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Research Wiki

wanshuiyin/auto-claude-code-research-in-sleep-research-wiki

Persistent research knowledge base that accumulates papers, ideas, experiments, claims, and their relationships across the entire research lifecycle. Inspired by Karpathy's LLM Wiki pattern. Use when user says \"知识库\", \"research wiki\", \"add paper\", \"wiki query\", \"查知识库\", or wants to build/query a persistent field map.

4k tokens
context cost
the whole folder, loaded on every use
1
files
instructions only
0
copies elsewhere
how many repositories repackaged it
14221
stars on the repo
on the repository, not the skill itself

Install

one command, takes just this skill from the repository
npx skills add https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep --skill research-wiki

What it tells the agent to use

found in the instruction text
Bash runs shell commands — read the instruction before connecting
WebFetch fetches pages from the network
WebSearch reads your files

The instruction itself

23 sections, as written by the author

Research Wiki: Persistent Research Knowledge Base

Subcommand: $ARGUMENTS

Overview

The research wiki is a persistent, per-project knowledge base that accumulates structured knowledge across the entire ARIS research lifecycle. Unlike one-off literature surveys that are used and forgotten, the wiki compounds — every paper read, idea tested, experiment run, and review received makes the wiki smarter.

Inspired by Karpathy's LLM Wiki pattern: compile knowledge once, keep it current, don't re-derive on every query.

Core Concepts

Four Entity Types

| Entity | Directory | Node ID format | What it represents |

|--------|-----------|---------------|--------------------|

| Paper | papers/ | paper:<slug> | A published or preprint research paper |

| Idea | ideas/ | idea:<id> | A research idea (proposed, tested, or failed) |

| Experiment | experiments/ | exp:<id> | A concrete experiment run with results |

| Claim | claims/ | claim:<id> | A theorem/headline with an honest PROOF status — born via /proof-checker (see Hook 4) |

Typed Relationships (graph/edges.jsonl)

| Edge type | From → To | Meaning |

|-----------|-----------|---------|

| extends | paper → paper | Builds on prior work |

| contradicts | paper → paper | Disagrees with results/claims |

| addresses_gap | paper\|idea → gap | Targets a known field gap |

| inspired_by | idea → paper | Idea sourced from this paper |

| tested_by | idea\|claim → exp | Tested in this experiment |

| supports | exp → claim\|idea | Experiment confirms claim |

| invalidates | exp → claim\|idea | Experiment disproves claim |

| supersedes | paper → paper | Newer work replaces older |

Edges are stored in graph/edges.jsonl only. The ## Connections section on each page is auto-generated from the graph — never hand-edit it.

Capture and injection hygiene

Before persisting an idea, claim, or experiment note, screen operational noise

per capture-antipatterns.md.

Resolve the repo from the Codex manifest, then the helper:

if [ -z "${ARIS_REPO:-}" ] && [ -f .aris/installed-skills-codex.txt ]; then
  ARIS_REPO=$(awk -F'\t' '$1=="repo_root"{print $2; exit}' .aris/installed-skills-codex.txt 2>/dev/null) || true
fi
CAPTURE_FILTER=""
[ -n "${ARIS_REPO:-}" ] && [ -f "$ARIS_REPO/tools/capture_filter.py" ] && CAPTURE_FILTER="$ARIS_REPO/tools/capture_filter.py"
[ -z "$CAPTURE_FILTER" ] && [ -f tools/capture_filter.py ] && CAPTURE_FILTER="tools/capture_filter.py"

Run python3 "$CAPTURE_FILTER" - on the note when resolved. If it flags an

environment failure, transient error, or negative tool-capability claim, store

the fix/config/workaround instead, or drop the note. Warn-and-skip if the helper

is unresolved. research_wiki.py itself quarantines prompt-injection patterns

in graph evidence and query-pack rebuilds per

injection-hygiene.md; never bypass

that writer with freehand graph edits.

Wiki Directory Structure

research-wiki/
  index.md               # categorical index (auto-generated)
  log.md                 # append-only timeline
  gap_map.md             # field gaps with stable IDs (G1, G2, ...)
  query_pack.md          # compressed summary for /idea-creator (auto-generated, max 8000 chars)
  papers/
    <slug>.md            # one page per paper
  ideas/
    <idea_id>.md         # one page per idea
  experiments/
    <exp_id>.md          # one page per experiment
  claims/
    <claim_id>.md        # one page per testable claim
  graph/
    edges.jsonl          # materialized current relationship graph

Subcommands

/research-wiki init

Initialize the wiki for the current project:

  • Create research-wiki/ directory structure
  • Create empty index.md, log.md, gap_map.md
  • Create empty graph/edges.jsonl
  • Log: "Wiki initialized"

