Sonarqube
DougTrajano/pydantic-ai-skills
Operate SonarQube-enabled repositories through the SonarQube CLI (sonar): verify authentication, discover project keys, inspect project metadata, issues, measures, and quality gates, analyze changed…
Quality gate, audit evidence, live roots and cleanup boundaries for fastbrowse.
$ npx skills add agent-labs-dev/fastbrowse --skill sift-project -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install agent-labs-dev/fastbrowse sift-project --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/agent-labs-dev/fastbrowse.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/sift-project .claude/skills/sift-project && 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 "sift-project" agent skill from https://github.com/agent-labs-dev/fastbrowse/tree/main/.agents/skills/sift-project into .claude/skills/sift-project/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sift-project", 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/agent-labs-dev/fastbrowse/tree/main/.agents/skills/sift-projectType 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 agent-labs-dev/fastbrowse --skill sift-project -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install agent-labs-dev/fastbrowse sift-project --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/agent-labs-dev/fastbrowse.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/sift-project .agents/skills/sift-project && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "sift-project" agent skill from https://github.com/agent-labs-dev/fastbrowse/tree/main/.agents/skills/sift-project into .agents/skills/sift-project/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sift-project", 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 agent-labs-dev/fastbrowse --skill sift-project -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install agent-labs-dev/fastbrowse sift-project --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/agent-labs-dev/fastbrowse.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/sift-project .cursor/skills/sift-project && 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 "sift-project" agent skill from https://github.com/agent-labs-dev/fastbrowse/tree/main/.agents/skills/sift-project into .cursor/skills/sift-project/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sift-project", 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/agent-labs-dev/fastbrowse.git --path .agents/skills/sift-project--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 agent-labs-dev/fastbrowse --skill sift-project -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install agent-labs-dev/fastbrowse sift-project --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/agent-labs-dev/fastbrowse.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/sift-project .gemini/skills/sift-project && 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 "sift-project" agent skill from https://github.com/agent-labs-dev/fastbrowse/tree/main/.agents/skills/sift-project into .gemini/skills/sift-project/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sift-project", 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 agent-labs-dev/fastbrowse sift-projectInstalls 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 agent-labs-dev/fastbrowse --skill sift-project -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/agent-labs-dev/fastbrowse.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/sift-project .github/skills/sift-project && 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 "sift-project" agent skill from https://github.com/agent-labs-dev/fastbrowse/tree/main/.agents/skills/sift-project into .github/skills/sift-project/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sift-project", 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 agent-labs-dev/fastbrowse --skill sift-project -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install agent-labs-dev/fastbrowse sift-project --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/agent-labs-dev/fastbrowse.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/sift-project .opencode/skills/sift-project && 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 "sift-project" agent skill from https://github.com/agent-labs-dev/fastbrowse/tree/main/.agents/skills/sift-project into .opencode/skills/sift-project/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sift-project", 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.
sift-projectQuality gate, audit evidence, live roots and cleanup boundaries for fastbrowse.
Sift Project is an agent skill from agent-labs-dev/fastbrowse. Quality gate, audit evidence, live roots and cleanup boundaries for fastbrowse. Load before sift audits.
Its SKILL.md is about 1.8k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Testing & QA, covering Browser automation, Quality gates and SOC 2 and security compliance. It works with Python. The repository describes itself as: A fast browser agent: Jev picks each action from what is on the page, an LLM reads and plans, and every claim in an answer cites a quote from the page. The licence is MIT.
5 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 2b881b9. 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.
Shell commands in SKILL.md call:
uvnpmnpxuvxgitgitleakspythonFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use uv, npm, npx, uvx and git, which can reach the network depending on how they are called.
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.
Sift Project loads about 1.8k tokens when it runs. Until then it costs about 29 tokens; SKILL.md has 770 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 agent-labs-dev/fastbrowse at commit 2b881b9, republished under its MIT licence (© agent-labs-dev). 770 words, ~1,833 tokens.
.claude/skills/sift-project/SKILL.md (or your agent's skills folder).fastbrowse is a Python 3.13+ package with CLI, MCP, embedding and serve entry points. Two owned JavaScript
expressions run inside browser pages through CDP. Python browser tests exercise them against Chrome.
packages/sdk is the TypeScript SDK published to npm as fastbrowse. It starts fastbrowse serve --stdio,
and its tests run against that server from the uv environment.
