earnings-preview
Earnings preview deck, quarterly earnings presentation, earnings summary slides, consensus vs actual presentation, earnings preview report, pre-earnings analysis, earnings expectations deck, quarterly preview, upcoming earnings summary, earnings announcement preview
Install
npx skills add https://github.com/agentii-ai/agentii-investment-intelligence/tree/main/plugins/vertical-plugins/models-and-pitches/skills/agentii/earnings-preview
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
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.
Office dependency probe (FR-043) — this skill produces .pptx via Bash + python-pptx:
- Live Office session? If
mcp__office__*tools are present (Cowork), drive the live document instead of headless Python. - Python library:
Bash: python3 -c "import pptx"— if exit ≠ 0, fall back to.mdslide spec withdata_availability: degraded+python_pptx_missing: true. - LibreOffice:
Bash: which sofficefor structural validation and PDF export.
If the Python library is absent, report the exact remediation (install the
python-pptx package) and produce the .md degraded fallback per
contracts/office-tooling.md.
Include the X-Agentii-Trace header on every tool call per
contracts/x-agentii-trace-header.md.
Triggers
- generate earnings preview deck
- build earnings preview presentation
- create quarterly earnings slides
- earnings preview pptx
- earnings summary presentation
- consensus estimates presentation
- earnings surprise summary deck
- quarterly results presentation
- earnings catalyst calendar slides
- pre-earnings analyst deck
Defaults
| Parameter | Default | Notes |
|---|---|---|
| slide_count | 4-6 | Title, Company Overview, Consensus Estimates, Historical Surprises, Catalysts, Outlook |
| lookback_quarters | 4 | Trailing 4 quarters for trend analysis |
| peer_count | 3-5 | From search_companies sector peers |
| source_footers | required | Every slide has standard agentii citation footer |
| template | institutional-default | Dark header bar, agentii blue accent, 12pt body |
Methodology
Retrieval Scope
This skill performs structured data retrieval (earnings calendar, XBRL facts, company profile) plus earnings call transcript document search (search_documents(form_type="earnings_call_transcript") → read_source_outline → read_source_pages) for forward-looking catalyst and guidance context. See references/formula-sheet.md for presentation structure guidelines.
Retrieval Strategy
See contracts/retrieval.md for the canonical decision tree; skill-specific retrieval detail is in references/methodology.md.
Temporal Scope
Default: 4 fiscal quarters (max 8). Trailing 4 quarters captures current estimates and YoY comparisons. Maximum 8 quarters for analysts who want 2-year trend context on the estimates slide.
Tool Allowlist
See frontmatter allowed_tools. This skill produces a polished .md slide-deck specification; .pptx rendering is available via the companion financial-analysis:pptx-author skill (separate install; see contracts/office-tooling.md).
Protocol
Step-by-step execution detail is in references/methodology.md.
Deliverable Chain
Inputs → Build → Validate → Output → Next
- Inputs: resolved ticker + earnings calendar, consensus estimates, and trailing XBRL facts (
search_earnings_calendar,search_xbrl_facts,search_companies,get_company_profile). - Build: write a self-contained Python script using
python-pptxthat creates the 4–6 slide.pptxdeck per## Output Structure. Execute viaBash: python3 script.py. Verify the.pptxfile exists. Ifpython-pptxis absent, fall back to.mdslide spec percontracts/office-tooling.md. - Validate: run the
## Validation Gatesbelow. - Output: write the artifact path per
## Output File. - Next: append to
agentii.md; hand off to a downstream pitch/review skill if requested.
Validation Gates
- slide count: between 4 and 6. If failed: If outside range: refuse delivery.
- estimates slide: includes consensus, high, and low estimates. If failed: If missing: flag in Coverage Gaps.
- source footers: every slide has source_footer with standard agentii citation. If failed: If any missing: refuse delivery.
- peer comparison: has >= 3 peers. If failed: If < 3: flag in Coverage Gaps.
Tool Fallbacks
Per-tool failure modes and fallback actions are tabulated in references/tool-fallbacks.md.
Disclaimer (Q139/T137) — REQUIRED, template-owned
This output is presentation-shaped and MUST carry the canonical disclaimer from
scenarios/templates/disclaimer.md — verbatim, not restated. The clause set is the
contract; the wording is the workspace's rendering (Q126). Placeholders are filled,
never shipped. The full requirement, the clause-set rule, and the per-slide footer
rule for price targets are in references/disclaimer.md.