/research-wiki ingest "<paper title>" — arxiv: <id>

Add a paper to the wiki. This subcommand is thin wrapping around the

canonical helper python3 "$ARIS_REPO/tools/research_wiki.py" ingest_paper …, which

is the single implementation of paper ingest in ARIS (per

shared-references/integration-contract.md

— one helper, no copies). The helper does all of:

  • Fetch metadata — queries the arXiv Atom API when --arxiv-id is given
  • Generate slug<first_author_last_name><year>_<keyword>
  • Check dedup — skip an existing page unless --update-on-exist
  • Create pagepapers/<slug>.md with the schema below
  • Rebuild index.md and query_pack.md
  • Append log.md

Edge extraction (step 5/8 in the old manual flow) is not in

ingest_paper; do it as a follow-up with add_edge per relationship

identified:

ARIS_REPO="${ARIS_REPO:-$(awk -F'\t' '$1=="repo_root"{print $2; exit}' .aris/installed-skills-codex.txt 2>/dev/null)}"
WIKI_SCRIPT=""
[ -n "$ARIS_REPO" ] && [ -f "$ARIS_REPO/tools/research_wiki.py" ] && WIKI_SCRIPT="$ARIS_REPO/tools/research_wiki.py"
[ -z "$WIKI_SCRIPT" ] && [ -f tools/research_wiki.py ] && WIKI_SCRIPT="tools/research_wiki.py"
[ -z "$WIKI_SCRIPT" ] && [ -f ~/.codex/skills/research-wiki/research_wiki.py ] && WIKI_SCRIPT="$HOME/.codex/skills/research-wiki/research_wiki.py"

# arXiv-known paper
[ -n "$WIKI_SCRIPT" ] && python3 "$WIKI_SCRIPT" ingest_paper research-wiki/ \
    --arxiv-id 2501.12345 --thesis "One-line claim from abstract."

# Venue paper with no arXiv mirror
[ -n "$WIKI_SCRIPT" ] && python3 "$WIKI_SCRIPT" ingest_paper research-wiki/ \
    --title "Attention Is All You Need" \
    --authors "Ashish Vaswani, Noam Shazeer, …" --year 2017 --venue "NeurIPS"

# Manual edge after ingest
[ -n "$WIKI_SCRIPT" ] && python3 "$WIKI_SCRIPT" add_edge research-wiki/ \
    --from "paper:vaswani2017_attention_all_you" \
    --to "paper:chen2025_factorized_gap" \
    --type "extends" --evidence "Section 3.2: adapts the encoder block …"

Other skills (/research-lit, /arxiv, /alphaxiv, /deepxiv,

/semantic-scholar, /exa-search) call the same helper directly in

their own last step — they don't re-route through `/research-wiki

ingest` as a subcommand, so they don't need an LLM roundtrip.

/research-wiki sync — arxiv-ids <id1>,<id2>,...

Batch backfill: ingest one or more arXiv IDs that were read earlier

without being ingested (e.g., because research-wiki/ was set up after

the reading happened, or a hook didn't fire).

# Explicit list
[ -n "$WIKI_SCRIPT" ] && python3 "$WIKI_SCRIPT" sync research-wiki/ \
    --arxiv-ids 2310.06770,1706.03762

# From a file (one id per line, # comments ok)
[ -n "$WIKI_SCRIPT" ] && python3 "$WIKI_SCRIPT" sync research-wiki/ --from-file ids.txt

Dedup is handled per-id; already-ingested papers are skipped silently.

This is the recommended manual repair step (see integration

contract §5 Backfill). sync does not scan session traces — callers

declare the ids explicitly.

Paper page schema (exactly what ingest_paper emits — do not

handwrite alternative fields; lint will flag drift):

---
type: paper
node_id: paper:<slug>
title: "<full title>"
authors: ["First A. Author", "Second B. Author"]
year: 2025
venue: "arXiv"
external_ids:
  arxiv: "2501.12345"
  doi: null
  s2: null
tags: ["tag1", "tag2"]
added: 2026-04-07T10:12:00Z
---

# <full title>

## One-line thesis

[Single sentence capturing the paper's core contribution]

## Problem / Gap

## Method

## Key Results

## Assumptions

## Limitations / Failure Modes

## Reusable Ingredients

[Techniques, datasets, or insights that could be repurposed]

## Open Questions

## Claims

[Reference claim pages: claim:C1, claim:C2, etc.]

