universal-research-mcp
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- AlicenseAqualityAmaintenanceEnables AI agents and MCP clients to run research as an explicit scientific process: forming hypotheses, designing and executing sealed experiments, capturing observations and artifacts, linking claims to supporting evidence, and reviewing provenance. Exposes coordinated MCP services so users can inspect, reproduce, and audit every step from question to conclusion rather than trusting an opaque final answer.462Apache 2.0
- AlicenseNot gradedqualityCmaintenanceMCP server that enforces evidence-graded, phase-gated, peer-reviewed research workflows for AI agents to conduct rigorous decision-making.MIT
- AlicenseNot gradedqualityBmaintenanceA source-grounded cybersecurity knowledge & research MCP server that provides read-only search, exact citations, and a knowledge graph, designed to run alongside execution MCPs.9MIT
- FlicenseNot gradedqualityAmaintenanceEnables deterministic, harness-neutral research workflows by unifying research object identity, evidence receipts, claim-evidence graphs, and append-only decision logs, along with specialized scholarly skills for literature analysis, reproducibility audits, and multi-agent review.1-
- AlicenseNot gradedqualityCmaintenanceEnables provenance capture and replay verification for scientific MCP tool calls, using a signed hash-chained ledger and data-source release resolution.MIT
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TDQS
Scored across 30 tools
The high-level domains are clear, but the governance cluster is overcrowded with near-synonymous non-executing operations such as evaluate_gate, evaluate_operation, validate_decision, capture_codex_decision, prepare_codex_dispatch, and codex_prepare_agent_control. An agent could easily select the wrong governance tool because the boundaries between 'evaluate', 'validate', 'capture', and 'prepare' are subtle and heavily overlapping.
Most tools follow a consistent domain_verb_noun snake_case pattern, e.g., governance_validate_task_packet, research_prepare_ingest, memory_fetch_evidence, and codex_host_agent_status. Minor deviations like memory_latest, research_semantic_models, and public_demo_status break the verb-first pattern, but the overall style remains predictable.
Thirty tools is too many for a research MCP, especially when fifteen of them are governance variants that mostly 'prepare', 'validate', or 'evaluate' without executing. The tool surface feels bloated and micro-specialized rather than well-scoped, and several governance tools could likely be consolidated.
The core immutable ingest and evidence lifecycle is covered: prepare_ingest, commit_ingest, pending status, memory search, evidence fetching, eligibility checks, and ledger audit. However, there are notable gaps such as no way to list or cancel pending drafts, no general research query beyond memory candidates, and no direct approval path, though the host-owned design explains some of these omissions.