benchmark
Skill20 starsChanged 2 months agoApache-2.0View on GitHub
Executes Bare-vs-Epic A/B benchmarking, Ring 0 Guard 50 challenge, and full golden set evaluation for epic-harness. Orchestrates worker sessions, enforces strict workspace isolation, and synthesizes multi-dimensional comparison reports in TUI. Triggers: /benchmark, 'benchmark', 'a/b test', 'eval harness', 'smoke test', 'full eval'.
95 other projects use a version of this.
Adopted by
Most recently taken up by
- Rojios/everything-claude-codetheir own version, first seen Nov 8, 2026
- accso/ai-context-mcptheir own version, first seen Nov 8, 2026
- timurgaleev/vibestacktheir own version, first seen Nov 8, 2026
- pankaj-mahaur/Agent-Daemontheir own version, first seen Nov 6, 2026
- datafusion-contrib/datafusion-distributedtheir own version, first seen Nov 2, 2026
- menot-you/n-soultheir own version, first seen Nov 1, 2026
Used with
Projects with it also use ios-clean, ios-fix and 10 more.
Other files people use alongside this one.
Files found in the same public projects as a version of this one, more often than they turn up anywhere else. Each project counts once, large collections count for less, and this file's own repository is left out.
Saqlain-811Skillios-clean
Remove the DebugBridge SPM package and all #if DEBUG wiring from an iOS app. (gstack)
Also in 5 projects that use this
Saqlain-811Skillios-fix
Autonomous iOS bug fixer. (gstack)
Also in 5 projects that use this
seek888Skillpair-agent
Pair a remote AI agent with your browser. One command generates a setup key and prints instructions the other agent can follow to connect. Works with OpenClaw, Hermes, Codex, Cursor, or any agent that can make HTTP requests. The remote agent gets its own tab with scoped access (read+write by default, admin on request). Use when asked to "pair agent", "connect agent", "share browser", "remote browser", "let another agent use my browser", or "give browser access". (gstack) Voice triggers (speech-to-text aliases): "pair agent", "connect agent", "share my browser", "remote browser access".
Also in 11 projects that use this
ShreyRaviSkilllanding-report
Read-only queue dashboard for workspace-aware ship. Shows which VERSION slots are currently claimed by open PRs, which sibling Conductor workspaces have WIP work likely to ship soon, and what slot /ship would pick next. No mutations — just a snapshot. Use when asked to "landing report", "what's in the queue", "show me open PRs", or "which version do I claim next". (gstack)
Also in 8 projects that use this
timurgaleevSkilldocument-generate
Generate missing docs for a feature, module or project as tutorials, how-tos, reference and explanation.
Also in 7 projects that use this
seek888Skillopen-gstack-browser
Launch GStack Browser — AI-controlled Chromium with the sidebar extension baked in. Opens a visible browser window where you can watch every action in real time. The sidebar shows a live activity feed and chat. Anti-bot stealth built in. Use when asked to "open gstack browser", "launch browser", "connect chrome", "open chrome", "real browser", "launch chrome", "side panel", or "control my browser". Voice triggers (speech-to-text aliases): "show me the browser".
Also in 8 projects that use this
- +1 more from Saqlain-811
Other versions95 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 95
- garrytan/gstack★ 142ksame name
- dragonflydb/dragonfly★ 32ksame name
- xtermjs/xterm.js★ 21ksame name
- udecode/plate★ 17ksame name
- Z3Prover/z3★ 13ksame name
- androidx/androidx★ 6.1ksame name
- samchon/typia★ 6ksame name
- PaddlePaddle/FastDeploy★ 3.7ksame name
- zalando/skipper★ 3.3ksame name
- samchon/nestia★ 2.2ksame name
85 more not listed
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository29 other files it gives its agents.
