How We Test: The 4-Pillar Empirical Benchmark Architecture
Most AI leaderboards rely on self-reported vendor claims, synthetic multiple-choice LLM benchmarks, or subjective vibe evaluations. PulseForge AI executes an automated, multi-engine empirical audit on every indexed repository.
PulseForge AI evaluates every AI coding assistant and developer tool across a 100-point composite radar divided into four equal 25-point empirical pillars: (1) Static AST & Cyclomatic Soundness, (2) Real-World SWE-bench & Polyglot Code Editing Precision, (3) OWASP LLM01 Security & MCP Supply-Chain Defense, and (4) Runtime VRAM & Token FinOps Efficiency. Zero vendors or sponsors can pay to inflate, modify, or boost their empirical score.
Each pillar is scored independently from 0.0 to 25.0 points based on direct automated test passes, tree-sitter AST analysis, sandbox execution telemetry, and verified token instrumentation.
The Four Empirical Pillars
AST Architecture & Code Soundness
We execute Tree-sitter abstract syntax tree (AST) parsers across the codebase to evaluate structural hygiene.
- ✓Sub-1,000 LOC Modular Cap: Checks that modules maintain strict boundary caps with zero monster god-files.
- ✓Cyclomatic Complexity: Flags deeply nested branch logic (complexity > 12) prone to runtime regression.
- ✓Type Safety & Linting: Zero unchecked type coercions, unhandled promise rejections, or dynamic string interpolations in critical paths.
SWE-bench & Polyglot Code Velocity
Evaluates real-world software engineering task resolution on standardized benchmark suites rather than synthetic toy trivia.
- ✓SWE-bench Verified: Measures resolve rate on canonical, reproducible GitHub issue resolution (SWE-bench Verified baseline).
- ✓Aider Polyglot Test: Multi-language benchmark across Python, TypeScript, Rust, Go, and C++ measuring multi-file refactor accuracy.
- ✓One-Shot Edit Precision: Measures percentage of diffs applied cleanly without search/replace hallucination or file corruption.
OWASP LLM01, MCP & Secrets Defense
Probes model security, privilege boundaries, tool execution safety, and supply-chain leakage risk.
- ✓OWASP Top 10 for LLMs: Active red-team test harness verifying resistance to prompt injection (LLM01) and tool permission escalation.
- ✓Gitleaks & Semgrep SAST: Automated detection of hardcoded API tokens, AWS keys, private SSH keys, and insecure deserialization.
- ✓MCP Permission Sandboxing: Validates Model Context Protocol tools enforce strict read-only or explicit approval boundaries.
FinOps, VRAM & Token Efficiency
Measures true cost of ownership: how many tokens, dollars, and GBs of memory the tool burns per completed feature.
- ✓Token-to-Output Ratio: Rewards tools that achieve successful builds in fewer input/output tokens using smart indexing and context trees.
- ✓Local GPU VRAM Footprint: Evaluates local models on consumer GPU hardware (8GB / 16GB / 24GB bounds) and KV-cache quantization.
- ✓Cold-Start Latency & TTFT: Time-to-first-token (TTFT) and throughput under realistic developer workloads.
Verifiable Proof: Every SVG Badge is Cryptographically Signed
To prevent spoofing or score tampering, every PulseForge SVG badge generated at /api/badge/{owner}/{repo}.svg contains an embedded cryptographic attestation block inside its XML <metadata> tag.
<pf:repository>cline/cline</pf:repository>
<pf:score>97.0/100</pf:score>
<pf:status>TIER-1 VERIFIED</pf:status>
<pf:sha256>96eecf7f84b3f6cd</pf:sha256>
<pf:verification_url>https://exactbaseline.com/api/badge/verify?repo=cline/cline</pf:verification_url>
</pf:Attestation>
Anyone can verify authenticity in 1 second by pinging /api/badge/verify?repo=cline/cline, which validates the signature against our live attestation ledger.
🛡️ The Zero Paid Inflation Policy
Founders and maintainers frequently ask: "If I buy the $49 Launch Kit or $149 Category Leader Pro, does my score increase?"
No. Scores are strictly deterministic and calculated purely by code tests. What the $49 and $149 packages provide are: (1) Done-For-You repository hardening code (CLAUDE.md, Gitleaks CI, llms.txt), (2) A Verified Machined Obsidian README Badge, and (3) Guaranteed sticky placement and directory distribution. If your repository has real bugs or security flaws, our scanner reports them transparently.
Audit Your Repository or Unlock the Hardening Kit
Get instant 4-pillar diagnostics free, or activate production-ready agent configs in 1 click.
- ✓ Complete 7-File Hardening ZIP (
CLAUDE.md,llms.txt,Gitleaks CI,DeepEval Pytest,LiteLLM Router) - ✓ Done-For-You
Show HN,Reddit, andProduct HuntLaunch Playbook - ✓ Verified 1200x675 Raycast HUD Scorecard PNG + Embeddable README SVG Badge
- ✓ Priority Radar Listing + Automated 3-Tweet X Teardown Broadcast
# CLAUDE.md — Agent & LLM Context Rules # Auto-generated by PulseForge AI Rig [Build Commands] - run_tests: pytest tests/ -v - type_check: mypy --strict . [Architectural Rules] 1. Zero dynamic SQL interpolation (prevent SQLi) 2. Max 1,000 LOC per file 3. Preserves all existing unit test coverage
- ✓ Everything in the $49 Repo Hardening & Launch Kit
- ✓ Custom 50-Probe OWASP LLM01 & MCP Red-Team Regression Suite (
promptfoo.yaml) - ✓ Dedicated
/vs/Comparative Battlecard Page Against Your #1 Incumbent - ✓ Top-3 Featured Category Pin for 30 Days + Auto-Release Sniper on Every GitHub Tag