benchmark
Skill0 starsChanged 6 months agoMITView on GitHub
Runs the full 30-challenge secure-code-review benchmark end-to-end via scripts: Findings (parallel across 01-30), then Scoring (parallel across 01-30), then scoreboard generation from frozen scoring artifacts. Invoke from Cursor Agent with /benchmark.
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
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Saqlain-811Skillios-fix
Autonomous iOS bug fixer. (gstack)
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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★ 141ksame 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 repository3 other files it gives its agents.
- learnSkill
- scoreboardSkill
- appsecSkill
The file
Show its rules and text
We split this skill into the rules it gives an agent
13 rules. 0 are common, 7 are distinctive, and 6 are very specific to this project.
0
Common
Most of the 81 edited versions we read keep these.
7
Distinctive
This author's own choices. Worth a look.
6
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Very specific: line 13
Run exactly one non-interactive workflow for challenges 01..30:
- Very specific: line 25
Ensure benchmark/challenges/challenge-01 ..
- Very specific: line 26
Ensure benchmark/findings.sh and benchmark/scoring.sh exist and are executable.
- Very specific: line 27
Ensure claude is available on PATH (or set CLAUDE=/path/to/claude).
- Distinctive: line 29
If any precondition fails, stop and report an abort block (no partial run output).
- Distinctive: line 36
Wait for Findings completion and verify artifacts.
- Distinctive: line 38
Wait for Scoring completion and verify artifacts.
- Very specific: line 43
Run from repo root. CLI flags only (see ./benchmark/findings.sh --help):
- Distinctive: line 71
Do not substitute with ad-hoc per-challenge Task orchestration for this skill.
- Distinctive: line 78
If missing or malformed outputs are detected, abort before Scoring.
- Distinctive: line 83
If missing or malformed outputs are detected, abort before scoreboard generation.
- Distinctive: line 87
After successful scoring completeness:
- Very specific: line 91
Use the scoreboard skill (.cursor/skills/scoreboard/SKILL.md) for rendering rules (table, glyphs, Pulse, ordering).
“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 (scripted full pipeline)
Run exactly one non-interactive workflow for challenges 01..30:
- Findings pass on all 30 challenges in parallel.
- Scoring pass on all 30 challenges in parallel (after Findings finishes).
- Scoreboard generation from scoring artifacts only.
Challenges 31 and 32 are out of scope.
Preconditions (fail closed)
Before dispatch:
- Ensure
benchmark/challenges/challenge-01..benchmark/challenges/challenge-30exist. - Ensure
benchmark/findings.shandbenchmark/scoring.shexist and are executable. - Ensure
claudeis available on PATH (or setCLAUDE=/path/to/claude).
If any precondition fails, stop and report an abort block (no partial run output).
Required execution order
Never interleave phases:
- Findings script for all
01..30(parallel workers). - Wait for Findings completion and verify artifacts.
- Scoring script for all
01..30(parallel workers). - Wait for Scoring completion and verify artifacts.
- Generate scoreboard from
benchmark/artifacts/scoring/*.txtonly.
Script commands (canonical)
Run from repo root. CLI flags only (see ./benchmark/findings.sh --help):
| Flag | Default |
--start | 1 |
--end | 30 |
--parallel | 30 |
--model | Claude default if omitted |
--trace | off (debug: writes NN.trace.log under artifacts) |
Full run (01..30, 30 workers):
./benchmark/findings.sh --model sonnet
./benchmark/scoring.sh --model sonnetSubset or retry (example: challenge 15 only, serial):
./benchmark/findings.sh --start 15 --end 15 --parallel 1 --model sonnet
./benchmark/scoring.sh --start 15 --end 15 --parallel 1 --model sonnetNotes:
- Findings must fully finish before Scoring starts.
- Optional env:
CLAUDE=/path/to/claudeif the binary is not on PATH. - Do not substitute with ad-hoc per-challenge Task orchestration for this skill.
Artifact completeness gates
After Findings:
- Require exactly 30 findings files:
benchmark/artifacts/findings/01.txt..30.txt. - If missing or malformed outputs are detected, abort before Scoring.
After Scoring:
- Require exactly 30 scoring files:
benchmark/artifacts/scoring/01.txt..30.txt. - If missing or malformed outputs are detected, abort before scoreboard generation.
Scoreboard step
After successful scoring completeness:
- Generate the canonical benchmark scoreboard from
benchmark/artifacts/scoring/*.txtonly. - Use the
scoreboardskill (.cursor/skills/scoreboard/SKILL.md) for rendering rules (table, glyphs, Pulse, ordering).
Non-interactive run requirement
/benchmark should run continuously through all phases without midpoint prompts,
unless blocked by an external dependency (permissions/runtime/tool failure).
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
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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.

