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  3. Universal Research MCP
Universal Research MCP logo
Health: ActiveRecent health check succeeded.Last checked 9/7/2026, 10:51:37 PM

Universal Research MCP

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Provenance-first research memory with hash-bound evidence and a fail-closed eligibility gate.

Quick Install

Automated & IDE Setup

Copy the AI prompt to install this server into Claude Code, Cursor, or another agent β€” or use 1-click editor setup below.

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Manual Client & Custom JSON ConfigExpand JSON β–Ύ

Client Config & Setup

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Target File:~/Library/Application Support/Claude/claude_desktop_config.json
claude_desktop_config.json
{
  "mcpServers": {
    "universal-research-mcp": {
      "command": "uvx",
      "args": [
        "--from"
      ]
    }
  }
}

πŸ’‘ Paste the JSON block into your client's configuration file under mcpServers, then restart the application.

Install Directory Badge Claim listing Alternatives🧠 More in Knowledge & Memory

Documentation Overview

Universal Research MCP

Research memory with traceable sources, explicit write approval, and measured β€” not assumed β€” safety.

Version Python DOI CI License: MIT

Architecture deep dive Β· Benchmarks Β· Getting started Β· ν•œκ΅­μ–΄ μ‚¬μš©μž μ„€λͺ…μ„œ

Research agents with long-lived memory fail in a specific way: they assert recorded values whose evidence no longer holds β€” the file drifted, the claim was withdrawn, the source was never registered. This project makes that failure mechanically checkable, fail-closed, and then measures which parts of safety the mechanism actually provides.

The structure, in one pass

Dockerfile
 append-only canonical ledger            derived, rebuildable RAG
 ─────────────────────────────           ─────────────────────────────
 data/events/daily/*/events.jsonl   β†’    SQLite FTS5 passage+event index
 data/events/sources.jsonl               (+ optional offline semantic view
 (path β†’ SHA-256 at registration)         built FROM the lexical index)
            β”‚                                        β”‚
            β”‚ registered hash + line range           β”‚ BM25 candidates
            β–Ό                                        β–Ό
 β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€ MCP server (30 tools, stdio) ─────────────────────────┐
 β”‚ memory_search_candidates β†’ candidates only ("a score is not evidence")           β”‚
 β”‚ memory_fetch_evidence    β†’ exact lines + integrity_status (matched/mismatched)   β”‚
 β”‚ memory_check_evidence_eligibility β†’ fail-closed receipt; blocks silent omission  β”‚
 β”‚ research_prepare_ingest / research_commit_ingest β†’ two-step, one-time HMAC       β”‚
 β”‚ governance_* (11 fixed roles; preflight only, never executes)                    β”‚
 β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
  • The ledger is the only authority; every index is a derived view that refuses to build over a drifted registered source.
  • Retrieval is physically read-only (sqlite mode=ro, query_only=ON).
  • Writes need a pre-existing human approval record; model-side ingestion additionally needs a one-time HMAC receipt issued outside the MCP.
  • The eligibility gate verifies the integrity of cited evidence and β€” as of this release β€” fails closed when a material claim silently omits evidence the session fetched and saw fail integrity.

Every one of those sentences is backed by a specific file and line: docs/architecture-deep-dive.md walks the goal, the ledger, the RAG construction, the RAG↔MCP chain, and each control mechanism with code citations, including the boundaries that are deliberately not enforced and say so in their docstrings.

Benchmarks β€” what was measured, how, and what each result licenses

Every study below was preregistered before its runs (protocol and analysis code committed first; deviations disclosed in the protocol before the affected runs), scored by an independent deterministic scorer cross-checked against a condition-blinded LLM judge (judge validity: two independent raters agreed with each other ΞΊ = 1.000 and with the judge ΞΊ = 0.865 on a 50-verdict blind sample), and reported as aggregates only. Statistical choices (Wilson/Newcombe CIs, mid-p McNemar, rule-of-three) are bound to hash-verified verbatim quotes from their source papers in the citation manifests.