From the repository root, after uv sync --all-extras and npm ci --ignore-scripts:
uv run ruff check .
uv run ruff format --check .
uv run ty check
uv run python scripts/changelog.py --check "$(uv version --short)"
uv run python scripts/npm_versions.py
uv run python scripts/no_slop.py
uv run vale sync
uv run vale README.md CHANGELOG.md AGENTS.md CONTRIBUTING.md docs src scripts tests
uv run pytest -q
npm run check:browser
npm run generate:sdk && git diff --exit-code -- packages/sdk/src/protocol.ts
npm run check:sdk
uv run actionlint
uv run python .sift/agents.py check
uv run python .sift/gate.py --base origin/mainEvery command must exit 0. Node.js 22+ is needed only for development. CI retains the required check
status, which depends on the Python matrix, secret scan, sift job and SDK job, and on the five binary builds
when a change touches what is frozen. The sift job uses the PR base
rather than main for its changed-file rules. No ast-grep dependency is needed while there are no rules.
The vendored sift helpers are version 0.3.0; do not rewrite their source locally.
These commands produce candidates, not blocking verdicts. Run them from the repository root.
uvx vulture==2.16 src tests scripts --min-confidence 80 --sort-by-size
npx --yes jscpd@4.0.8 --silent --reporters json --output .sift/runs/evidence/jscpd src/fastbrowse/*.py src/fastbrowse/clients src/fastbrowse/adapters src/fastbrowse/evals/*.py src/fastbrowse/audit/*.py scripts tests
uvx zizmor==1.30.1 --offline .github/workflows
npx --yes markdownlint-cli2@0.23.3 README.md AGENTS.md CONTRIBUTING.md SECURITY.md 'docs/*.md'
npx --yes -p typescript@7.0.2 tsc --allowJs --checkJs --noEmit --target es2022 --lib es2022,dom,dom.iterable src/fastbrowse/browser/capture.js src/fastbrowse/browser/snapshot.js
gitleaks detect --source . --no-banner --redactfastbrowse.run_task, package exports, public Pydantic models and callback protocols are consumed by embedders.pyproject.toml registers fastbrowse.cli:main and fastbrowse.mcp_server:main console scripts.fastbrowse serve is reached through cli.main; fastbrowse.protocol models are the wire the npm SDK reads.packages/sdk/src/index.ts exports are the npm package's public API. fastbrowse.scripted is named at run
time by serve --run-task in the smoke scripts and is a hidden import of the frozen build.scripts/ stand-alone programs are called from ci.yml, binaries.yml and release.yml.src/fastbrowse/browser/page.py loads snapshot and capture JavaScript by file path; both are wheel assets.python -m entry points; scripts are also called from CI and the justfile.docs/results/summary.json, README and changelog content are consumed by fastbrowse.ai outside this repository.Prompts in agent, planner, policy, retrieval, verification, safety and shortcut modules, MCP tool descriptions, LLM response schemas, Jev questions and task text are behavior. Never shorten them as cleanup. Validate behavior changes against dev evals; heldout runs are before and after a round and are not debugged. See the evaluation workflow for paid-run prerequisites.
| Paths | Zone |
|---|---|
| src/fastbrowse Python and browser/capture.js, browser/snapshot.js | production |
| packages/sdk/src/ except protocol.ts | production |
| packages/sdk/test/ | test |
| packages/sdk/src/protocol.ts | generated |
| scripts/ | script |
| tests/ Python | test |
| tests/browser/sites/, evals/fixtures/, audit/fixtures/ | fixture |
| docs/results/, src/fastbrowse/evals/versions.json | generated |
| src/fastbrowse/browser/autoconsent/, .sift/gate.py, .sift/agents.py | vendor |
| .github/, packaging/, tool manifests and lockfiles | config |
| Markdown and .agents/skills/ | docs |
Keep Python compatible with 3.13, Ruff at 120 columns and typed seam models. Preserve status, authorization,
secret-origin and citation invariants. Comments explain the constraint behind code. Use ASCII punctuation.
Generated eval tables and versions come from fastbrowse.evals.versions; do not edit them by hand.
None recorded yet.
Existing Ruff rules cover Python style and correctness. Biome lists its JavaScript correctness rules explicitly. Tests already enforce eval fingerprints, generated results, provider contracts, status semantics and safety behavior. The changelog check, no_slop and Vale own release entries and prose. Do not duplicate those in sift rules. No ast-grep rules, script rules or project lenses have been added: the audit found no new mechanical defect shape.