## Connections

[AUTO-GENERATED from graph/edges.jsonl — do not edit manually]

## Relevance to This Project

[Why this paper matters for our specific research direction]

_Additionally, when the paper was ingested via --arxiv-id and the arXiv

API returned an abstract, the helper appends an ## Abstract (original)

section after Relevance to This Project containing the raw abstract

text as a blockquote. Manual ingests (no --arxiv-id) do not include

this section._

/research-wiki query "<topic>"

Generate query_pack.md — a compressed, context-window-friendly summary:

Fixed budget (max 8000 chars / ~2000 tokens):

| Section | Budget | Content |

|---------|--------|---------|

| Project direction | 300 chars | From AGENTS.md or RESEARCH_BRIEF.md |

| Top 5 gaps | 1200 chars | From gap_map.md, ranked by: unresolved + linked ideas + failed experiments |

| Paper clusters | 1600 chars | 3-5 clusters by tag overlap, 2-3 sentences each |

| Failed ideas | 1400 chars | Always included — highest anti-repetition value |

| Top papers | 1800 chars | 8-12 pages ranked by: linked gaps, linked ideas, centrality, relevance flag |

| Active chains | 900 chars | limitation → opportunity relationship chains |

| Open unknowns | 500 chars | Unresolved questions across the wiki |

Pruning priority (when over budget): low-ranked papers > cluster detail > chain detail. Never prune failed ideas or top gaps first.

Key rule: Read from short fields only (frontmatter, one-line thesis, gap summary, failure note). Do not summarize full page bodies every time.

/research-wiki update <node_id> — <field>: <value>

Update a specific entity:

/research-wiki update paper:chen2025 — relevance: core
/research-wiki update idea:001 — outcome: negative
/research-wiki update claim:C1 — status: refuted

After any update: rebuild query_pack.md, update log.md.

/research-wiki lint

Health check the wiki:

  • Orphan pages — entities with zero edges
  • Stale claims — claims still status: drafted or status: unproven older than 14 days
  • Contradictions — claims with both supports and invalidates edges
  • Missing connections — papers sharing 2+ tags but no explicit relationship
  • Dead ideasstage: proposed ideas that were never tested
  • Sparse pages — pages with 3+ empty sections

Output a LINT_REPORT.md with suggested fixes.

/research-wiki stats

Quick overview:

📚 Research Wiki Stats
Papers: 28 (12 core, 10 related, 6 peripheral)
Ideas: 7 (2 active, 3 failed, 1 partial, 1 succeeded)
Experiments: 12
Claims: 15 (8 verified, 4 unproven, 2 refuted, 1 sound-modulo-imports)
Edges: 64
Gaps: 8 (3 unresolved)
Last updated: 2026-04-07T10:12:00Z

Integration with Existing Workflows

All paper-reading skills follow the same integration contract (see

shared-references/integration-contract.md):

  • single predicate — [ -d research-wiki/ ]
  • single canonical helper — python3 "$ARIS_REPO/tools/research_wiki.py" ingest_paper …
  • concrete artifact — papers/<slug>.md + log.md entry
  • backfill — sync --arxiv-ids …
  • diagnostic — verify_wiki_coverage.sh (Policy E; resolved per integration-contract §2)

Hook 1: After /research-lit finds papers

# At end of research-lit, after synthesis:
if research-wiki/ exists:
    ARIS_REPO="${ARIS_REPO:-$(awk -F'\t' '$1=="repo_root"{print $2; exit}' .aris/installed-skills-codex.txt 2>/dev/null)}"
    WIKI_SCRIPT=""
    [ -n "$ARIS_REPO" ] && [ -f "$ARIS_REPO/tools/research_wiki.py" ] && WIKI_SCRIPT="$ARIS_REPO/tools/research_wiki.py"
    [ -z "$WIKI_SCRIPT" ] && [ -f tools/research_wiki.py ] && WIKI_SCRIPT="tools/research_wiki.py"
    [ -z "$WIKI_SCRIPT" ] && [ -f ~/.codex/skills/research-wiki/research_wiki.py ] && WIKI_SCRIPT="$HOME/.codex/skills/research-wiki/research_wiki.py"
    for paper in top_relevant_papers (limit 8-12):
        [ -n "$WIKI_SCRIPT" ] && python3 "$WIKI_SCRIPT" ingest_paper research-wiki/ \
            --arxiv-id <id> [--thesis "..."] [--tags "..."]
        for each explicit relation to existing wiki paper:
            [ -n "$WIKI_SCRIPT" ] && python3 "$WIKI_SCRIPT" add_edge research-wiki/ \
                --from "paper:<slug>" --to "<target>" \
                --type <extends|contradicts|addresses_gap|...> \
                --evidence "..."
    log "research-lit ingested N papers"

Each paper-reading skill ships its own Step "Update Research Wiki (if

active)" that calls the same helper once per paper it touched. The

business logic is not duplicated — only the loop over that skill's

specific result set differs.