1 Β· Does the gate stop unsafe assertions? β€” yes, to zero, when invoked

fig1

Setup. Two paired executions, one synthetic and one real. Synthetic: 24 tasks Γ— 2 arms Γ— 3 reps (144 runs), each task planting one correct and one altered value in a corpus with an injected integrity fault (post-index mutation, line drift, stale index, withdrawn/missing/unregistered evidence, conflicts, plus negative controls). Real: 27 tasks over an actual eight-month research project's ledger β€” every fault occurred naturally; nothing was mutated for the benchmark. Paired design so each task is its own control; the model (gpt-5.6-sol, medium) and prompts are identical across arms except evidence access. Why this setup. Planted values make scoring deterministic (no judge discretion on the primary endpoint); natural faults answer the "synthetic faults are strawmen" objection. Result. Hash-detectable fault stratum: filesystem 21–22/45 unsafe vs gated 0/45 (RD 0.49 [0.33, 0.63]); real corpus 23–26/27 vs 0/27 (RD 0.85 [0.64, 0.94]); clean coverage 21/21 in both arms. What this licenses. When the eligibility workflow runs, unsafe assertions on integrity-broken evidence go to zero at no clean-coverage cost. It does not license "the MCP makes agents safe" β€” see benchmark 4.

2 Β· What does it cost? β€” retrieval effort, not blocking

fig2

Setup. Same paired runs, secondary endpoints: false blocks on answerable tasks, uncached tokens, evidence-binding validity. Result. False blocks 9/54 on the real corpus β€” all nine traced to legacy events recorded without source references (evidence-chain quality, not the gate, is the binding constraint). Tokens ~1.4–1.9Γ— filesystem. Evidence binding valid 81/81 in the gate arm vs 52/81 filesystem. What this licenses. The gate's cost is retrieval chattiness and legacy-chain gaps, not wrongful blocking of intact evidence.

3 Β· Where does the payload go? β€” search, not verification

fig3

Setup. Byte-level decomposition of all tool results in the real-corpus gate arm (81 runs, 29.4 MB), plus a same-day optimization pass re-run. Result. 93.4% of payload is candidate search; verification itself (fetch + eligibility) is 5.3%. The optimization pass halved transport (βˆ’49% payload) with fault-unsafe still 0. What this licenses. Verification is cheap; retrieval dominates cost and is where optimization belongs.

4 Β· Does anyone actually call the gate? β€” no, not without policy

fig4

Setup. The scaffold-removal ablation (preregistered, 3 arms Γ— 24 Γ— 3 = 216 runs): identical tasks with no claim types, no scope preamble, no tool naming in any prompt β€” the original scaffold is the treatment being tested. Arms: filesystem, MCP-attached-but-unprompted, and a cheap baseline (one instruction + a registration-time hash manifest). Why this setup. Benchmark 1's 0/45 was measured under an operator prompt that told the model to use the workflow. A reviewer's question β€” "if the gate isn't called, there is no protection" β€” required measuring activation itself, per the tool-usage-awareness literature. Result. The natural arm made zero MCP calls in 72/72 runs (all 30 tools verifiably exposed): unsafe 24/45, identical to filesystem (RD exactly 0.000). The manifest baseline fixed only hash-visible faults (10/45) and misses everything semantic. What this licenses. Effective protection = activation Γ— enforcement, and un-prompted activation is 0%. Any headline safety claim for an agent memory tool must be conditioned on activation. This is the paper's central honest finding, not a defect disclosure.

5 Β· Can deployable artifacts recover activation? β€” policy yes, schema no

fig5

Setup. Preregistered amendment, 216 more runs: a repository AGENTS.md policy file (workflow mandate + session-scope preapproval), a product-only lever (activation triggers in the two tool descriptions), and a clean rerun of the natural arm after a disclosed fixture-contamination. Result. Tool-description triggers: 0/45 activation β€” a dead lever. AGENTS.md: activation 42/45 (93%), unsafe halved to 12/45 β€” but all 12 held eligible receipts: in 9 the model fetched the faulted source, saw the mismatch, silently dropped it, and cited only intact evidence. What this licenses. A one-file repository policy restores adoption; tool schemas alone do not. And a third protection layer exists β€” citation discipline β€” because the gate can only judge the citation set it is given.

6 Β· Enforcing citation discipline β€” information loses, enforcement wins

fig6

Read the full README β†’View source on GitHub β†’

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Frequently Asked Questions about Universal Research MCP

Add the following block to your claude_desktop_config.json under mcpServers: "mcpServers": { "universal-research-mcp": { "command": "npx", "args": ["-y", "universal-research-mcp"] } }

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Technical Specs & Signals

Category🧠Knowledge & Memory
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TransportSTDIO
RuntimePython
Last updatedSep 7, 2026
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