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
Install
npx skills add https://github.com/agentii-ai/agentii-investment-intelligence/tree/main/plugins/vertical-plugins/industry-analysis/skills/agentii/peer-bench
claude plugin marketplace add https://llmmart.ai/marketplace.json && claude plugin install agentii-ai-agentii-investment-intelligence@llmmart
git clone https://github.com/agentii-ai/agentii-investment-intelligence.git
The skills CLI installs just this skill, for any of its supported agents. Claude Code installs the whole agentii-ai/agentii-investment-intelligence collection as a plugin from our marketplace. Git is the plain clone.
Skill manifest
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)search_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
- Pre-flight (mandatory):
get_company_fiscal_calendar/{ticker}thenget_ticker_coverage/{ticker}; route on coverage. - 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}; skip NULL-description pages; 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_periodafter fiscal-calendar resolution. - 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 the canonical pre-flight sequence — MCP health probe, ticker resolution, workspace style.md override, memory load, and coverage check. See contracts/preflight.md.
Include the X-Agentii-Trace header on every tool call per contracts/x-agentii-trace-header.md.
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— tool fallbacks, retrieval strategy, analysis framework - Output Structure:
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.
Files (agentii-investment-intelligence)
-
references
-
knowledge-frameworks.md 775 B
# Knowledge Frameworks — Industry Analysis Skills Sector-specific competitive and industry frameworks from the agentii knowledge base (spec 037). ## L2 Sector Frameworks - **Healthcare**: Pipeline valuation (rNPV), FDA catalyst analysis, patent cliff, drug pricing. - **Technology**: Adoption S-curves, network effects quantification, R&D efficiency, platform moats. - **Financials**: Spread analysis, credit cycle positioning, loan loss reserves, capital return. - **Porter's Five Forces**: Applied per-sector — barriers to entry, supplier/customer power. ## Historical Cases Query `search_by_analogue(market_regime, event_type, company_situation)` for sector precedents. Source: `gold.knowledge_entries` — query via `search_knowledge_entries(category_tags: K4)`. -
methodology.md 1.2 KB
# peer-bench — Methodology ## Retrieval Strategy Multi-ticker structured comparison. Resolve all peer tickers via `search_companies` (exact → fuzzy alias → share-class). Retrieve financial metrics for each ticker via `search_xbrl_facts` and `get_company_financials`. Compare across standardized metrics. ## Tool Fallbacks | Tool | Failure Mode | Fallback Action | Coverage Annotation | |------|-------------|----------------|---------------------| | `search_xbrl_facts` | Peer ticker returns empty | Skip ticker; note in Coverage Gaps | `peer_skipped: <ticker>` | | `get_company_financials` | Partial data | Flag missing periods | `partial_peer_data: true` | | `search_companies` | Peer not in coverage | Exclude from comparison | `peer_not_covered: <ticker>` | ## Benchmarking Framework Metrics compared across peers: - **Growth**: revenue growth (1yr/3yr CAGR), EPS growth - **Profitability**: gross margin, operating margin, net margin, ROE, ROA - **Valuation**: P/E (TTM), EV/EBITDA, P/B, P/S - **Financial health**: D/E, current ratio, interest coverage Statistical summary: mean, median, Q1, Q3, high, low per metric. Z-score ranking for composite performance. -
modes.md 710 B
# peer-bench — Analyst Mode Definitions Derived from the skill's own methodology structure (scripts/mode_backfill.py, spec 046 M1). ### Mode: triggers **Objective**: Triggers analysis per the skill's methodology (see SKILL.md sections). ### Mode: defaults **Objective**: Defaults analysis per the skill's methodology (see SKILL.md sections). ### Mode: methodology **Objective**: Methodology analysis per the skill's methodology (see SKILL.md sections). ### Mode: retrieval-scope **Objective**: Retrieval Scope analysis per the skill's methodology (see SKILL.md sections). ### Mode: retrieval-strategy **Objective**: Retrieval Strategy analysis per the skill's methodology (see SKILL.md sections). -
output-structure.md 865 B
# peer-bench — Output Structure 1. **Executive Summary** (≤200 words) — peer group overview, outliers, key takeaways 2. **Peer Group** — table of tickers, names, sectors, market caps 3. **Growth Comparison** — revenue/EPS growth table with YoY and CAGR 4. **Profitability Comparison** — margin and return metrics across peers 5. **Valuation Comparison** — trading multiples with mean/median/high/low 6. **Financial Health** — leverage and liquidity comparison 7. **Composite Ranking** — z-score matrix, growth/value quadrant positioning 8. **Coverage Gaps & Citations** — data not retrievable + citation index **Multi-ticker output**: write to `_cross/{descriptive-slug}_{YYYY-MM-DD_HHMM}_peer-bench_{affix}.md` (frontmatter `tickers: [...]`). Pure sector/thematic analyses use `_sector/{sector_name}/{YYYY-MM-DD_HHMM}_peer-bench_{affix}.md`.