Hook 2: /idea-creator reads AND writes wiki

Before ideation:

if research-wiki/query_pack.md exists (and < 7 days old):
    prepend query_pack to landscape context
    treat failed ideas as banlist
    treat top gaps as search seeds
    still run fresh literature search for last 3-6 months

**After ideation (CRITICAL — runs on EVERY generation, incl. a re-run with updated

constraints): the page write is the deterministic upsert_idea helper, not freehand.**

for idea in all_generated_ideas (recommended + killed):
    python3 "$WIKI_SCRIPT" upsert_idea research-wiki/ --slug <stable-id> --title <title> \
         --stage <proposed|archived> --outcome pending --thesis <...> --risks <...> \
         --based-on <paper:slug,...> --target-gaps <G2,...>
    # one call: writes ideas/<slug>.md, wires inspired_by/addresses_gap edges, rebuilds
    # index + query_pack, logs. Default skip-on-exist (won't clobber an idea enriched
    # by /result-to-claim). `outcome` ∈ {unknown,pending,negative,mixed,positive} — the
    # experiment verdict is set later by /result-to-claim, never guessed at ideation.
log "idea-creator wrote N ideas to wiki"

Hook 3: After /result-to-claim verdict

# Create/refresh the experiment node FIRST via add_experiment (verdict owner →
# --update-on-exist). add_edge does NOT verify node existence, so gate the
# supports/invalidates edges on the node having been born (EXP_NODE_OK).
EXP_NODE_OK = (python3 "$WIKI_SCRIPT" add_experiment research-wiki/ --slug <exp_id> \
  --idea idea:<active_idea> --verdict <yes|partial|no> --confidence <high|medium|low> \
  --metrics <...> --reasoning <...> --provenance <run dir> --update-on-exist) succeeded

# Record empirical support as EDGES ONLY, and ONLY if EXP_NODE_OK — never set a claim's
# `status`. A claim's `status` is the PROOF axis (verified / sound-modulo-imports /
# refuted / unproven / drafted / retracted), owned by /proof-checker (Hook 4). The ARIS
# helper REJECTS "supported"/"partial"/"invalidated" as claim statuses.
if EXP_NODE_OK:
    for claim_id in resolved_claims:
        if verdict == "yes":
            add_edge(exp_id, claim_id, "supports")
        elif verdict == "partial":
            add_edge(exp_id, claim_id, "supports")  # partial — qualify in evidence
        else:
            add_edge(exp_id, claim_id, "invalidates")

# Update idea outcome
update_idea(active_idea_id, outcome=verdict)

# If failed, record WHY for future ideation
if verdict in ("no", "partial"):
    update_idea failure_notes with specific metrics and reasons

rebuild query_pack
log "result-to-claim: exp_id updated, verdict=..."

Hook 4: Claim birth — from /proof-checker (the ONLY birth point)

Wiki claim nodes are born here. /proof-checker mints a claim node for each

top-level theorem/headline after writing PROOF_AUDIT.json, stamping an honest

PROOF-axis status and a provenance pointer. No other skill creates a claim node:

/result-to-claim (Hook 3) only adds empirical supports/invalidates edges to an

already-born claim and never edits its status.

python3 "$WIKI_SCRIPT" add_claim research-wiki/ --slug thm-main-ub \
     --name "Main upper bound" --status verified \
     --provenance "<proof-checker trace dir>" --statement "..." --update-on-exist

Claim status ∈ {drafted, unproven, sound-modulo-imports, verified, refuted,

retracted} — the proof axis only. Empirical support is a separate axis carried by

edges (Hook 3), never written into status.

Re-ideation Trigger

After significant wiki updates, suggest re-running /idea-creator:

  • ≥5 new papers ingested since last ideation
  • ≥3 new failed/partial ideas since last ideation
  • New contradiction discovered in the graph
  • New gap identified that no existing idea addresses

The system suggests but does not auto-trigger. User decides.

Key Rules

  • One source of truth for relationships: graph/edges.jsonl. Page Connections sections are auto-generated views.
  • Canonical node IDs everywhere: paper:<slug>, idea:<id>, exp:<id>, claim:<id>, gap:<id>. Never use raw titles or inconsistent shorthands.
  • Failed ideas are the most valuable memory. Never prune them from query_pack.
  • query_pack.md is hard-budgeted at 8000 chars. Deterministic generation, not open-ended summarization.
  • Append to log.md for every mutation. The log is the audit trail.
  • Reviewer context isolation applies. When the wiki is read by reviewer skills, pass file paths only; base Codex review is same-family provisional.

Acknowledgements

Inspired by Karpathy's LLM Wiki — "compile knowledge once, keep it current, don't re-derive on every query."

How to use it

Copy the folder

Take wanshuiyin/auto-claude-code-research-in-sleep-research-wiki from the repository into ~/.claude/skills for personal use, or into .claude/skills inside a project.

Check the name does not clash

The agent identifies a skill by the name field in its header. Two skills with the same name cannot sit side by side — one of them will be ignored.