- AGENTS.mdAGENTS.md
- CLAUDE.mdCLAUDE.md
- agent-introspectionSkill
- auditSkill
- commitSkill
- contextSkill
- councilSkill
- _criticSkill
- debugSkill
- discoverSkill
- _dispatchSkill
- documentSkill
- evalSkill
- evolveSkill
- goSkill
- orbitSkill
- orchestrateSkill
- perfSkill
- reflectSkill
- secureSkill
- shipSkill
- simplifySkill
- specSkill
- tddSkill
- teamSkill
- threat-modelSkill
- triageSkill
- verifySkill
- vuln-scanSkill
The file
We split this skill into the rules it gives an agent
3 rules. 0 are common, 1 is distinctive, and 2 are very specific to this project.
0
Common
Most of the 81 edited versions we read keep these.
1
Distinctive
This author's own choices. Worth a look.
2
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Very specific: line 50
Total Isolation: Before launching Bare, the director explicitly deletes any .harness/, .claude/, .agents/, CLAUDE.md, and AGENTS.md files …
- Very specific: line 55
Test Integrity Protection: After the agent completes its run, the grading runner restores the original unmodified test files (test_*.py, …
- Distinctive: line 70
Run the appropriate Python orchestration script in the terminal:
“Common” is measured: kept by at least 6 in 10 of the 81 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Benchmark — epic-harness A/B Evaluation & Golden Set Runner
CRITICAL: This is a repository-local developer evaluation skill. It is NOT included in the published epic-harness plugin bundle to prevent runtime context overhead in user projects.
1. When to Trigger
- Explicit
/benchmark,/benchmark full,/benchmark smoke, or/benchmark guardcommands - User asks to "run A/B test", "evaluate harness", "run smoke test", or "benchmark all"
- Pre-release verification to confirm zero regressions and 100% guard interception rate
- Comparing new model profiles (e.g., Claude 3.7 Sonnet, GLM-5, GPT-4o) on Bare vs Epic
2. Command Reference & Execution Modes
| Command | Scope | What It Runs |
/benchmark full (or /benchmark all) | Full Suite (Recommended) | 1) Ring 0 Guard 50 Challenge Suite<br>2) 5 Golden Set Tasks (Bare vs Epic A/B)<br>3) Master comparison report |
/benchmark smoke | 5 Golden Set Tasks | Runs A/B evaluation across task1 ~ task5 |
/benchmark task <name> | Single Task | Runs A/B evaluation on a specific task (e.g. task3-security-auth-token) |
/benchmark guard | Ring 0 Safety Gate | Runs 50-case command interception challenge (guard_challenge.py) |
/benchmark swebench | SWE-bench Verified | Runs 500-instance containerized A/B run (run_swebench.sh) |
/benchmark report | Reporting Only | Reads DIRECTOR-REPORT.md and provides executive insights |
3. Sandbox Environment Manifest & File Copy Specifications
To guarantee reproducible, non-destructive, and leak-free evaluation, each arm executes in a dedicated temporary sandbox (/tmp/ab-<task>-<profile>-<arm>-XXXX).
3.1 Sandbox Copy Manifest (File Whitelist / Blacklist)
| Category | File / Directory | Bare Arm (Unassisted) | Epic Arm (Harness Loaded) | Purpose |
| Codebase | tasks/<name>/repo/* | COPIED | COPIED | Base source files and initial failing test fixtures |
| Prompt | tasks/<name>/task.md | COPIED | COPIED | Target task requirements handed to the agent |
| Dependencies | pyproject.toml, Cargo.toml, etc. | COPIED | COPIED | Runtime dependencies and tool configurations |
| Harness Plugin | epic@epicsagas plugin binary | EXCLUDED | INJECTED | Ring 0 hooks, Ring 1 pipelines, Ring 2 quality skills |
| Harness Rules | CLAUDE.md, AGENTS.md | STRIPPED | INJECTED | Project-specific agent instructions |
| Harness Config | .harness/guard-rules.yaml | STRIPPED | INJECTED | Custom guard intercept rules |
| Agent Configs | .claude/, .agents/, .codex/ | STRIPPED | CONFIGURED | Host settings and plugin toggles |
3.2 Bare Arm Baseline Configuration
- Total Isolation: Before launching Bare, the director explicitly deletes any
.harness/,.claude/,.agents/,CLAUDE.md, andAGENTS.mdfiles from the sandbox workdir. - Tool Parity: Native CLI tools (
Bash,File Edit,Read,Glob,Grep) remain enabled so the model can inspect, edit, and test code normally. - Invocation: Executed with
--bareflag (claude --bare -p "$(cat task.md)") to suppress all plugins and hooks.