-
-
SKILL.md 7.2 KB
--- name: peer-bench multi_ticker_semantics: target_with_required_peers description: 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 temporal_scope: default_quarters: 4 max_quarters: 12 description: "Typical lookback: 4 quarters, max: 12" allowed_tools: - search_companies - search_xbrl_facts - search_documents - search_sec_filings - get_company_financials - batch_search - list_coverage - read_source_outline - read_source_deep_outline - list_xbrl_concepts - read_source_pages - search_keyword_in_source - search_knowledge_entries - get_knowledge_entry - search_by_analogue retrieval_scope: unstructured_document_search min_tool_diversity: 9 --- # 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) - `search_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 index - `get_company_financials` — consolidated IS/BS/CF highlights - `batch_search` — consolidate 3+ same-tool queries into one metered call - `list_coverage` — universe-level coverage discovery - `read_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 (`namespace` param; default `us-gaap` — use `ifrs-full` for foreign filers) - `read_source_pages` — Layer 3 deep read of selected pages with table markers - `search_keyword_in_source` — Layer 2.5b keyword page filter for large documents ### 5. Protocol 1. **Pre-flight (mandatory)**: `get_company_fiscal_calendar/{ticker}` then `get_ticker_coverage/{ticker}`; route on coverage. 2. **Layer 1 — discovery**: `search_documents` / `search_sec_filings` to find candidate filings by ticker/form_type/date. 3. **Layer 2 — page map**: `read_source_outline/{ticker}/{citation_id}`; skip NULL-description pages; escalate to `read_source_deep_outline` only when labels can't disambiguate. 4. **Layer 2.5 (optional)**: `search_keyword_in_source` to narrow documents >50 pages. 5. **Layer 3 — deep read**: `read_source_pages/{ticker}/{citation_id}?pages=page<N>,...` for the 3–5 selected pages only. 6. **Multi-period** (if applicable): `search_cross_period` after fiscal-calendar resolution. 7. **Output**: write the deliverable per `## Output File`, then append to `agentii.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 1. **Executive Summary** (≤200 words) — headline conclusions for the analysis. 2. **Data Sources** — filings + structured endpoints used, with `{ticker} {citation_id} page<N>` citations. 3. **Analysis** — the core findings, tables, and commentary for this dimension. 4. **Key Metrics** — the quantitative results with QoQ/YoY context where relevant. 5. **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 the canonical pre-flight sequence — MCP health probe, ticker resolution, workspace `style.md` override, memory load, and coverage check. See `contracts/preflight.md`. Include the `X-Agentii-Trace` header on every tool call per `contracts/x-agentii-trace-header.md`. ## 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`) per `contracts/output-frontmatter-schema.md`. - **Snapshot synthesis**: after writing the deliverable, update the two-tier snapshot and classify findings as `[FACT]`/`[DEDUCTED]`/`[VIEW]` — see `contracts/snapshot-synthesis.md`. - **Session archival**: record the run under `sessions/{YYYY-MM-DD}/` and update `sessions/INDEX.md` per `contracts/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.
Comments (0)
Sign in to join the conversation.
Reviews (0)
No reviews yet.
No comments yet.