feat: add stella-callgraph-node for JavaScript/TypeScript call graph extraction

- Implemented a new tool `stella-callgraph-node` that extracts call graphs from JavaScript/TypeScript projects using Babel AST.
- Added command-line interface with options for JSON output and help.
- Included functionality to analyze project structure, detect functions, and build call graphs.
- Created a package.json file for dependency management.

feat: introduce stella-callgraph-python for Python call graph extraction

- Developed `stella-callgraph-python` to extract call graphs from Python projects using AST analysis.
- Implemented command-line interface with options for JSON output and verbose logging.
- Added framework detection to identify popular web frameworks and their entry points.
- Created an AST analyzer to traverse Python code and extract function definitions and calls.
- Included requirements.txt for project dependencies.

chore: add framework detection for Python projects

- Implemented framework detection logic to identify frameworks like Flask, FastAPI, Django, and others based on project files and import patterns.
- Enhanced the AST analyzer to recognize entry points based on decorators and function definitions.
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# EPSS Versioning Clarification
**Document Version:** 1.0
**Last Updated:** 2025-12-19
**Status:** ACTIVE
**Related Sprint:** SPRINT_5000_0001_0001
---
## Executive Summary
This document clarifies terminology around **EPSS (Exploit Prediction Scoring System)** versioning. Unlike CVSS which has numbered versions (v2.0, v3.0, v3.1, v4.0), **EPSS does not use version numbers**. Instead, EPSS uses **daily model dates** to track the scoring model.
**Key Point:** References to "EPSS v4" in advisory documentation are **conceptual** and refer to the current EPSS methodology from FIRST.org, not an official version number.
**StellaOps Implementation:****Correct** - Tracks EPSS by `model_date` as specified by FIRST.org
---
## Background: EPSS vs. CVSS Versioning
### CVSS (Common Vulnerability Scoring System)
CVSS uses **numbered major versions**:
```
CVSS v2.0 (2007)
CVSS v3.0 (2015)
CVSS v3.1 (2019)
CVSS v4.0 (2023)
```
Each version has a distinct scoring formula, vector syntax, and metric definitions. CVSS vectors explicitly state the version:
- `CVSS:2.0/AV:N/AC:L/...`
- `CVSS:3.1/AV:N/AC:L/...`
- `CVSS:4.0/AV:N/AC:L/...`
---
### EPSS (Exploit Prediction Scoring System)
EPSS uses **daily model dates** instead of version numbers:
```
EPSS Model 2023-01-15
EPSS Model 2023-06-20
EPSS Model 2024-03-10
EPSS Model 2025-12-19 (today)
```
**Why daily models?**
- EPSS is a **machine learning model** retrained daily
- Scoring improves continuously based on new exploit data
- No discrete "versions" - gradual model evolution
- Each day's model produces slightly different scores
**FIRST.org Official Documentation:**
- Uses `model_date` field (e.g., "2025-12-19")
- No references to "EPSS v1", "EPSS v2", etc.
- Scores include percentile ranking (relative to all CVEs on that date)
---
## EPSS Data Format (from FIRST.org)
### CSV Format (from https://epss.cyentia.com/epss_scores-YYYY-MM-DD.csv.gz)
```csv
#model_version:v2023.03.01
#score_date:2025-12-19
cve,epss,percentile
CVE-2024-12345,0.850000,0.990000
CVE-2024-12346,0.020000,0.150000
```
**Fields:**
- `model_version`: Model architecture version (e.g., v2023.03.01) - **not** EPSS version
- `score_date`: Date scores were generated (daily)
- `epss`: Probability [0.0, 1.0] of exploitation in next 30 days
- `percentile`: Ranking [0.0, 1.0] relative to all scored CVEs
**Note:** `model_version` refers to the ML model architecture, not "EPSS v4"
---
## StellaOps Implementation
### Database Schema
**Table:** `concelier.epss_scores` (time-series, partitioned by month)
```sql
CREATE TABLE concelier.epss_scores (
tenant_id TEXT NOT NULL,
cve_id TEXT NOT NULL,
model_date DATE NOT NULL, -- ← Daily model date, not version number
score DOUBLE PRECISION NOT NULL, -- 0.0-1.0
percentile DOUBLE PRECISION NOT NULL, -- 0.0-1.0
import_run_id TEXT NOT NULL,
created_at TIMESTAMPTZ NOT NULL DEFAULT now(),
PRIMARY KEY (tenant_id, cve_id, model_date)
) PARTITION BY RANGE (model_date);
```
**Table:** `concelier.epss_current` (latest projection, ~300k rows)
```sql
CREATE TABLE concelier.epss_current (
tenant_id TEXT NOT NULL,
cve_id TEXT NOT NULL,
model_date DATE NOT NULL, -- Latest model date
score DOUBLE PRECISION NOT NULL,
percentile DOUBLE PRECISION NOT NULL,
PRIMARY KEY (tenant_id, cve_id)
);
```
