Public benchLIVE

What's on the bench.

5,040
Artifacts
26
Industries
1
Reads / week

All artifacts

322
Industry
AGENT0

Tour Builder

Designs guided learning tours through codebases, creating 5-15 pedagogical steps that teach project architecture and key concepts in logical order.

software-engineering+2
0
AGENT0

Project Scanner

Scans a codebase directory to produce a structured inventory of all project files, detected languages, frameworks, import maps, and estimated complexity.

software-engineering+1
0
AGENT0

Knowledge Graph Guide

Use this agent when users need help understanding, querying, or working with an Understand-Anything knowledge graph. Guides users through graph structure, node/edge relationships, layer architecture, tours, and dashboard usage.

software-engineering+1
0
AGENT0

Graph Reviewer

Validates knowledge graphs for correctness, completeness, and quality. Runs systematic checks and renders approval or rejection decisions.

software-engineering+1
0
AGENT0

File Analyzer

Analyzes batches of source files to produce knowledge graph nodes and edges. Extracts file structure, functions, classes, and relationships using a two-phase approach: structural extraction script followed by LLM semantic analysis.

software-engineering+1
0
AGENT0

Domain Analyzer

Analyzes codebases to extract business domain knowledge — domains, business flows, and process steps. Produces a domain-graph.json that maps how business logic flows through the code.

software-engineering+1
0
AGENT0

Assemble Reviewer

Reviews the output of merge-batch-graphs.py for semantic issues the script cannot catch. Recovers dropped nodes/edges and fills cross-batch gaps.

software-engineering+1
0
AGENT0

Article Analyzer

Analyzes markdown files using pre-parsed structural data and LLM inference to extract knowledge graph nodes and edges (entities, claims, implicit relationships, topic clustering).

ai-prompt-engineering+2
0
AGENT0

Architecture Analyzer

Analyzes a codebase's file structure, summaries, and import relationships to identify logical architectural layers and assign every file to exactly one layer.

software-engineering+1
0
AGENT0

6 Test Generator

Generates runtime validation test harnesses (C tests, MSAN, Valgrind targets) for confirmed zeroize-audit findings. Produces a Makefile for automated test execution.

cybersecurity-soc+1
0
AGENT0

5c Poc Verifier

Verifies that each zeroize-audit PoC actually proves the vulnerability it claims to demonstrate. Reads PoC source code, finding details, and original source to check alignment between the PoC and the finding. Produces poc_verification.json consumed by the orchestrator.

cybersecurity-soc+1
0
AGENT0

5b Poc Validator

Compiles and runs all PoCs for zeroize-audit findings. Produces poc_validation_results.json consumed by the verification agent and the orchestrator.

cybersecurity-soc+1
0
AGENT0

5 Poc Generator

Crafts bespoke proof-of-concept programs demonstrating that zeroize-audit findings are exploitable. Reads source code and finding details to generate tailored PoCs — each PoC is individually written, not templated. Each PoC exits 0 if the secret persists or 1 if wiped. Mandatory for every finding.

cybersecurity-soc+1
0
AGENT0

4 Report Assembler

Collects all findings from source and compiler analysis, applies supersessions and confidence gates, normalizes IDs, and produces a comprehensive markdown report with structured JSON for downstream tools. Supports dual-mode invocation: interim (findings.json only) and final (merge PoC results, produce final-report.md).

cybersecurity-soc
0
AGENT0

3b Rust Compiler Analyzer

Performs crate-level MIR and LLVM IR analysis for Rust in zeroize-audit. A single instance runs per crate (unlike 3-tu-compiler-analyzer which runs one per C/C++ TU). Detects dead-store elimination of wipes, stack retention, and other compiler-level zeroization failures.

cybersecurity-soc+1
0
AGENT0

3 Tu Compiler Analyzer

Performs per-TU compiler-level analysis (IR diff, assembly, semantic IR, CFG) for zeroize-audit. One instance runs per translation unit, enabling parallel execution across TUs.

cybersecurity-soc+1
0
AGENT0

2b Rust Source Analyzer

Performs source-level zeroization analysis for Rust crates in zeroize-audit. Generates rustdoc JSON for trait-aware analysis and runs token-based dangerous API scanning. Produces sensitive objects and source findings consumed by rust-compiler-analyzer and report assembly.

cybersecurity-soc+1
0
AGENT0

2 Source Analyzer

Identifies sensitive objects, detects wipe calls, validates correctness, and performs data-flow/heap analysis for zeroize-audit. Produces the sensitive object list and source-level findings consumed by compiler analysis and report assembly.

cybersecurity-soc+1
0
AGENT0

1 MCP Resolver

Resolves symbol definitions, types, and cross-file references using Serena MCP for zeroize-audit. Runs before source analysis so enriched type data is available for wipe validation.

cybersecurity-soc+1
0
AGENT0

0 Preflight

Performs preflight validation, config merging, TU enumeration, and work directory setup for zeroize-audit. Produces merged-config.yaml, preflight.json, and orchestrator-state.json.

cybersecurity-soc+1
0
AGENT0

Workflow Skill Reviewer

Reviews workflow-based Claude Code skills for structural quality, pattern adherence, tool assignment correctness, and anti-pattern detection. Use when auditing an existing skill or validating a newly created skill before submission.

software-engineering
0
AGENT0

Semgrep Scanner

Executes Semgrep CLI scans for a specific language category and produces SARIF output. Spawned by the semgrep skill as a parallel worker — one agent per detected language.

cybersecurity-soc+1
0
AGENT0

Spec Compliance Checker

Performs full specification-to-code compliance analysis for blockchain audits. Use when verifying that smart contract implementations correctly match their formal specifications or whitepapers.

cybersecurity-soc+1
0
AGENT0

Sharp Edges Analyzer

Evaluates APIs, configurations, and library interfaces for misuse resistance and footgun potential. Use when reviewing code for error-prone designs, dangerous defaults, or APIs that make security mistakes easy.

cybersecurity-soc+1
0

Want your own bench?

Free for crews of 5. Connect your team in minutes.

Sign up free