A weekly workflow for separating load-bearing 8-Ks from boilerplate. Pulls every 8-K a company filed in the lookback window, sorts them by impact item code, drills into the load-bearing bodies, and produces an "act / watch / ignore" triage list. Designed for analysts maintaining a watchlist, not for case-by-case event analysis.
Why this works with edgar.tools MCP
Companies file 8-Ks for many reasons. Most are housekeeping (voting results, Reg FD slide decks, routine compensation matters). A few are load-bearing — leadership departures, definitive agreements, restatements, cybersecurity incidents. A vanilla LLM asked "what's been happening at [TICKER]?" recites whatever news headlines it remembers and misses anything not in training data.
With edgar.tools MCP, the triager works from the actual 8-K stream:
material_events— returns every 8-K in the window with item codes, dates, andanalysis_hints.high_impact_itemsalready flagged. The 7 high-impact item codes (1.01, 1.05, 2.01, 2.02, 4.01, 5.01, 5.02) get AI-generated summaries without an additional tool call.filing_section(eight_k_item:N.NN) — fetches the body of a specific item from an 8-K. Use this to drill into anything the high-impact flag surfaces.filing_section(earnings_release) — pulls the EX-99.1 / EX-99.2 press release attached to any 2.02 filing.
The triager's value is most visible when a watchlist has 5–10+ filings to triage at once — at that volume the difference between "the model summarized them all into vague paragraphs" and "the analyst gets a ranked list with one-sentence verdicts" is a workday.
How to use
Copy the framework below into your Claude / ChatGPT / Gemini conversation. With edgar.tools MCP connected, the model will call the tools it needs. Then ask:
Run the 8-K Event Triager on [TICKER] for the last 30/60/90 days.
The framework (v1.0)
You are a sell-side or buy-side analyst on the morning of a watchlist review. The user hands you a ticker and a lookback window. Your job is to produce a triage table that separates load-bearing 8-Ks from context and noise, then draft one-sentence verdicts on the load-bearing ones.
Non-negotiables
- Every claim is anchored to a specific 8-K accession.
- Drill into the body of any 8-K flagged as
high_impact— never categorize a leadership change from the item name alone. - Read 4.02 (restatement) and 1.05 (cybersecurity) ALWAYS, even if there's only one in the window. Both are rare and meaningful by definition.
- A 5.02 that says "X resigned to pursue another career opportunity" is a signal, not a paraphrase. Quote, don't smooth.
- If there are zero load-bearing 8-Ks, say so explicitly — don't manufacture interest.
The impact rubric
LOAD-BEARING — drill into the body, write a one-sentence verdict
| Item | What it is | Why it matters |
|---|---|---|
| 1.01 | Material Definitive Agreement | M&A LOI, license, customer deal, big supplier contract |
| 1.03 | Bankruptcy or Receivership | Solvency event |
| 1.05 | Cybersecurity Incident | New SEC rule; if disclosed, it's material by definition |
| 2.01 | Completion of Acquisition / Disposition | M&A close — actual cash / shares moved |
| 2.03 | New Material Financial Obligation | New facility, indenture, credit line — leverage shift |
| 2.04 | Triggering Event re: Off-BS Arrangement | Covenant breach, default trigger |
| 3.01 | Listing standards / delisting | Exchange compliance |
| 4.01 | Change in Registrant's Certifying Accountant | Auditor change — possible governance smoke |
| 4.02 | Non-Reliance on Previously Issued Financials | RESTATEMENT — STOP and read |
| 5.01 | Changes in Control | M&A, activist, financial-sponsor takeover |
| 5.02 | Director / Officer Changes | C-suite transitions; cluster matters |
CONTEXT — note item + date, one-line summary, but don't drill
| Item | What it is | Use |
|---|---|---|
| 2.02 | Results of Operations | Earnings release — read separately via filing_section(earnings_release) |
| 7.01 | Reg FD Disclosure | Investor-day decks, guidance updates |
| 8.01 | Other Events | Catch-all; sometimes load-bearing (read the description) |
| 3.03 | Material Modification to Rights | Charter / bylaw changes |
NOISE — count only, don't list individually
| Item | What it is |
|---|---|
| 5.07 | Submission of Matters to a Vote (annual meeting results) |
| 5.03 | Amendments to Articles / Bylaws (often routine) |
| 9.01 | Financial Statements and Exhibits (almost always paired with another item) |
Workflow (ordered, mandatory)
Step 1 — Pull the window
Call material_events({ company: "[TICKER]", days: <window> }). Note the analysis_hints.has_high_impact flag and high_impact_items array.
Step 2 — Sort by impact tier
Walk the results[] array. For each event:
- If the item set contains ANY load-bearing code (per the rubric above), categorize as LOAD-BEARING.
- Else if it contains 2.02, 7.01, 8.01, or 3.03, categorize as CONTEXT.
- Else (5.07 / 5.03 / 9.01 only), categorize as NOISE.
Items can co-occur (e.g. 5.02, 9.01 is one 8-K with two items). Use the most-impactful item to categorize the filing.
Step 3 — Drill into load-bearing bodies
For each LOAD-BEARING filing, call filing_section({ accession, section: "eight_k_item:<code>" }) for the highest-impact item. Read the body and write one sentence that:
- States the specific event (who, what, when)
- Flags the signal (is this a smoke, a tactical change, a positive, or routine-but-required disclosure?)
Do NOT summarize. The 8-K body is already short. Quote the load-bearing phrase if there is one ("to pursue another career opportunity", "severance benefits", "non-reliance on previously issued").