Output File
Primary deliverable: {ticker}/{YYYY-MM-DD_HHMM}_earnings-preview_{affix}.pptx — real PowerPoint binary via Bash + python-pptx per contracts/office-tooling.md. Degraded fallback: {ticker}/{YYYY-MM-DD_HHMM}_earnings-preview_{affix}.md when python-pptx is absent (FR-044).
Output Structure
The deliverable is a structured markdown report written to the path in ## Output File. Full section-by-section template (headings, tables, and field definitions) lives in references/output-structure.md. Required elements:
- Executive Summary — headline conclusions (≤200 words).
- Core analysis sections — per this skill's methodology and analyst modes.
- Data classification — tag findings
[FACT]/[DEDUCTED]/[VIEW]percontracts/snapshot-synthesis.md. - Coverage Gaps & Citations — inline
/v/citations are PRIMARY (immediately after each fact); the bottom Citations section is a non-duplicative roll-up index. - Output frontmatter — emit the FR-090 structured block per
contracts/output-frontmatter-schema.md.
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.
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
| Failure Mode | Detection | Action | User-Facing Message |
|---|---|---|---|
| Missing earnings data | search_earnings_calendar returns empty |
Use search_xbrl_facts for historical actuals only; flag estimates as unavailable |
"Consensus estimates not available for ; presentation based on historical actuals only." |
| Partial data | <80% expected fields returned | Proceed with coverage gaps section | "Presentation based on partial data; see Coverage Gaps." |
| Sector mismatch | Peer sector != target sector | Filter out mismatched peers | "Removed peer(s) due to sector mismatch." |
| Insufficient history | <4 quarters of data available | Downgrade to limited-history presentation (3 slides min) | "Limited historical data available; presentation adjusted." |
| MCP unreachable | agentii Preflight probe fails | Halt with actionable error | "agentii data plane unreachable; check connection and AGENTII_API_KEY." |
| Office backend unreachable | All 3 office backends fail Preflight | Halt with AGENTII_OFFICE_UNREACHABLE | "No office backend available. Options: (a) set AGENTII_API_KEY for agentii-office, (b) pip install python-pptx, (c) install OfficeCLI." |
| Knowledge Store unavailable | get_entity_knowledge returns 503 |
Fall back to get_company_profile + search_companies; flag with knowledge_store_degraded: true |
"Knowledge Store not yet available; peer analysis based on filing-derived entity context." |
Files (agentii-investment-intelligence)
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references
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disclaimer.md 2.5 KB
# Disclaimer requirement (Q139/T137) — full text The body of SKILL.md carries only the binding rule; the reasoning lives here, so the skill body stays inside its context budget (the `ctx-gate-body-size` gate caught this at 1358 words against a 1300 limit — its own advice was "move detail to references/"). ## The rules 1. Include the canonical block from `scenarios/templates/disclaimer.md` as authored. Do not write your own, restate it, or paraphrase it. 2. `[WORKSPACE]` / `[AS_OF]` / `[GENERATED]` are FILLED, never shipped. An unfilled placeholder fails the output gate (the same structural, case-insensitive check as Q108). 3. **Language follows the workspace** (Q126). The canonical file is English; a workspace declaring another language supplies its own rendering of the SAME clauses. The clause SET is the contract — every `<p>` carries `data-clause="…"`, and a rendering that drops one is not a translation, it is a different disclaimer. 4. The disclaimer states what the document IS; the badges, `epistemic_state` and coverage-gaps sections state what each claim IS. Do not let the disclaimer carry a burden the body should. ## Why this is written down at all — this skill has no template and no producer Measured 2026-09-18: `scenarios/templates/` holds neither a pitch-deck nor an earnings-preview template, and no producer script exists. So there is nothing yet to mount the disclaimer ON, and `check_disclaimer.py` reports both as `nothing to gate yet` rather than as compliant. Recording the requirement in the output contract means it is already binding when a template or producer is written, instead of being rediscovered afterwards — which is how the thesis report's own disclaimer came to be retrofitted rather than designed in. ## Additional requirement — the footer of every slide carrying a price target `earnings-preview` is the one presentation-shaped output that repeats a **price target** across slides, so it carries the disclaimer **twice**: once as the closing block, and once as a **footer on every slide that states a price target**. The reason is not redundancy. A deck is read OUT of order and in fragments — a reader can meet the price-target slide without ever reaching the closing disclaimer, and a price target is exactly the thing a reader acts on. A disclaimer a reader never reaches does not discharge the obligation it exists for. `thesis-report.html` needs no such rule because it is a single continuous document with one ending. -
formula-sheet.md 280 B
