

Read one saved working artifact after verifying that both project and artifact belong to the authenticated ResearchPilot owner.

Inputs: projectId (required), artifactId (required).

researchpilot_record_routing_feedbackBInspect

Record explicit user feedback about a ResearchPilot capability/tool outcome. Call only when the user explicitly accepts, rejects, corrects, or reports failure/success. Do not store the user's full research question or source text.

Inputs: outcome (required), taskFamily (required), feedback, toolName, +2 more.

researchpilot_research_registryA
Read-onlyIdempotent
Inspect

Search ResearchPilot's unified method/model, source-provider, official-reference, or planned-plugin registry. Planning/discovery only; registry presence never authorizes execution or collection.

Inputs: kind (required), limit, query.

researchpilot_save_work_artifactAInspect

Save a substantive project-specific plan, interpretation, critique, draft, or specialist result as a non-canonical WORKING artifact. Use for durable ResearchPilot continuity; this never accepts a research decision or authorizes execution.

Inputs: kind (required), text (required), title (required), projectId (required), +2 more.

researchpilot_search_datasetsB
Read-only
Inspect

Search ResearchPilot dataset/data-paper providers with explicit provider availability states. Returned records remain source candidates, not automatic dataset-fit approval.

Inputs: query (required), scope.

researchpilot_search_literatureA
Read-only
Inspect

Search research literature through ResearchPilot's OpenAlex/Crossref adapter. Bibliographic verification is not scientific-quality or full-text verification.

Inputs: query (required).

researchpilot_text_analysis_pilotB
Read-onlyIdempotent
Inspect

Create a bounded text-analysis pilot package: collection recipe, codebook skeleton, corpus manifest, pilot/validation plan, AG-UI state, and specialist handoff route. Design only; no coding or validation is claimed.

Inputs: researchQuestion (required), query, period, approach, +5 more.

researchpilot_update_user_preferencesA
Idempotent
Inspect

Update bounded ResearchPilot working/writing preferences only when the user explicitly states a stable preference. These preferences affect presentation/workflow, never scientific authority or method validity.

Inputs: discipline, answerStyle, resultFirst, targetGenre, +5 more.

researchpilot_validate_specialist_receiptA
Read-onlyIdempotent
Inspect

Validate a specialist execution receipt against its ResearchPilot request and authenticated project/context identity. This verifies identity, input digests, sample accounting, diagnostics and validation-state structure; it does not independently validate scientific correctness.

Inputs: receipt (required), request (required).

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

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