Fla Ascend Performance
fla-org/flash-linear-attention
Guidelines for Ascend NPU kernel / Triton-Ascend backend performance work in the FLA repo.
Map relationships between a web spec section, its Firefox implementation code, and Web Platform Tests.
$ npx skills add SAP/project-foxhound --skill specmap -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install SAP/project-foxhound specmap --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/SAP/project-foxhound.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/specmap .claude/skills/specmap && 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 "specmap" agent skill from https://github.com/SAP/project-foxhound/tree/main/.agents/skills/specmap into .claude/skills/specmap/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "specmap", 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/SAP/project-foxhound/tree/main/.agents/skills/specmapType 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 SAP/project-foxhound --skill specmap -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install SAP/project-foxhound specmap --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/SAP/project-foxhound.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/specmap .agents/skills/specmap && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "specmap" agent skill from https://github.com/SAP/project-foxhound/tree/main/.agents/skills/specmap into .agents/skills/specmap/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "specmap", 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 SAP/project-foxhound --skill specmap -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install SAP/project-foxhound specmap --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/SAP/project-foxhound.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/specmap .cursor/skills/specmap && 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 "specmap" agent skill from https://github.com/SAP/project-foxhound/tree/main/.agents/skills/specmap into .cursor/skills/specmap/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "specmap", 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/SAP/project-foxhound.git --path .agents/skills/specmap--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 SAP/project-foxhound --skill specmap -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install SAP/project-foxhound specmap --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/SAP/project-foxhound.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/specmap .gemini/skills/specmap && 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 "specmap" agent skill from https://github.com/SAP/project-foxhound/tree/main/.agents/skills/specmap into .gemini/skills/specmap/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "specmap", 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 SAP/project-foxhound specmapInstalls 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 SAP/project-foxhound --skill specmap -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/SAP/project-foxhound.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/specmap .github/skills/specmap && 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 "specmap" agent skill from https://github.com/SAP/project-foxhound/tree/main/.agents/skills/specmap into .github/skills/specmap/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "specmap", 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 SAP/project-foxhound --skill specmap -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install SAP/project-foxhound specmap --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/SAP/project-foxhound.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/specmap .opencode/skills/specmap && 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 "specmap" agent skill from https://github.com/SAP/project-foxhound/tree/main/.agents/skills/specmap into .opencode/skills/specmap/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "specmap", 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.
specmapMap relationships between a web spec section, its Firefox implementation code, and Web Platform Tests.
Specmap is an agent skill from SAP/project-foxhound, published by the product's own GitHub organization. Map relationships between a web spec section, its Firefox implementation code, and Web Platform Tests. Use when starting work on a spec feature, checking implementation coverage, or finding which WPTs to enable.
Its SKILL.md is about 1.3k 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 Security. The repository describes itself as: A web browser with dynamic data-flow tracking enabled in the Javascript engine and DOM, based on Mozilla Firefox (https://github.com/mozilla-firefox/firefox). It can be used to… The licence is GPL-3.0.
5 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 9dcb850. It shows what the files ask for, not the result of running them.
Pre-approves these tools, so the agent can use them without asking each time:
Bash(searchfox-cli:*)Bash(webspec-index:*)Bash(curl:*)Bash(jq:*)ReadGrepGlobFrom allowed-tools in the SKILL.md frontmatter.
Shell commands in SKILL.md call:
curlFrom the folder's file list and the shell code blocks in SKILL.md.
Hosts in commands or code, which the agent is likely to contact:
html.spec.whatwg.orgw3c.github.ioFrom 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.
Specmap loads about 1.3k tokens when it runs. Until then it costs about 55 tokens; SKILL.md has 428 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 SAP/project-foxhound at commit 9dcb850, republished under its GPL-3.0 licence (© SAP). 428 words, ~1,290 tokens.