# Formula Sheet Canonical formulas for this model. All figures must tie to XBRL facts or cited filing pages. - Revenue growth = (Rev_t / Rev_{t-1}) - 1 - Gross margin = GrossProfit / Revenues - Operating margin = OperatingIncomeLoss / Revenues - FCF = OperatingCashFlow - CapEx -
institutional-defaults.md 302 B
# Institutional Defaults - Lookback: per skill `temporal_scope`. - Currency: reporting currency from the first XBRL fact `unit` (no conversion at v1.0). - XBRL: `is_primary = true` default; `?include_all_sources=true` only for audit/reconciliation. - Dedup: API-side; do not re-implement client-side. -
methodology.md 1.5 KB
# earnings-preview — Methodology Detail Extracted from SKILL.md for progressive disclosure (US5). ## Retrieval Strategy Follow the retrieval strategy decision tree in `contracts/retrieval.md`. This skill uses: - Branch (a) for structured financial metrics via `search_xbrl_facts` with `list_xbrl_concepts` pre-condition for unfamiliar concepts. - Branch (d) for simple lookups via `search_earnings_calendar` / `get_company_profile` / `search_companies`. ## Protocol 1. **Earnings calendar lookup**: call `search_earnings_calendar(ticker, fiscal_year=current)` to get the most recent reported quarter, next earnings date, and consensus estimates. 2. **Financial highlights**: call `search_xbrl_facts(ticker, concept=["Revenues","NetIncomeLoss","OperatingIncomeLoss","EarningsPerShareDiluted"], fiscal_period=["Q1","Q2","Q3","Q4","FY"], fiscal_year=[current, current-1])` for trailing data. 3. **Company context**: call `get_company_profile(ticker)` for company name, sector, industry. 4. **Peer discovery**: call `get_peer_comparison(ticker, metric)` (note: `search_companies` has no `sector`/`limit` params — pagination is `page`/`page_size`) for peer comparison slide. 5. **Slide-spec construction**: structure a 4–6 slide `.md` slide-deck specification (one section per slide, with title, bullets, and a source footer). 6. **Build**: write the polished `.md` slide-deck specification per `## Output Structure`. 7. **Review**: self-review the slide spec against the `## Validation Gates` below. 8. **Output**: write the artifact path per `## Output File`. -
modes.md 698 B
# earnings-preview — Analyst Mode Definitions Derived from the skill's own methodology structure (scripts/mode_backfill.py, spec 046 M1). ### Mode: preflight **Objective**: Preflight analysis per the skill's methodology (see SKILL.md sections). ### 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). -
output-structure.md 1.7 KB
# earnings-preview — Output Structure (full template) Extracted from SKILL.md for progressive disclosure (US5). The skill body keeps a compact summary under `## Output Structure`. 1. **Slide 1 — Title**: Company name, ticker, "Earnings Preview — Q<N> FY<YYYY>", report date 2. **Slide 2 — Company Overview**: Business description, sector, market cap, key products/segments (from `get_company_profile`) 3. **Slide 3 — Consensus Estimates**: Table with consensus/high/low for Revenue, EPS, EBITDA; YoY comparison; estimate count (from `search_earnings_calendar`) 4. **Slide 4 — Historical Surprises**: Table of last 4 quarters: estimate vs actual, surprise %, direction (from `search_earnings_calendar` + `search_xbrl_facts`) 5. **Slide 5 — Peer Comparison**: Peer table with ticker, EV/EBITDA, P/E, Revenue growth (from `search_companies` + `search_xbrl_facts`) 6. **Slide 6 — Catalysts & Outlook**: Forward catalysts from the latest earnings call transcript (`search_documents(form_type="earnings_call_transcript")` → `read_source_pages` on the guidance/forward-looking pages), upcoming events, guidance summary (from `search_earnings_calendar`) Slide 6 is optional (4–6 range). If peer data or catalyst data is unavailable, merge into fewer slides. **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`. -
tool-fallbacks.md 2.2 KB