© agent-labs-dev, MIT. 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 .agents/skills/sift-project of agent-labs-dev/fastbrowse.
Open the folder on GitHubat commit 2b881b9
Sift Project 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 |
|---|---|---|---|---|---|---|
| Sift Project this skillagent-labs-dev/fastbrowse | 113 | — | ~1.8k | Automated safety check: Pass | MIT | |
| SonarqubeDougTrajano/pydantic-ai-skills | 377 | — | ~2.2k | Automated safety check: Pass | MIT | |
| Checkav1155/houndarr | 292 | — | ~366 | Automated safety check: Pass | AGPL-3.0 | |
| Anti Detect Browserantibrow/anti-detect-browser-skills | 914 | — | ~9.8k | Automated safety check: Warn | MIT | |
| Review Pre Commitopenwpm/OpenWPM | 1.4k | — | ~788 | Automated safety check: Pass | Custom licence | |
| Pump Testingnirholas/pump-fun-sdk | 133 | — | ~706 | Automated safety check: Pass | Custom licence |
DougTrajano/pydantic-ai-skills
Operate SonarQube-enabled repositories through the SonarQube CLI (sonar): verify authentication, discover project keys, inspect project metadata, issues, measures, and quality gates, analyze changed…
av1155/houndarr
Run Houndarr's full quality gate (ruff lint, ruff format check, mypy, bandit, pytest) and report results in a single table.
antibrow/anti-detect-browser-skills
Drive Chromium from standard Playwright APIs with a real-device fingerprint applied in the kernel, one persistent isolated profile per identity, and a per-profile proxy whose exit IP sets timezone…
openwpm/OpenWPM
Use as a pre-commit quality gate — review the working diff for stub patterns (TODO/FIXME/unimplemented!()/todo!()), debug leftovers (dbg!, stray console.log/println!, commented-out code), then run…
nirholas/pump-fun-sdk
Multi-language test infrastructure for the Pump SDK — Rust unit/integration/security/performance tests, TypeScript Jest tests, Python fuzz tests, shell test orchestration, Criterion benchmarks, and…
secondsky/claude-skills
Browser automation and E2E testing with Playwright. An agent skill from secondsky/claude-skills.
Works with
Categories
Quality gate, audit evidence, live roots and cleanup boundaries for fastbrowse. Sift Project is an agent skill from agent-labs-dev/fastbrowse. Quality gate, audit evidence, live roots and cleanup boundaries for fastbrowse.
Sift Project fits situations like: tasks that involve Browser automation; tasks that involve Quality gates; tasks that involve SOC 2 and security compliance.
Run `npx skills add agent-labs-dev/fastbrowse --skill sift-project -a claude-code`. Or copy the skill folder (.agents/skills/sift-project in agent-labs-dev/fastbrowse) into .claude/skills/sift-project in your project. Claude Code loads it when a task matches its description.
Run `npx skills add agent-labs-dev/fastbrowse --skill sift-project -a codex`. Or copy the skill folder (.agents/skills/sift-project in agent-labs-dev/fastbrowse) into .agents/skills/sift-project 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 agent-labs-dev/fastbrowse --skill sift-project -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/sift-project, .gemini/skills/sift-project, .github/skills/sift-project and .opencode/skills/sift-project in your project.
Going by SKILL.md and its folder, Sift Project needs the command-line tools its instructions call (uv, npm, npx, uvx, git and gitleaks). Our summary lists: Python 3; Node.js.
SKILL.md contains no URLs. Its commands use uv, npm, npx, uvx and git, which can reach the network depending on how they are called. 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.
Sift Project is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.8k tokens (SKILL.md is roughly 7.3k 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 Sift Project: Sonarqube (DougTrajano/pydantic-ai-skills, 377 stars), Check (av1155/houndarr, 292 stars), Anti Detect Browser (antibrow/anti-detect-browser-skills, 914 stars) and Review Pre Commit (openwpm/OpenWPM, 1.4k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
agent-labs-dev (a GitHub organization) maintains it in agent-labs-dev/fastbrowse, which has 113 GitHub stars. The repository was last updated on October 6, 2026.
Source: agent-labs-dev/fastbrowse on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.