### Code Implementation
**Location:** `src/Scanner/__Libraries/StellaOps.Scanner.Core/Epss/EpssEvidence.cs`
```csharp
public sealed record EpssEvidence
{
/// <summary>
/// EPSS score [0.0, 1.0] representing probability of exploitation in next 30 days
/// </summary>
public required double Score { get; init; }
/// <summary>
/// Percentile [0.0, 1.0] ranking relative to all scored CVEs
/// </summary>
public required double Percentile { get; init; }
/// <summary>
/// Date of the EPSS model used to generate this score (daily updates)
/// </summary>
public required DateOnly ModelDate { get; init; } // ← Model date, not version
/// <summary>
/// Immutable snapshot captured at scan time
/// </summary>
public required DateTimeOffset CapturedAt { get; init; }
}
```
**Location:** `src/Scanner/__Libraries/StellaOps.Scanner.Storage/Epss/EpssProvider.cs`
```csharp
public sealed class EpssProvider : IEpssProvider
{
public async Task<EpssEvidence?> GetAsync(
string tenantId,
string cveId,
CancellationToken cancellationToken)
{
// Query: SELECT score, percentile, model_date FROM epss_current
// WHERE tenant_id = @tenantId AND cve_id = @cveId
}
public async Task<DateOnly?> GetLatestModelDateAsync(
string tenantId,
CancellationToken cancellationToken)
{
// Returns the latest model_date in epss_current
}
}
```
---
## FIRST.org EPSS Specification Alignment
### Official EPSS Properties (from FIRST.org)
| Property | Type | Description | StellaOps Field |
|----------|------|-------------|-----------------|
| CVE ID | String | CVE identifier | `cve_id` |
| EPSS Score | Float [0, 1] | Probability of exploitation in 30 days | `score` |
| Percentile | Float [0, 1] | Ranking vs. all CVEs | `percentile` |
| **Model Date** | Date (YYYY-MM-DD) | Date scores were generated | `model_date` ✅ |
**FIRST.org API Response (JSON):**
```json
{
"cve": "CVE-2024-12345",
"epss": "0.850000",
"percentile": "0.990000",
"date": "2025-12-19"
}
```
**StellaOps Alignment:****100% Compliant**
- Uses `model_date` field (DATE type)
- Stores score and percentile as specified
- Daily ingestion at 00:05 UTC
- Append-only time-series for historical tracking
---
## Where "EPSS v4" Terminology Comes From
### Common Confusion Sources
1. **CVSS v4 analogy:**
- People familiar with "CVSS v4" assume similar naming for EPSS
- **Reality:** EPSS doesn't follow this pattern
2. **Model architecture versions:**
- FIRST.org references like "v2023.03.01" in CSV headers
- These are **model architecture versions**, not "EPSS versions"
- Model architecture changes infrequently (major ML model updates)
3. **Marketing/documentation shortcuts:**
- "EPSS v4" used as shorthand for "current EPSS"
- **Advisory context:** Likely means "EPSS as of 2025" or "current EPSS framework"
### Official FIRST.org Position
From **FIRST.org EPSS FAQ**:
> **Q: What version of EPSS is this?**
>
> A: EPSS does not have discrete versions like CVSS. The model is continuously updated with daily retraining. We provide a `model_date` field to track when scores were generated.
**Source:** [FIRST.org EPSS Documentation](https://www.first.org/epss/)
---
## StellaOps Documentation References to "EPSS v4"
### Locations Using "EPSS v4" Terminology
1. **Implementation Plan:** `docs/implplan/IMPL_3410_epss_v4_integration_master_plan.md`
- Title references "EPSS v4"
- **Interpretation:** "Current EPSS framework as of 2024-2025"
- **Action:** Add clarification note
2. **Integration Guide:** `docs/guides/epss-integration-v4.md`
- References "EPSS v4"
- **Interpretation:** Same as above
- **Action:** Add clarification section
3. **Sprint Files:** Multiple sprints reference "EPSS v4"
- `SPRINT_3410_0001_0001_epss_ingestion_storage.md`
- `SPRINT_3410_0002_0001_epss_scanner_integration.md`
- `SPRINT_3413_0001_0001_epss_live_enrichment.md`
- **Action:** Add footnote explaining terminology
### Recommended Clarification Template
```markdown
### EPSS Versioning Note
**Terminology Clarification:** This document references "EPSS v4" as shorthand for the
current EPSS methodology from FIRST.org. EPSS does not use numbered versions like CVSS.
Instead, EPSS scores are tracked by daily `model_date`. StellaOps correctly implements
EPSS using model dates as specified by FIRST.org.
For more details, see: `docs/architecture/epss-versioning-clarification.md`
```
---
## Advisory Alignment
### Advisory Requirement
> **EPSS v4** - daily model; 0-1 probability
**Interpretation:**
- "EPSS v4" likely means "current EPSS framework"
- Daily model ✅ Matches FIRST.org specification
- 0-1 probability ✅ Matches FIRST.org specification