# earnings-preview — Tool Fallbacks Extracted from SKILL.md for progressive disclosure (US5). | Tool | Failure Mode | Fallback Action | Coverage Annotation | |------|-------------|-----------------|---------------------| | `read_source_pages` | SQL error / PROXY_ERROR | Use `search_keyword_in_source(document_id, keyword)` if document_id known; otherwise `search_documents` with same query | "source file unavailable; used keyword search instead" | | `read_source_deep_outline` | PROXY_ERROR / 404 | Use lightweight `read_source_outline` and flag `deep_outline_degraded: true` | "deep outline unavailable; used lightweight page map instead" | | `read_source_outline` | PROXY_ERROR / 404 | Use `list_sources` for document-level metadata | "page map unavailable; used document listing instead" | | `list_xbrl_concepts` | Timeout / 503 | Use direct `search_xbrl_facts` with standard US-GAAP concepts (Revenues, NetIncomeLoss, EarningsPerShareDiluted, OperatingIncomeLoss, Assets) | "concept discovery skipped due to timeout; using standard US-GAAP concepts" | | `get_company_fiscal_calendar` | Cross-validation failed | Use XBRL-derived period grid from `search_xbrl_facts` `period_end` dates | "fiscal calendar mismatch; using XBRL-derived period grid" | | `search_unified` | Intermittent error | Use parallel `search_documents` + `search_xbrl_facts` with the same query | "unified search unavailable; used parallel document + XBRL search" | | `batch_search` | PROXY_ERROR | Use sequential individual calls (one per sub-query) | "batch search unavailable; used sequential calls" | Tool errors are retried ONCE with the fallback action before escalating to the retrieval gaps failure policy. If both Layer 2 and Layer 3 tools are unavailable, enter document access degradation mode (structured data + metadata only, flag output as degraded). 11. **tool diversity**: distinct MCP tools used in this invocation >= `min_tool_diversity` (5). *If failed*: flag as depth-insufficient in Coverage Gaps, listing which tool categories were unused (structured data / document retrieval / company metadata / earnings calendar / coverage). This gate does NOT block analysis completion — it is a quality signal for your review. -
validation-checklist.md 313 B
# Validation Checklist - [ ] Every input figure cites a filing page or XBRL accession. - [ ] Recalc/audit returns no hardcoded-over-formula cells. - [ ] Statement identities balance within rounding. - [ ] Period labels match `get_company_fiscal_calendar`. - [ ] Coverage gaps are surfaced, not silently dropped.
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SKILL.md 9.3 KB
--- name: earnings-preview multi_ticker_semantics: single_target description: Earnings preview deck, quarterly earnings presentation, earnings summary slides, consensus vs actual presentation, earnings preview report, pre-earnings analysis, earnings expectations deck, quarterly preview, upcoming earnings summary, earnings announcement preview temporal_scope: default_quarters: 4 max_quarters: 8 description: "Typical lookback: 4 quarters, max: 8" allowed_tools: - search_companies - search_xbrl_facts - search_earnings_calendar - get_company_financials - get_company_profile - list_xbrl_concepts - search_documents - read_source_outline - read_source_pages - Bash retrieval_scope: unstructured_document_search min_tool_diversity: 5 --- ## 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`. **Office dependency probe (FR-043)** — this skill produces `.pptx` via `Bash` + `python-pptx`: 1. **Live Office session?** If `mcp__office__*` tools are present (Cowork), drive the live document instead of headless Python. 2. **Python library**: `Bash: python3 -c "import pptx"` — if exit ≠ 0, fall back to `.md` slide spec with `data_availability: degraded` + `python_pptx_missing: true`. 3. **LibreOffice**: `Bash: which soffice` for structural validation and PDF export. If the Python library is absent, report the exact remediation (install the python-pptx package) and produce the `.md` degraded fallback per `contracts/office-tooling.md`. Include the `X-Agentii-Trace` header on every tool call per `contracts/x-agentii-trace-header.md`. ## Triggers - generate earnings preview deck - build earnings preview presentation - create quarterly earnings slides - earnings preview pptx - earnings summary presentation - consensus estimates presentation - earnings surprise summary deck - quarterly results presentation - earnings catalyst calendar slides - pre-earnings analyst deck ## Defaults | Parameter | Default | Notes | |-----------|---------|-------| | slide_count | 4-6 | Title, Company Overview, Consensus Estimates, Historical Surprises, Catalysts, Outlook | | lookback_quarters | 4 | Trailing 4 quarters for trend analysis | | peer_count | 3-5 | From search_companies sector peers | | source_footers | required | Every slide has standard agentii citation footer | | template | institutional-default | Dark header bar, agentii blue accent, 12pt body | ## Methodology ### Retrieval Scope This skill performs structured data retrieval (earnings calendar, XBRL facts, company profile) plus earnings call transcript document search (`search_documents(form_type="earnings_call_transcript")` → `read_source_outline` → `read_source_pages`) for forward-looking catalyst and guidance context. See references/formula-sheet.md for presentation structure guidelines. ### Retrieval Strategy See `contracts/retrieval.md` for the canonical decision tree; skill-specific retrieval detail is in `references/methodology.md`. ### Temporal Scope Default: 4 fiscal quarters (max 8). Trailing 4 quarters captures current estimates and YoY comparisons. Maximum 8 quarters for analysts who want 2-year trend context on the estimates slide. ### Tool Allowlist See frontmatter `allowed_tools`. This skill produces a polished `.md` slide-deck specification; `.pptx` rendering is available via the companion `financial-analysis:pptx-author` skill (separate install; see `contracts/office-tooling.md`). ### Protocol Step-by-step execution detail is in `references/methodology.md`. ## Deliverable Chain **Inputs** → **Build** → **Validate** → **Output** → **Next** 1. **Inputs**: resolved ticker + earnings calendar, consensus estimates, and trailing XBRL facts (`search_earnings_calendar`, `search_xbrl_facts`, `search_companies`, `get_company_profile`). 