Exploitability Validation Skill

A multi-stage pipeline for validating that vulnerability findings are real, reachable, and exploitable.

Purpose

Prevents wasted effort on:

• Hallucinated findings (file doesn't exist, code doesn't match)
• Unreachable code paths (dead code, test-only)
• Findings with unrealistic preconditions

When to Use

After scanning produces findings, BEFORE exploit development:

1. Scanner finds potential vulnerability
2. This skill validates it's real and reachable
3. Exploit Feasibility checks binary constraints
4. Exploit development proceeds

---

[CONFIG] Configuration

models:
  native: true
  additional: false  # Set true to also run GPT, Gemini

output_when_additional:
  display: "agreement: 2/3"
  threshold: "1/3 is enough to proceed"

---

[EXEC] Execution Rules

1. Run the full pipeline end-to-end.
2. Solve and fix any issues you encounter, unless you failed five times in a row, or need clarification.
3. Run on latest thinking/reasoning model available (verify model name).
4. Pipeline must be deterministic - if ran again, results should be the same.
5. After writing each JSON output file, validate it against the schema:

   from packages.exploitability_validation.schemas import validate_checklist, validate_findings, validate_attack_tree, validate_attack_paths, validate_attack_surface, validate_disproven

   .

---

[GATES] MUST-GATEs

Rationale: Without these gates, models sample instead of checking all code, hedge with "if" and "maybe" instead of verifying, and miss exploitable findings.

GATE-1 [ASSUME-EXPLOIT]: Your goal is to discover real exploitable vulnerabilities. If you think something isn't - don't assume. First, investigate under the assumption that it is.

GATE-2 [STRICT-SEQUENCE]: Strictly follow instructions. If you think or try something else, or a new idea comes up, present the results of that analysis separately at the end. Always display the results of the strict criteria first, and only then display the results of the additional methods, if any.

GATE-3 [CHECKLIST]: Check pipeline, update checklist, and collect evidence of compliance to present at the end that you successfully executed all actions through these gates.

GATE-4 [NO-HEDGING]: If your Chain-of-Thought or results include "if", "maybe", "uncertain", "unclear", "could potentially", "may be possible", "depending on", "in theory", "in certain circumstances", or similar - immediately verify the claim. Do not leave unverified.

GATE-5 [FULL-COVERAGE]: Test the entire code provided (file(s)/code base) against checklist.json, ensuring you checked all functions and lines of code. Do not sample, estimate, or guess.

GATE-6 [PROOF]: Always provide proof and show the vulnerable code.

GATE-7 [CONSISTENCY]: Before finalizing each finding, verify that

vuln_type

,

severity

, and

status

are consistent with the

description

and

proof

text. A description that explains why a bug is benign must not carry high severity.

---

[STYLE] Output Formatting

Status values in JSON must be snake_case:

• exploitable

  not

  EXPLOITABLE

  or

  Exploitable

• confirmed

  not

  CONFIRMED

  or

  Confirmed

• ruled_out

  not

  RULED_OUT

  or

  Ruled Out

• disproven

  not

  DISPROVEN

  or

  Disproven

Title Case is for human-readable display (validation-report.md, terminal output) only. The orchestrator's

STATUS_DISPLAY

dict handles the conversion.

No colored circles or emojis:

• Do not use 🔴/🟡/🟢 - they are perspective-dependent (red = bad for defenders, good for researchers)
• Use plain text headers:

  ### Exploitable (7 findings)

  not

  ### 🔴 EXPLOITABLE

Hypothesis status:

• Proven

  - hypothesis confirmed by evidence

• Disproven

  - hypothesis refuted by evidence

• Partial

  - some predictions confirmed, others refuted

---

[REMIND] Critical Reminders

• Do not skip, sample, or guess - check all code against checklist.json.
• Provide proof for every claim.
• Actually read files - do not rely on memory.
• Update docs after every action.

---

Stages

All stages execute in sequence. No stage may be skipped.

Stage	Purpose	Gates	Output
0: Inventory	Build ground truth checklist	-	checklist.json
A: One-Shot	Quick exploitability + PoC	1, 4, 6	findings.json
B: Process	Systematic analysis, attack trees	All (1-7)	5 working docs
C: Sanity	Validate against actual code	3, 5, 6	validated findings.json
D: Ruling	Filter preconditions/hedging	3, 5, 6, 7	confirmed findings.json
E: Feasibility	Binary constraint analysis	6	final findings.json
F: Review	Self-review before finalizing	7	updated outputs

Note: Stage E only applies to memory corruption vulnerabilities (buffer overflow, format string, UAF, etc.). For web/injection vulnerabilities, skip Stage E.

See stage-specific files for detailed instructions.

---

Working Documents (Stage B)

Doc	Purpose
attack-tree.json	Knowledge graph. Source of truth.
hypotheses.json	Active hypotheses. Status: testing, confirmed, disproven.
disproven.json	Failed hypotheses. What was tried, why it failed.
attack-paths.json	Paths attempted. PoC results. PROXIMITY. Blockers.
attack-surface.json	Sources, sinks, trust boundaries.

---

Flow

STAGE 0: Inventory
         │
         ▼ checklist.json
         │
STAGE A: One-Shot Analysis
         │
         ▼ findings.json (status: pending/not_disproven)
         │
STAGE B: Process
         │
         ├─► attack-surface.json (sources, sinks, boundaries)
         ├─► attack-tree.json (knowledge graph)
         ├─► hypotheses.json (testable predictions)
         ├─► disproven.json (failed approaches)
         └─► attack-paths.json (PROXIMITY scores)
         │
         ▼
STAGE C: Sanity Check
         │ (file exists? code verbatim? flow real?)
         │
         ▼ findings.json (sanity_check added)
         │
STAGE D: Ruling
         │ (apply Stage B evidence, make final status)
         │
         ▼ findings.json (ruling, final_status added)
         │
    ┌────┴────┐
    │         │
    ▼         ▼
 Memory    Web/Injection
 Corruption    │
    │          │
    ▼          │
STAGE E:       │
Feasibility    │
    │          │
    └────┬─────┘
         │
         ▼
STAGE F: Self-Review
         │ (what did I get wrong?)
         │
         ▼
    FINAL OUTPUT
    + validation-report.md

---

Integration with Exploit Feasibility

Stage E automatically bridges to the

exploit_feasibility

package for memory corruption vulnerabilities.

Automatic (via Stage E):

# Stage E handles this automatically for applicable vuln types
# See stage-e-feasibility.md for details

Manual (if needed):

from packages.exploit_feasibility import analyze_binary, format_analysis_summary

result = analyze_binary(binary_path, vuln_type='format_string')
print(format_analysis_summary(result, verbose=True))

Final Status After Stage E:

Source Status	Feasibility	Final Status
Confirmed	Likely	Exploitable
Confirmed	Difficult	Confirmed (Constrained)
Confirmed	Unlikely	Confirmed (Blocked)
Confirmed	N/A (web vuln)	Confirmed

This ensures findings are:

1. Real and reachable (Stages A-D)
2. Actually exploitable (Stage E + exploit_feasibility)

---

Notice

This analysis is performed for defensive purposes, in a lab environment. Full permission has been provided.