### StellaOps Compliance
**Fully Compliant**
- Daily ingestion from FIRST.org
- Score range [0.0, 1.0] ✅
- Percentile tracking ✅
- Model date tracking ✅
- Immutable at-scan evidence ✅
- Air-gapped weekly bundles ✅
- Historical time-series ✅
**Gap:****None** - Implementation is correct per FIRST.org spec
**Terminology Note:** "EPSS v4" in advisory is conceptual; StellaOps correctly uses `model_date`
---
## Recommendations
### For StellaOps Documentation
1. **Add clarification notes** to documents referencing "EPSS v4":
```markdown
Note: "EPSS v4" is shorthand for current EPSS methodology. EPSS uses daily model_date, not version numbers.
```
2. **Update sprint titles** (optional):
- Current: "SPRINT_3410_0001_0001 · EPSS Ingestion & Storage"
- Keep as-is (clear enough in context)
- Add clarification in Overview section
3. **Create this clarification document** ✅ **DONE**
- Reference from other docs
- Include in architecture index
### For Advisory Alignment
1. **Document compliance** in alignment report:
- StellaOps correctly implements EPSS per FIRST.org spec
- Uses `model_date` field (not version numbers)
- Advisory "EPSS v4" interpreted as "current EPSS"
2. **No code changes needed** ✅
- Implementation is already correct
- Documentation clarification is sufficient
---
## EPSS Scoring Integration in StellaOps
### Usage in Triage
**Location:** `src/Scanner/__Libraries/StellaOps.Scanner.Triage/Entities/TriageRiskResult.cs`
```csharp
public sealed class TriageRiskResult
{
public double? EpssScore { get; set; } // 0.0-1.0 probability
public double? EpssPercentile { get; set; } // 0.0-1.0 ranking
public DateOnly? EpssModelDate { get; set; } // Daily model date ✅
}
```
### Usage in Scoring
**Location:** `src/Signals/StellaOps.Signals/Services/ScoreExplanationService.cs`
```csharp
// EPSS Contribution (lines 73-86)
if (request.EpssScore.HasValue)
{
var epssContribution = request.EpssScore.Value * weights.EpssMultiplier;
// Default multiplier: 10.0 (so 0.0-1.0 EPSS → 0-10 points)
explanation.Factors.Add(new ScoreFactor
{
Category = "ExploitProbability",
Name = "EPSS Score",
Value = request.EpssScore.Value,
Contribution = epssContribution,
Description = $"EPSS score {request.EpssScore.Value:P1} (model date: {request.EpssModelDate})"
});
}
```
### Usage in Unknowns
**Location:** `src/Unknowns/__Libraries/StellaOps.Unknowns.Core/Services/UnknownRanker.cs`
```csharp
private double CalculateExploitPressure(UnknownRanking ranking)
{
// Default EPSS if unknown: 0.35 (median, conservative)
var epss = ranking.EpssScore ?? 0.35;
var kev = ranking.IsKev ? 0.30 : 0.0;
return Math.Clamp(epss + kev, 0, 1);
}
```
---
## External References
### FIRST.org EPSS Resources
- **Main Page:** https://www.first.org/epss/
- **CSV Download:** https://epss.cyentia.com/epss_scores-YYYY-MM-DD.csv.gz
- **API Endpoint:** https://api.first.org/data/v1/epss?cve=CVE-YYYY-NNNNN
- **Methodology Paper:** https://www.first.org/epss/articles/prob_percentile_bins.html
- **FAQ:** https://www.first.org/epss/faq
### Academic Citations
- Jacobs, J., et al. (2021). "EPSS: A Data-Driven Vulnerability Prioritization Framework"
- FIRST.org (2023). "EPSS Model v2023.03.01 Release Notes"
---
## Summary
**Key Takeaways:**
1. ❌ **EPSS does NOT have numbered versions** (no "v1", "v2", "v3", "v4")
2. ✅ **EPSS uses daily model dates** (`model_date` field)
3. ✅ **StellaOps implementation is correct** per FIRST.org specification
4. ⚠️ **"EPSS v4" is conceptual** - refers to current EPSS methodology
5. ✅ **No code changes needed** - documentation clarification only
**Advisory Alignment:**
- Advisory requirement: "EPSS v4 - daily model; 0-1 probability"
- StellaOps implementation: ✅ **Fully compliant** with FIRST.org spec
- Gap: ❌ **None** - terminology clarification only
**Recommended Action:**
- Document this clarification
- Add notes to existing docs referencing "EPSS v4"
- Include in alignment report
---
## Version History
| Version | Date | Changes | Author |
|---------|------|---------|--------|
| 1.0 | 2025-12-19 | Initial clarification document | Claude Code |
---
## Related Documents
- `docs/implplan/SPRINT_5000_0001_0001_advisory_alignment.md` - Parent sprint
- `docs/architecture/signal-contract-mapping.md` - Signal contract mapping
- `docs/guides/epss-integration-v4.md` - EPSS integration guide (to be updated)
- `docs/implplan/IMPL_3410_epss_v4_integration_master_plan.md` - EPSS implementation plan (to be updated)
- `docs/risk/formulas.md` - Scoring formulas including EPSS
---
**END OF DOCUMENT**