2. **Build**: write a self-contained Python script using `python-pptx` that creates the 4–6 slide `.pptx` deck per `## Output Structure`. Execute via `Bash: python3 script.py`. Verify the `.pptx` file exists. If `python-pptx` is absent, fall back to `.md` slide spec per `contracts/office-tooling.md`. 3. **Validate**: run the `## Validation Gates` below. 4. **Output**: write the artifact path per `## Output File`. 5. **Next**: append to `agentii.md`; hand off to a downstream pitch/review skill if requested. ## Validation Gates 1. **slide count**: between 4 and 6. *If failed*: If outside range: refuse delivery. 2. **estimates slide**: includes consensus, high, and low estimates. *If failed*: If missing: flag in Coverage Gaps. 3. **source footers**: every slide has source_footer with standard agentii citation. *If failed*: If any missing: refuse delivery. 4. **peer comparison**: has >= 3 peers. *If failed*: If < 3: flag in Coverage Gaps. ## Tool Fallbacks Per-tool failure modes and fallback actions are tabulated in `references/tool-fallbacks.md`. ## Disclaimer (Q139/T137) — REQUIRED, template-owned This output is **presentation-shaped** and MUST carry the canonical disclaimer from `scenarios/templates/disclaimer.md` — verbatim, not restated. The clause set is the contract; the wording is the workspace's rendering (Q126). Placeholders are filled, never shipped. **The full requirement, the clause-set rule, and the per-slide footer rule for price targets are in `references/disclaimer.md`.** ## Output File Primary deliverable: `{ticker}/{YYYY-MM-DD_HHMM}_earnings-preview_{affix}.pptx` — real PowerPoint binary via `Bash` + `python-pptx` per `contracts/office-tooling.md`. Degraded fallback: `{ticker}/{YYYY-MM-DD_HHMM}_earnings-preview_{affix}.md` when `python-pptx` is absent (FR-044). ## Output Structure The deliverable is a structured markdown report written to the path in `## Output File`. Full section-by-section template (headings, tables, and field definitions) lives in `references/output-structure.md`. Required elements: 1. **Executive Summary** — headline conclusions (≤200 words). 2. **Core analysis sections** — per this skill's methodology and analyst modes. 3. **Data classification** — tag findings `[FACT]` / `[DEDUCTED]` / `[VIEW]` per `contracts/snapshot-synthesis.md`. 4. **Coverage Gaps & Citations** — inline `/v/` citations are PRIMARY (immediately after each fact); the bottom **Citations** section is a non-duplicative roll-up index. 5. **Output frontmatter** — emit the FR-090 structured block per `contracts/output-frontmatter-schema.md`. **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`. ## 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 | Failure Mode | Detection | Action | User-Facing Message | |---|---|---|---| | Missing earnings data | `search_earnings_calendar` returns empty | Use `search_xbrl_facts` for historical actuals only; flag estimates as unavailable | "Consensus estimates not available for {ticker}; presentation based on historical actuals only." | | Partial data | <80% expected fields returned | Proceed with coverage gaps section | "Presentation based on partial data; see Coverage Gaps." | | Sector mismatch | Peer sector != target sector | Filter out mismatched peers | "Removed {n} peer(s) due to sector mismatch." | | Insufficient history | <4 quarters of data available | Downgrade to limited-history presentation (3 slides min) | "Limited historical data available; presentation adjusted." | | MCP unreachable | agentii Preflight probe fails | Halt with actionable error | "agentii data plane unreachable; check connection and AGENTII_API_KEY." | | Office backend unreachable | All 3 office backends fail Preflight | Halt with AGENTII_OFFICE_UNREACHABLE | "No office backend available. Options: (a) set AGENTII_API_KEY for agentii-office, (b) pip install python-pptx, (c) install OfficeCLI." | | Knowledge Store unavailable | `get_entity_knowledge` returns 503 | Fall back to `get_company_profile` + `search_companies`; flag with `knowledge_store_degraded: true` | "Knowledge Store not yet available; peer analysis based on filing-derived entity context." |
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