.claude/skills/specmap/SKILL.md (or your agent's skills folder).Spec URL or fragment: $0 Specific algorithm (optional): $1
If you have a spec URL (from a bug report, code comment, etc.), query it directly:
webspec-index query 'https://html.spec.whatwg.org/#navigate' --format markdown
webspec-index refs 'https://html.spec.whatwg.org/#navigate'If you only have a feature name, search for it:
webspec-index search "FEATURE_NAME" --limit 5
webspec-index search "FEATURE_NAME" --spec HTML --limit 5If the exact fragment is unknown, find it by pattern or by listing sections:
webspec-index anchors '*navigate*' --spec HTML
webspec-index list HTMLFor WebIDL interface definitions (not provided by webspec-index), use the spec shortname (visible in search results or derivable from the URL hostname/path):
curl -s "https://w3c.github.io/webref/ed/idl/SHORTNAME.idl"Use searchfox-cli to find files referencing the spec section, split by file type:
# Implementation code (excludes test and generated files)
searchfox-cli -q "DOMAIN.*#FRAGMENT" --only-normal -l 200
searchfox-cli -q "#FRAGMENT" --only-normal --path "dom\|html\|layout\|widget" -l 200
searchfox-cli --id InterfaceName --only-normal -l 100
# Test files only
searchfox-cli -q "DOMAIN.*#FRAGMENT" --only-tests -l 200
searchfox-cli -q "#FRAGMENT" --only-tests -l 200If results are sparse, try alternative fragment spellings or the IDL interface/method
name from the webref IDL extract. If results are too broad, narrow with --path.
Cross-reference the webref algorithm steps from Step 1 against the searchfox results from Step 2 to identify:
WPT is the preferred test location for web platform features. Do NOT flag the absence of Mozilla-specific tests (mochitest, browser-chrome, etc.) as a gap when there is adequate WPT coverage. Mozilla tests are only expected for Firefox-specific behavior that WPT cannot cover (e.g. chrome-privileged APIs, internal pref gating, process architecture).
To check WPT status, look for .ini expectation files using dedicated tools
(avoid bash loops which trigger permission prompts):
.ini files: testing/web-platform/meta/PATH/*.ini.ini file found, use Grep with output_mode: "count" to count
expected: and disabled: lines.No .ini file means the test fully passes. An .ini with disabled: lines means
skipped tests. Count expected: lines for the number of non-default expectations.
Output a structured report:
## SpecMap: [Feature Name]
Spec: [full spec URL with fragment]
### Implementation Code
| File | Function/Class | Line | Notes |
|------|---------------|------|-------|
| dom/Foo.cpp | Foo::Bar() | 123 | Step 4 of algorithm |
### Web Platform Tests
| Test File | Status | Tests |
|-----------|--------|-------|
| .../feature.html | PASS (no .ini) | 12 subtests |
| .../feature-edge.html | PARTIAL (.ini has 3 expected fails) | 8 subtests |
### Mozilla Tests
| Test File | Type | Notes |
|-----------|------|-------|
| dom/tests/mochitest/test_feature.html | mochitest | ... |
### Coverage Summary
- Spec steps with implementation: N/M
- WPT files found: N (K passing, J partial, L failing)
- Gaps: [list spec steps or areas with no code or test coverage]Split test results: files under testing/web-platform/ are WPT, other test files
are Mozilla tests (mochitest, browser-chrome, xpcshell).
If implementation code lacks a spec URL comment or step annotations, offer to add them. Ask for confirmation before making edits. Before inserting any spec URL, verify the anchor exists:
webspec-index exists 'SHORTNAME#FRAGMENT' && echo "valid"
# e.g.:
webspec-index exists 'HTML#navigate' && echo "valid"Examples of references to add:
// https://spec.example.org/#section at the top of an implementing function// Step N. comments for algorithm implementations.webidl files next to interface/method definitions#dom-interface-method, #the-element-name-element, #concept-name// https://html.spec.whatwg.org/#fragment or // Step N of https://...webspec-index query 'URL' to read the referenced section© SAP, GPL-3.0. 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 .agents/skills/specmap of SAP/project-foxhound.
Open the folder on GitHubat commit 9dcb850
We found 3 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in SAP/project-foxhound, which our catalogue first saw on October 7, 2026.
