agentii-ai/agentii-investment-intelligence · Apache-2.0
peer-bench
Peer benchmarking, multi-ticker financial comparison, growth value matrix, composite z-score ranking, industry peer comparison, competitive benchmarking, sector relative performance, peer group analysis, industry leader comparison, financial ratio benchmarking
Contents
peer-bench
Triggers
- Peer benchmarking
- multi-ticker financial comparison
- growth value matrix
- composite z-score ranking
- industry peer comparison
- competitive benchmarking
- sector relative performance
- peer group analysis
- industry leader comparison
- financial ratio benchmarking
Defaults
| Parameter | Default Value | Rationale |
|---|---|---|
| ticker | (required) | Stock symbol to analyze |
| lookback_quarters | 4 | Standard lookback for this skill type |
Methodology
1. Retrieval Scope
This skill operates with retrieval_scope: unstructured_document_search. It performs unstructured document search at scale via the three-layer retrieval protocol (Layer 1→2→2.5→3), escalating to read_source_deep_outline only when lightweight labels cannot disambiguate pages, plus structured XBRL where needed.
2. Retrieval Strategy
Follows the retrieval strategy decision tree in contracts/retrieval.md. Primary branch: (b)/(c) Unstructured Query via the three-layer protocol. Resolve the canonical ticker first (exact → fuzzy alias → share-class) before any data call.
3. Temporal Scope
Default lookback: 4 fiscal quarter(s); maximum: 12. The default balances recency against the trend window this analysis requires.
4. Tool Allowlist
Per frontmatter allowed_tools:
search_companies— ticker resolution + company context (entity-alias fuzzy match)resolve_period— resolve each issuer's fiscal period;period_idis the cross-tool keysearch_xbrl_facts— primary structured financial facts (is_primary default)search_documents— Layer 1 document discovery (page-level silver records)search_sec_filings— Layer 1 SEC filing metadata indexget_company_financials— consolidated IS/BS/CF highlightsbatch_search— consolidate 3+ same-tool queries into one metered calllist_coverage— universe-level coverage discoveryread_source_outline— Layer 2 lightweight page map (description + keywords)read_source_deep_outline— Layer 2.5a deep page map (table_titles/drivers/metrics)list_xbrl_concepts— XBRL concept discovery for non-standard line items (namespaceparam; defaultus-gaap— useifrs-fullfor foreign filers)read_source_pages— Layer 3 deep read of selected pages with table markerssearch_keyword_in_source— Layer 2.5b keyword page filter for large documents
5. Protocol
- Resolve periods first: call
resolve_period(ticker, expression, as_of?)for the target and every peer; keep the fiscalperiod_ids.get_company_fiscal_calendarsupplies declared periods/gaps, never a month-derived quarter. Thenget_ticker_coverage/{ticker}and route on coverage. - Comparison basis: choose
comparison_basis=fiscalwhen comparing each issuer's own fiscal quarters, orcomparison_basis=calendarwhen normalizing to natural quarters; state it in the output and never mix the two clocks in one column.period_idremains the cross-tool key. - Layer 1 — discovery:
search_documents/search_sec_filingsto find candidate filings by ticker/form_type/date. - Layer 2 — page map:
read_source_outline/{ticker}/{citation_id}— everydescriptionis platform-generated (description_provenancesays which kind), so never quote it as the filing's words; aplatform_metadata_placeholdermeans the page was not labelled, which is a reason to read it, not to skip it. Escalate toread_source_deep_outlineonly when labels can't disambiguate. - Layer 2.5 (optional):
search_keyword_in_sourceto narrow documents >50 pages. - Layer 3 — deep read:
read_source_pages/{ticker}/{citation_id}?pages=page<N>,...for the 3–5 selected pages only. - Multi-period (if applicable):
search_cross_period(ticker, query, period_ids=[...])after resolve_period;as_ofis the knowledge cutoff. - Output: write the deliverable per
## Output File, then append toagentii.md.
Output File
Write the final deliverable to _cross/{descriptive-slug}_{YYYY-MM-DD_HHMM}_peer-bench_{affix}.md or _sector/{sector_name}/{YYYY-MM-DD_HHMM}_peer-bench_{affix}.md .
Output Structure
- Executive Summary (≤200 words) — headline conclusions for the analysis.
- Data Sources — filings + structured endpoints used, with
{ticker} {citation_id} page<N>citations. - Analysis — the core findings, tables, and commentary for this dimension.
- Key Metrics — the quantitative results with QoQ/YoY context where relevant.
- Coverage Gaps & Citations — data not retrievable + citation index.
Citations & memory: follow contracts/citation-and-memory.md — ≥1 citation per 200 words; every material fact, table row, and metric is immediately followed by its inline clickable https://agentii.ai/v/{ticker}/{citation_id}/{N} link; a bottom Citations section provides a non-duplicative roll-up index; the closing TUI reply includes a compact Key Citations list (headline 5–10 facts) of clickable /v/ URLs; and append the run to agentii.md per contracts/agentii-md-schema.md.
Preflight
Run canonical pre-flight per contracts/preflight.md.
Include the X-Agentii-Trace header on every tool call per contracts/x-agentii-trace-header.md — carry the _run_id from your first tool result and name yourself (and your parent, if you were spawned).
Use the returned temporal_frame on every result; period_id is the cross-tool key.
Memory & Snapshot
- Memory load (pre-flight): load prior workspace context for the ticker before retrieval — see
contracts/memory-load.md. - Structured output frontmatter: emit the FR-090 block (
key_metrics,conclusions,facts_count,deducted_count,views_count,citation_count) percontracts/output-frontmatter-schema.md. - Snapshot synthesis: after writing the deliverable, update the two-tier snapshot and classify findings as
[FACT]/[DEDUCTED]/[VIEW]— seecontracts/snapshot-synthesis.md. - Session archival: record the run under
sessions/{YYYY-MM-DD}/and updatesessions/INDEX.mdpercontracts/session-format.md.
Final Summary (TUI)
End the closing chat reply with a compact Key Citations list (headline 5–10 facts), each a clickable https://agentii.ai/v/{ticker}/{citation_id}/{N} link, so the user can cmd+click straight to the exact SEC page. See contracts/citation-and-memory.md.
Error Handling
| Error | Action |
|---|---|
| Ticker not found | Suggest checking spelling or trying list_coverage |
| No data available | Flag in Coverage Gaps, proceed with available data |
| API key invalid | Direct user to agentii.ai/api-keys |
| MCP server unreachable | Retry once; if persistent, halt with AGENTII_MCP_UNREACHABLE |
References
- Methodology: [
references/methodology.md](references/methodology.md) — tool fallbacks, retrieval strategy, analysis framework - Output Structure: [
references/output-structure.md](references/output-structure.md) — detailed deliverable sections and ordering
Ownership & insider signals: search_institutional_holdings (top-10 holders + whale portfolios, direction=accumulating|reducing|new|exited) and search_insider_trades (Form-4 transactions with SEC URLs) are available as signal inputs.
Provenance
Authored by agentii-ai in agentii-ai/agentii-investment-intelligence. The content is mirrored here under its upstream license.