The plugin system
What Anthropic shipped on 5 May 2026, and how the plugin / skill / agent vocabulary is structured.
How it works
This is a largely Claude generted explanation of the tools Anthropic released for financial services. The financial-services release ships as a Claude Code plugin marketplace at github.com/anthropics/financial-services. Plugins inside it cluster around three vocabulary items.
Skills
A skill is a self-contained workflow document — a markdown file with a YAML (a human readable language) header. Its descriptionfield is the trigger: Claude scans it for keywords (“update thesis for X”, “find ideas”, “DCF model”) and auto-loads the skill into context when a conversation matches. The body is the workflow: numbered steps, output specifications, guardrails (“don’t take shortcuts”, “cite every number”). Skills don’t execute — they are prompt fragments that come to the fore when relevant.
Commands
Commands are slash-shortcuts that wrap a skill behind a name. /screenis three lines: a description, an argument hint, and “Load the idea-generation skill and run a quantitative screen.” The user types the command; the skill loads.
Named agents
An agent is a system prompt plus a list of skills it delegates to. The earnings-revieweragent says, in effect: “You are a senior research associate. Given a ticker, you produce three artifacts (model, note, variance table). Workflow: pull the print, invoke earnings-analysis, invoke model-update, invoke audit-xls, invoke morning-note. Guardrails: cite every number; never publish.” The agent is a thin orchestration layer; the skills do the work.
The discipline rules that recur
Reading across the skills, four conventions show up repeatedly:
- Formulas over hardcodes. Every projection cell in a financial model must be a live formula referencing input drivers, not a pre-computed number pasted in.
- Step-by-step verification. Show inputs → confirm → show projections → confirm → show valuation → confirm. Never end-to-end without checkpoints.
- Cite every number. If a figure cannot be sourced, mark it
[UNSOURCED]. Cell comments with source on every input. - No “helpful” extras.The initiating-coverage skill explicitly forbids creating “completion summaries, executive summaries, next-steps documents.” Deliver only what’s specified.
Loading order at session start
When Claude Code starts a session, plugin manifests are read; MCP servers (data partners like Daloopa, FactSet, S&P/Kensho) connect or fail silently if no auth is configured; skill descriptions are pre-indexed for trigger matching; commands appear under /as the user types. When a skill triggers, its full body is loaded into context for that turn. Agents are invoked when their description matches a request — they replace the conversation’s system prompt with their own and orchestrate from there.
Skills inventory
Across the two main vertical bundles equity-research (9 skills) and financial-analysis(13 skills), here’s the full surface, curated for sell-side and buy-side workflows.
Direct fit
| Skill | What it does |
|---|---|
| thesis-tracker | Pillars, scorecard, conviction log over time |
| idea-generation | Quant screens / thematic sweeps → shortlist (the engine behind /screen) |
| catalyst-calendar | Forward-looking events with H/M/L impact |
| earnings-analysis | Quarterly variance, beat/miss, updated estimates |
| earnings-preview | Pre-print expectations, watch items, scenarios |
| model-update | Re-pegs estimates with old → new tables |
| morning-note | Daily basket digest, sector reads, watch items |
| sector-overview | Sector landscape report — TAM, players, debates |
| initiating-coverage | Five-task pipeline producing a 30–50 page DOCX with model + charts |
| comps-analysis | Peer multiples with statistical bands |
| competitive-analysis | Strategic positioning, moats, five-forces |
| dcf-model | DCF in Excel with formulas-over-hardcodes discipline |
| 3-statement-model | Integrated IS / CF / BS with scenarios |
| audit-xls | QC pass on a model — balance checks, broken refs, hardcodes |
Less directly relevant for value-investor workflows
lbo-model, competitive-analysis at IB depth, ppt-template-creator, deck-refresh, ib-check-deck, xlsx-author, clean-data-xls, skill-creator. These are either IB / PE-flavoured, format utilities that operate on existing outputs, or meta-skills for plugin authoring.
Named agents (orchestrators)
earnings-reviewer wraps earnings-analysis + model-update + audit-xls + morning-note. market-researcher wraps the sector → comps → ideas-shortlist sequence. There are several more (pitch-agent, kyc-screener, gl-reconciler, statement-auditor, etc.) that are more relevant to investment banking and fund administration than to value investing.
Reference docs
Practitioner take
These sort of tools have been worked on for some time now, but are now available out of the box from Claude. My interest is seeing how helpful these skills are and where a) adjustments to skills are required b) where the pwoer of these tools sit vs human decision making.
Chapter 1 of 7