Brainstorming
xpinjection/test-driven-spring-boot
You MUST use this before any creative work - creating features, building components, adding functionality, or modifying behavior.
Verify every third-party and sharp-edged JDK API usage against the contract the upstream documentation actually states
$ npx skills add ben-manes/caffeine --skill audit-third-party-contracts -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install ben-manes/caffeine audit-third-party-contracts --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/ben-manes/caffeine.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/audit-third-party-contracts .claude/skills/audit-third-party-contracts && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "audit-third-party-contracts" agent skill from https://github.com/ben-manes/caffeine/tree/master/.claude/skills/audit-third-party-contracts into .claude/skills/audit-third-party-contracts/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "audit-third-party-contracts", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/ben-manes/caffeine/tree/master/.claude/skills/audit-third-party-contractsType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add ben-manes/caffeine --skill audit-third-party-contracts -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install ben-manes/caffeine audit-third-party-contracts --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ben-manes/caffeine.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/audit-third-party-contracts .agents/skills/audit-third-party-contracts && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "audit-third-party-contracts" agent skill from https://github.com/ben-manes/caffeine/tree/master/.claude/skills/audit-third-party-contracts into .agents/skills/audit-third-party-contracts/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "audit-third-party-contracts", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add ben-manes/caffeine --skill audit-third-party-contracts -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install ben-manes/caffeine audit-third-party-contracts --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ben-manes/caffeine.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/audit-third-party-contracts .cursor/skills/audit-third-party-contracts && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "audit-third-party-contracts" agent skill from https://github.com/ben-manes/caffeine/tree/master/.claude/skills/audit-third-party-contracts into .cursor/skills/audit-third-party-contracts/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "audit-third-party-contracts", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/ben-manes/caffeine.git --path .claude/skills/audit-third-party-contracts--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add ben-manes/caffeine --skill audit-third-party-contracts -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install ben-manes/caffeine audit-third-party-contracts --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ben-manes/caffeine.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/audit-third-party-contracts .gemini/skills/audit-third-party-contracts && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "audit-third-party-contracts" agent skill from https://github.com/ben-manes/caffeine/tree/master/.claude/skills/audit-third-party-contracts into .gemini/skills/audit-third-party-contracts/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "audit-third-party-contracts", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install ben-manes/caffeine audit-third-party-contractsInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add ben-manes/caffeine --skill audit-third-party-contracts -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/ben-manes/caffeine.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/audit-third-party-contracts .github/skills/audit-third-party-contracts && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "audit-third-party-contracts" agent skill from https://github.com/ben-manes/caffeine/tree/master/.claude/skills/audit-third-party-contracts into .github/skills/audit-third-party-contracts/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "audit-third-party-contracts", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add ben-manes/caffeine --skill audit-third-party-contracts -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install ben-manes/caffeine audit-third-party-contracts --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ben-manes/caffeine.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/audit-third-party-contracts .opencode/skills/audit-third-party-contracts && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "audit-third-party-contracts" agent skill from https://github.com/ben-manes/caffeine/tree/master/.claude/skills/audit-third-party-contracts into .opencode/skills/audit-third-party-contracts/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "audit-third-party-contracts", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
audit-third-party-contractsVerify every third-party and sharp-edged JDK API usage against the contract the upstream documentation actually states
Audit Third Party Contracts is an agent skill from ben-manes/caffeine. Verify every third-party and sharp-edged JDK API usage against the contract the upstream documentation actually states
Its SKILL.md is about 940 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It works with Java. The repository describes itself as: A high performance caching library for Java. The licence is Apache-2.0.
4 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit e972fb0. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Audit Third Party Contracts loads about 943 tokens when it runs. Until then it costs about 37 tokens; SKILL.md has 447 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from ben-manes/caffeine at commit e972fb0, republished under its Apache-2.0 licence (© ben-manes). 447 words, ~943 tokens.
.claude/skills/audit-third-party-contracts/SKILL.md (or your agent's skills folder).Audit uses of external libraries and sharp-edged JDK APIs against the contract the upstream documentation actually states — not the contract the call site assumes. This lens is distinct from the cache-correctness lenses: the bugs are in the seam between our code and someone else's semantics (dispose-on-error, merge-less collectors, empty timed buffers, live-view iteration windows).
Scope: examples/*/src/main/java/, simulator/src/main/java/,
jcache/src/main/java/, guava/src/main/java/. The core is nearly
dependency-free; include it only for JDK sharp edges.
From gradle/libs.versions.toml and each module's build file, list the
third-party libraries in scope. Grep each module for their package imports,
plus these JDK sharp edges: Collectors.toMap/groupingBy, CompletableFuture
composition and cancellation, live collection views held across a time window,
ServiceLoader/TCCL-dependent lookups, Object.wait/notify handshakes.
For each touchpoint, state what the call site implicitly assumes about:
Quote the authoritative source — library javadoc for the version pinned in
libs.versions.toml, the reactive-streams specification rule, or JDK javadoc.
WebFetch the docs when unsure; do not rely on recall. A finding must cite the
upstream sentence that contradicts the call site.