Step 4 — Check for clusters
If the window contains 2+ filings of the same load-bearing item (especially 5.02), call this out separately as a CLUSTER. Three 5.02s in 6 weeks is itself the signal.
Step 5 — Required output
Produce a triage table in this exact structure:
[TICKER] — 8-K Triage · [N] days
[Lookback: YYYY-MM-DD → YYYY-MM-DD]
LOAD-BEARING ([count])
YYYY-MM-DD · [item codes] · [accession link]
Verdict: [one sentence with the load-bearing phrase quoted]
YYYY-MM-DD · [item codes] · [accession link]
Verdict: [one sentence]
CONTEXT ([count])
YYYY-MM-DD · [item codes] · [accession link] — [one-line]
NOISE ([count])
[N] × 5.07, [N] × 5.03, etc. (not detailed)
CLUSTERS (if any)
[N] × [item code] within [duration]: [interpretation]
RECOMMENDED ACTIONS
- [Action] (e.g., "Read the EX-99.1 for the 2.02 earnings release")
- [Action] (e.g., "Update model for the 2.03 facility — terms in body")
- (or "No actions; window is clean")Stopping conditions
- If the company filed an 8-K Item 4.02 in the window, that one filing supersedes everything else — produce a single-item triage focused on the restatement.
- If
material_eventsreturns zero rows in the window, say so and stop (don't generate a triage of nothing). - If the company files no 8-Ks but does file regular 10-Q / 10-K traffic, the triager doesn't apply — recommend the 10-K Speedrun or a focused-section read instead.
What MCP-grounded 8-K Triager adds
| Triager element | Without MCP | With MCP |
|---|---|---|
| Full 8-K list for the window | Headlines the model remembers (incomplete + lagged) | material_events returns every 8-K with item codes |
| High-impact flag | Model's intuition | analysis_hints.high_impact_items is set deterministically on 7 item codes with AI summaries |
| 5.02 body ("did the CAO really resign?") | Generic paraphrase | filing_section(eight_k_item:5.02) returns the actual 60–120 word disclosure |
| Cluster detection | None — model sees each event in isolation | Two+ filings of the same item are obvious in the result array |
| Item-code rubric | Conflated with marketing/news classification | SEC-canonical item codes — no ambiguity about whether 2.02 is "earnings" or "guidance" |
| Restatement (4.02) detection | Often missed entirely | Exact item-code filter catches every 4.02 in the window |
The triager is the recipe most worth running on a watchlist rather than a single company. The per-ticker cost is low; the marginal value comes from doing it across 10–30 tickers in one sitting.
Sample output structure
A complete triage on INTC (Intel Corporation) for the trailing 90 days — a company in active restructuring with realistic 8-K mix — looks like the preview below.
INTC — 8-K Triage · 90 days
Lookback: 2026-02-15 → 2026-05-15
LOAD-BEARING (2)
2026-04-24 · 5.02, 9.01 · `0000050863-26-000083` Verdict: CAO Scott Gawel "resigned… to pursue another career opportunity" effective immediately; CFO David Zinsner takes on the principal accounting officer role on top of his CFO duties. CFO + CAO consolidation at a company in restructuring is a yellow flag for control-environment thinness — watch the next 10-Q's Item 4 controls disclosure.
2026-04-03 · 5.02, 9.01 · `0000050863-26-000069` Verdict: Chief Legal Officer April Miller Boise to separate effective 2026-06-01 with severance under the Executive Severance Plan (not "retirement", not "to pursue another opportunity" — neutral phrasing suggests negotiated exit, not voluntary).
CONTEXT (4)
- 2026-04-30 · 8.01, 9.01 · `0001193125-26-197845` — Other material event (read the EX-99.1 if relevant to thesis)
- 2026-04-23 · 2.02, 9.01 · `0000050863-26-000077` — Q1 earnings release; pull via
filing_section(earnings_release)for the prepared remarks - 2026-04-08 · 8.01, 9.01 · `0000050863-26-000072` — Other material event
- 2026-03-03 · 7.01, 8.01, 9.01 · `0000050863-26-000044` — Reg FD disclosure + other event (investor / strategy update)
NOISE (1)
- 1 × 5.07 (annual-meeting voting results, 2026-05-15)
CLUSTERS
2 × 5.02 within 21 days — Two C-suite separations in three weeks (CAO + Chief Legal Officer) at a company already in the middle of strategic restructuring. Not yet a stampede (no CFO, COO, or business-unit head departures), but the cadence is the signal — re-check on each new 5.02 over the next 60 days. Cluster pattern + the CAO's "pursue another career opportunity" phrasing warrant flagging the audit-committee meeting cadence.
RECOMMENDED ACTIONS
- Pull the EX-99.1 from the 2026-04-23 earnings 8-K via
filing_section(earnings_release)to ground the Q1 numbers - Re-run this triage in 4 weeks; flag if a third 5.02 fires before then
- Add a watch on the next 10-Q's Item 4 controls disclosure given the CFO+CAO consolidation
- Read the 2026-04-30 and 2026-04-08 8.01 bodies if the EX-99.1s touch the restructuring narrative
Actual output will vary by ticker; this shows the structure and density the triager produces when grounded in MCP.
Related
- 10-K Speedrun — when a triage prompts a deeper read on the underlying company.
- Insider Activity Interpreter — pairs naturally with 5.02 clusters; the buy/sell patterns around leadership changes often confirm or contradict the public-disclosure read.
- Risk Factors YoY Diff — when an 8-K flags a new risk category, verify whether the company added a matching Item 1A entry in the latest 10-K.