3.3 Anti-Tampering Grader Protocol
- Test Integrity Protection: After the agent completes its run, the grading runner restores the original unmodified test files (
test_*.py,*_test.*) from the pristine repo source into the sandbox before running the grader. - This prevents models from "cheating" by modifying assertions or deleting failing tests.
4. Execution Procedure for Director Session (TUI)
Step 1: Parse User Request
Determine:
- Target mode:
full(default),smoke,guard, or specifictask <name>. - Model profile:
zai(default),native,claude, etc. - Flags:
--dry-runif testing pipeline mechanics without API calls.
Step 2: Execute Director Runner
Run the appropriate Python orchestration script in the terminal:
# 1. Run Full Suite (Guard 50 + All 5 Golden Tasks) in one command
python3 benchmarks/ab/run_director.py --full --profile {profile}
# 2. Run Guard 50 Challenge only
python3 benchmarks/ab/guard_challenge.py
# 3. Dry-run to test workflow without consuming tokens
python3 benchmarks/ab/run_director.py --full --dry-runStep 3: Parse Results & Synthesize Executive Briefing
Present a structured report in the TUI containing:
- Guard Interception Summary: Score (target: 50/50, 100%) and category breakdown.
- Task Matrix: Pass@1 status, Total Cost ($), Turns, Latency (ms), and Input/Output Tokens per arm.
- Aggregated Value Analysis:
- Net-New Resolutions ($C_1$): Tasks resolved by Epic where Bare failed.
- Cost-Per-Resolved-Instance (CPRI): Value-normalized cost.
- Regression Defense: Instances where Bare broke
PASS_TO_PASStests but Epic preserved integrity.
- Final Verdict:
- STATE A (Value Proven): $C_1 > 0$ on non-trivial tasks and CPRI ratio $\le 1.5$.
- STATE B (Cost Exceeds Value): Zero net-new gain with increased token cost.
- TIE: Both arms passed (trivial task ceiling effect; suggest B3/B4 hard tasks).
5. Golden Set Reference
| Task Name | Category | Tested Skills & Capabilities |
task1-palindrome | Basic Bugfix | Single-function debugging (string_utils.py) |
task2-moving-average | TDD Greenfield | Test-driven implementation (/tdd, stats.py) |
task3-security-auth-token | Security & SAST | JWT expiration check + Parameterized SQL query (/secure, /vuln-scan) |
task4-cart-multi-file-regression | Multi-File Regression | 3-file e-commerce discount & tax with rounding defense (/go, /verify) |
task5-async-rate-limiter | Concurrency & Async | asyncio.Lock race-condition resolution (/debug, /perf) |
guard_challenge.py | Ring 0 Safety | 50 destructive, credential-dump, and infra commands |
6. Anti-Rationalization
| Excuse | Rebuttal | What to do instead |
| "Bare is cheaper and passes easy tasks" | Easy tasks have a ceiling effect where value cannot be measured | Test on multi-file regression (task4) or hard security tasks (task3) |
| "A/B testing consumes too many tokens" | Unmeasured harness is unproven overhead | Run --dry-run first, or run Guard 50 (zero LLM token cost) |
| "Tests pass so code is safe" | Functional unit tests miss SQL injection and token forgery | Inspect SAST security scan results |
7. Evidence Required
run_director.pyoutput captured (orguard_challenge.py)- Both Bare and Epic arms evaluated in isolated temporary workdirs
- Bare workdir strictly stripped of all
.harness/,.claude/,CLAUDE.mdartifacts - Independent
pytestverification executed post-run DIRECTOR-REPORT.mdgenerated and presented to user
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
No reviews yet
People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
- Partly
- It didn't
Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