High-yield contract families:
For each contradiction, produce the concrete input or event sequence and the observable damage (hung future, silent data loss, permanent pipeline death, corrupted secondary structure, useless periodic load). Findings without a constructible scenario are suspicions — label them per the auditor contract.
Classify findings with the external-contract category from
.claude/docs/finding-taxonomy.md. Also check the module's tests: if the
failing scenario is untestable because tests only exercise happy paths
(distinct keys, no failures, non-empty batches), report the test gap alongside
the bug.
© ben-manes, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in .claude/skills/audit-third-party-contracts of ben-manes/caffeine.
Open the folder on GitHubat commit e972fb0
Audit Third Party Contracts next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Audit Third Party Contracts this skillben-manes/caffeine | 18k | — | ~943 | Automated safety check: Pass | Apache-2.0 | |
| Brainstormingxpinjection/test-driven-spring-boot | 112 | 52 repos | ~2.6k | Automated safety check: Pass | MIT | |
| Android API Diffgkd-kit/gkd | 43k | — | ~796 | Automated safety check: Pass | GPL-3.0 | |
| Video Cover Imageitwanger/toBeBetterJavaer | 18k | — | ~3.3k | Automated safety check: Pass | None | |
| Lancedb Update Lance Dependencylancedb/lancedb | 12k | — | ~1.1k | Automated safety check: Pass | Apache-2.0 | |
| Java SDK E2E Test with Replay Snapshotgithub/copilot-sdk | 11k | — | ~1.8k | Automated safety check: Pass | MIT |
xpinjection/test-driven-spring-boot
You MUST use this before any creative work - creating features, building components, adding functionality, or modifying behavior.
gkd-kit/gkd
Looks up Android framework Java and AIDL APIs across versions with the android-api-diff CLI: signatures, availability, source files and hidden-API access code.
itwanger/toBeBetterJavaer
Generate matched 3:4, 16:9, and 4:3 short-video cover images from toBeBetterJavaer video scripts or AI/Java technical topics.
lancedb/lancedb
Update LanceDB to a specific Lance release or tag. An agent skill from lancedb/lancedb.
github/copilot-sdk
Creates a Java SDK end-to-end test for the Copilot SDK that runs against a recorded YAML snapshot through a replay proxy, so CI needs no real authentication.
apache/fory
Prepare an Apache Fory release candidate from a clean release branch, including the version bump, RC tag, JVM staging, ASF source artifacts, SVN upload, and vote email.
ben-manes/caffeine
Runs controlled JMH experiments on the Caffeine cache to find shared contention and hot-path waste, then reviews correctness and returns a reviewable patch.
ben-manes/caffeine
Audits a module by walking its git history commit by commit, tracking unresolved issues forward, and reporting the ones that survive to HEAD as findings.
ben-manes/caffeine
Runs a hostile review of the Caffeine Java caching library with parallel subagents that get no design docs, then challenges and consolidates their findings.
ben-manes/caffeine
Audits the Caffeine cache source for hot-path costs such as allocations, contention and memory layout, reporting only findings tied to specific lines.
ben-manes/caffeine
Compares code paths that should behave the same, such as sync and async cache methods, and requires a concrete scenario where the two observably disagree.
ben-manes/caffeine
Prices each step of the window climber algorithm by disabling it in turn, to find steps that no longer earn their keep and branches that no longer fire.
Works with
Verify every third-party and sharp-edged JDK API usage against the contract the upstream documentation actually states. Audit Third Party Contracts is an agent skill from ben-manes/caffeine.
Run `npx skills add ben-manes/caffeine --skill audit-third-party-contracts -a claude-code`. Or copy the skill folder (.claude/skills/audit-third-party-contracts in ben-manes/caffeine) into .claude/skills/audit-third-party-contracts in your project. Claude Code loads it when a task matches its description.
Run `npx skills add ben-manes/caffeine --skill audit-third-party-contracts -a codex`. Or copy the skill folder (.claude/skills/audit-third-party-contracts in ben-manes/caffeine) into .agents/skills/audit-third-party-contracts in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add ben-manes/caffeine --skill audit-third-party-contracts -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/audit-third-party-contracts, .gemini/skills/audit-third-party-contracts, .github/skills/audit-third-party-contracts and .opencode/skills/audit-third-party-contracts in your project.
SKILL.md names no scripts, command-line tools or credentials: Audit Third Party Contracts is instructions for the agent only.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Audit Third Party Contracts is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 943 tokens (SKILL.md is roughly 3.8k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Audit Third Party Contracts: Brainstorming (xpinjection/test-driven-spring-boot, 112 stars), Android API Diff (gkd-kit/gkd, 43k stars), Video Cover Image (itwanger/toBeBetterJavaer, 18k stars) and Lancedb Update Lance Dependency (lancedb/lancedb, 12k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
ben-manes (a GitHub user) maintains it in ben-manes/caffeine, which has 17,882 GitHub stars. The repository holds 33 skills in this directory. The repository was last updated on October 9, 2026.
Source: ben-manes/caffeine on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.