skills/skills-codex/research-wiki/SKILL.md
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.
npx skillsauth add wanshuiyin/Auto-claude-code-research-in-sleep research-wikiInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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Subcommand: $ARGUMENTS
The research wiki is a persistent, per-project knowledge base that accumulates structured knowledge across the entire ARIS research lifecycle. Unlike one-off literature surveys that are used and forgotten, the wiki compounds — every paper read, idea tested, experiment run, and review received makes the wiki smarter.
Inspired by Karpathy's LLM Wiki pattern: compile knowledge once, keep it current, don't re-derive on every query.
| Entity | Directory | Node ID format | What it represents |
|--------|-----------|---------------|--------------------|
| Paper | papers/ | paper:<slug> | A published or preprint research paper |
| Idea | ideas/ | idea:<id> | A research idea (proposed, tested, or failed) |
| Experiment | experiments/ | exp:<id> | A concrete experiment run with results |
| Claim | claims/ | claim:<id> | A theorem/headline with an honest PROOF status — born via /proof-checker (see Hook 4) |
graph/edges.jsonl)| Edge type | From → To | Meaning |
|-----------|-----------|---------|
| extends | paper → paper | Builds on prior work |
| contradicts | paper → paper | Disagrees with results/claims |
| addresses_gap | paper|idea → gap | Targets a known field gap |
| inspired_by | idea → paper | Idea sourced from this paper |
| tested_by | idea|claim → exp | Tested in this experiment |
| supports | exp → claim|idea | Experiment confirms claim |
| invalidates | exp → claim|idea | Experiment disproves claim |
| supersedes | paper → paper | Newer work replaces older |
Edges are stored in graph/edges.jsonl only. The ## Connections section on each page is auto-generated from the graph — never hand-edit it.
Before persisting an idea, claim, or experiment note, screen operational noise
per capture-antipatterns.md.
Resolve the repo from the Codex manifest, then the helper:
if [ -z "${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.
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
/research-wiki initInitialize the wiki for the current project:
research-wiki/ directory structureindex.md, log.md, gap_map.mdgraph/edges.jsonl/research-wiki ingest "<paper title>" — arxiv: <id>Add a paper to the wiki. This subcommand is thin wrapping around the
canonical helper python3 "$ARIS_REPO/tools/research_wiki.py" ingest_paper …, which
is the single implementation of paper ingest in ARIS (per
shared-references/integration-contract.md
— one helper, no copies). The helper does all of:
--arxiv-id is given<first_author_last_name><year>_<keyword>--update-on-existpapers/<slug>.md with the schema belowindex.md and query_pack.mdlog.mdEdge extraction (step 5/8 in the old manual flow) is not in
ingest_paper; do it as a follow-up with add_edge per relationship
identified:
ARIS_REPO="${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 lintHealth check the wiki:
status: drafted or status: unproven older than 14 dayssupports and invalidates edgesstage: proposed ideas that were never testedOutput a LINT_REPORT.md with suggested fixes.
/research-wiki statsQuick 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
All paper-reading skills follow the same integration contract (see
shared-references/integration-contract.md):
[ -d research-wiki/ ]python3 "$ARIS_REPO/tools/research_wiki.py" ingest_paper …papers/<slug>.md + log.md entrysync --arxiv-ids …verify_wiki_coverage.sh (Policy E; resolved per integration-contract §2)/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 "$WIKI_SCRIPT" add_edge research-wiki/ \
--from "paper:<slug>" --to "<target>" \
--type <extends|contradicts|addresses_gap|...> \
--evidence "..."
log "research-lit ingested N papers"
Each paper-reading skill ships its own Step "Update Research Wiki (if active)" that calls the same helper once per paper it touched. The business logic is not duplicated — only the loop over that skill's specific result set differs.
/idea-creator reads AND writes wikiBefore ideation:
if research-wiki/query_pack.md exists (and < 7 days old):
prepend query_pack to landscape context
treat failed ideas as banlist
treat top gaps as search seeds
still run fresh literature search for last 3-6 months
After ideation (CRITICAL — runs on EVERY generation, incl. a re-run with updated
constraints): the page write is the deterministic upsert_idea helper, not freehand.
for idea in all_generated_ideas (recommended + killed):
python3 "$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"
/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 "$WIKI_SCRIPT" add_experiment research-wiki/ --slug <exp_id> \
--idea idea:<active_idea> --verdict <yes|partial|no> --confidence <high|medium|low> \
--metrics <...> --reasoning <...> --provenance <run dir> --update-on-exist) succeeded
# Record empirical support as EDGES ONLY, and ONLY if EXP_NODE_OK — never set a claim's
# `status`. A claim's `status` is the PROOF axis (verified / sound-modulo-imports /
# refuted / unproven / drafted / retracted), owned by /proof-checker (Hook 4). The ARIS
# helper REJECTS "supported"/"partial"/"invalidated" as claim statuses.
if EXP_NODE_OK:
for claim_id in resolved_claims:
if verdict == "yes":
add_edge(exp_id, claim_id, "supports")
elif verdict == "partial":
add_edge(exp_id, claim_id, "supports") # partial — qualify in evidence
else:
add_edge(exp_id, claim_id, "invalidates")
# Update idea outcome
update_idea(active_idea_id, outcome=verdict)
# If failed, record WHY for future ideation
if verdict in ("no", "partial"):
update_idea failure_notes with specific metrics and reasons
rebuild query_pack
log "result-to-claim: exp_id updated, verdict=..."
/proof-checker (the ONLY birth point)Wiki claim nodes are born here. /proof-checker mints a claim node for each
top-level theorem/headline after writing PROOF_AUDIT.json, stamping an honest
PROOF-axis status and a provenance pointer. No other skill creates a claim node:
/result-to-claim (Hook 3) only adds empirical supports/invalidates edges to an
already-born claim and never edits its status.
python3 "$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.
After significant wiki updates, suggest re-running /idea-creator:
The system suggests but does not auto-trigger. User decides.
graph/edges.jsonl. Page Connections sections are auto-generated views.paper:<slug>, idea:<id>, exp:<id>, claim:<id>, gap:<id>. Never use raw titles or inconsistent shorthands.Inspired by Karpathy's LLM Wiki — "compile knowledge once, keep it current, don't re-derive on every query."
development
Search GitHub Issues and Discussions for software errors, version compatibility problems, and exact error-string matches. Use for debugging and discovery only; results are not paper-citation evidence.
development
Search GitHub Issues and Discussions for software errors, version compatibility problems, and exact error-string matches. Use for debugging and discovery only; results are not paper-citation evidence.
testing
Run the Anti-Autoresearch integrity-forensics sweep (span-anchored evidence ledger → GPT auditors propose findings → deterministic rules-only adjudicator) against a paper via a SHA-pinned thin launcher — then convert the verdict into a typed policy gate (BLOCK/WARN/NO_NEW_BLOCKER) and an append-only obligations ledger. Use when user says "integrity forensics", "forensic audit this paper", "投稿前自查诚信", "审这篇论文的诚信", or says "anti-autoresearch" when the upstream repo's own skills are not installed. Also invoked by /paper-writing (submission self-forensics, default ON), /peer-review (forensic appendix), /resubmit-pipeline.
testing
Privileged applier that LANDS meta-optimize / corpus-audit patches the user approved — the ONLY skill permitted to mutate the skill corpus from a self-modification proposal, with cross-model jury and human approval at landing. Use when the user says "meta apply", "/meta-apply", "land the staged patches", "应用优化", after a /meta-optimize run.