Swarms is a Python framework for coordinating multiple autonomous language-model agents into workflows such as sequential, concurrent, or hierarchical systems. It is used to build multi-step applications in which agents combine language models, tools, and memory. The catalogue entries provide agent-oriented skills, instructions, and an agent for working with Swarms.
Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add kyegomez/swarms --skill financial-analysisgit clone --depth 1 https://github.com/kyegomez/swarmsWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/kyegomez/swarms/financial-analysis)<a href="https://agentmods.dev/skills/kyegomez/swarms/financial-analysis"><img src="https://agentmods.dev/badge/skills/kyegomez/swarms/financial-analysis/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/kyegomez/swarms/financial-analysis"><img src="https://agentmods.dev/badge/skills/kyegomez/swarms/financial-analysis.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00024 | $0.00440 |
| Opus 5 | $0.00012 | $0.00220 |
| Sonnet 5 | $0.00005 | $0.00088 |
| Haiku 4.5 | $0.00002 | $0.00044 |
Grade A, and why
financial-analysis scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 9d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 57 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Financial Analysis Skill
When performing financial analysis, follow these systematic steps to ensure thorough and accurate evaluation:
Core Methodology
1. Data Collection and Verification
- Gather historical financial statements (income statement, balance sheet, cash flow)
- Verify data sources for accuracy and completeness
- Identify any anomalies or missing data points
2. Financial Ratio Analysis
Calculate and analyze key financial ratios:
- Profitability: EBITDA margin, net profit margin, ROE, ROA
- Liquidity: Current ratio, quick ratio, cash ratio
- Leverage: Debt-to-equity, interest coverage ratio
- Efficiency: Asset turnover, inventory turnover
3. Valuation Models
Build appropriate valuation models:
- DCF Analysis: Project free cash flows, determine WACC, calculate terminal value
- Comparable Company Analysis: Identify peers, analyze multiples (P/E, EV/EBITDA)
- Precedent Transactions: Review similar deals for valuation benchmarks
4. Sensitivity Analysis
- Perform scenario analysis (base case, bull case, bear case)
- Test key assumptions (growth rates, discount rates, margins)
- Identify critical value drivers
Guidelines
- Always use conservative assumptions when uncertain
- Cross-validate findings with multiple valuation methods
- Clearly document all assumptions and their rationale
- Present results with appropriate caveats and risk factors
- Consider both quantitative metrics and qualitative factors
Key Outputs
Your analysis should produce:
- Executive summary of findings
- Detailed financial model with assumptions
- Valuation range with sensitivity analysis
- Investment recommendation with risk assessment
- Supporting charts and visualizations
Example Use Cases
- Public Company Valuation: "Analyze Tesla's financials and provide a DCF valuation"
- Private Investment: "Evaluate this startup's unit economics and runway"
- M&A Analysis: "Assess the financial implications of this acquisition"
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 9d ago First seen · 57 lines · 24 tokens per session scan A e166d6d628cb
financial-analysis is a skill published in the GitHub repository kyegomez/swarms (7,146 stars, last pushed yesterday), licensed Apache-2.0. It adds 24 tokens to every session and 440 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
Other skills, from other repositories
finance-report-explainer
Plain-language explanation of a finance report with audience-aware framing. Analysis only — not certified advice.
finance-analyst
Explains financial reports, KPI movement, budget scenarios, and revenue experiments without pretending to provide certified advice.
finance
Finance analysis templates. Analysis only — NOT certified financial advice.
finance-report-workflow-comparison
Compares single-lens and workflow-based finance report explanations. This is not financial advice.
budget-planner
Convert spending goals and constraints into a practical budget plan. This is not financial advice.
investor-update-drafter
Draft a crisp investor update with metrics, wins, asks, risks, and next milestones.