Specmap 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 |
|---|---|---|---|---|---|---|
| Specmap this skillSAP/project-foxhound | 180 | 1 repos | ~1.3k | Automated safety check: Pass | GPL-3.0 | |
| Fla Ascend Performancefla-org/flash-linear-attention | 5.8k | — | ~5.6k | Automated safety check: Pass | MIT | |
| Deepsec Documentation Guidevercel-labs/deepsec | 8.1k | — | ~956 | Automated safety check: Pass | Apache-2.0 | |
| Skill Scannergetsentry/skills | 1k | 4 repos | ~2.5k | Automated safety check: Warn | Apache-2.0 | |
| Serenity Aleabitoreddityan-labs/serenity-aleabitoreddit | 479 | 1 repos | ~3.3k | Automated safety check: Pass | None | |
| Security Alert Triageelastic/agent-skills | 592 | 1 repos | ~3.5k | Automated safety check: Notes | Apache-2.0 |
fla-org/flash-linear-attention
Guidelines for Ascend NPU kernel / Triton-Ascend backend performance work in the FLA repo.
vercel-labs/deepsec
Points the agent at deepsec's own docs to answer questions about initializing, configuring, resuming, scanning with and extending the vulnerability scanner.
getsentry/skills
Scan agent skills for security issues. An agent skill from getsentry/skills.
yan-labs/serenity-aleabitoreddit
Apply trader Serenity's (@aleabitoreddit) AI/semiconductor supply-chain analytical lens to US-stock ideas and market judgment.
elastic/agent-skills
Triage Elastic Security alerts — gather context, classify threats, create cases, and acknowledge.
SummerSec/ShiroAttack2
当用户要求利用、检测或测试 Apache Shiro rememberMe 反序列化漏洞 (Shiro-550, CVE-2016-4437) 时使用。触发词包括 "Shiro"、"rememberMe"、"shiro attack"、"CVE-2016-4437"、"Shiro-550"、"爆破 Shiro key"、"利用 Shiro"、"Shiro…
SAP/project-foxhound
Performs an accessibility code review of a local diff or Phabricator revision in the style of the Firefox accessibility team.
SAP/project-foxhound
Structured performance opportunity investigation for SpiderMonkey (the Firefox JavaScript engine).
SAP/project-foxhound
File a Bugzilla bug for Firefox/Gecko work, or draft a bug summary and description.
SAP/project-foxhound
Manage Redash queries and dashboards on Mozilla's STMO (sql.telemetry.mozilla.org) using stmo-cli.
SAP/project-foxhound
Guide for creating new Android gradle modules in the android-components project.
SAP/project-foxhound
Analyze Firefox performance profiles using the profiler-cli CLI tool.
Categories
Map relationships between a web spec section, its Firefox implementation code, and Web Platform Tests. Specmap is an agent skill from SAP/project-foxhound, published by the product's own GitHub organization. Map relationships between a web spec section, its Firefox implementation code, and Web Platform Tests.
Specmap fits situations like: starting work on a spec feature; checking implementation coverage; finding which WPTs to enable.
Run `npx skills add SAP/project-foxhound --skill specmap -a claude-code`. Or copy the skill folder (.agents/skills/specmap in SAP/project-foxhound) into .claude/skills/specmap in your project. Claude Code loads it when a task matches its description.
Run `npx skills add SAP/project-foxhound --skill specmap -a codex`. Or copy the skill folder (.agents/skills/specmap in SAP/project-foxhound) into .agents/skills/specmap 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 SAP/project-foxhound --skill specmap -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/specmap, .gemini/skills/specmap, .github/skills/specmap and .opencode/skills/specmap in your project.
Going by SKILL.md and its folder, Specmap needs the command-line tools its instructions call (curl). Its frontmatter pre-approves these tools: Bash(searchfox-cli:*), Bash(webspec-index:*), Bash(curl:*), Bash(jq:*), Read, Grep, Glob.
SKILL.md names 2 domains. In commands or code: html.spec.whatwg.org and w3c.github.io; the agent is likely to contact these when it follows the instructions. 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.
Specmap is published under the GPL-3.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.3k tokens (SKILL.md is roughly 5.2k 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 Specmap: Fla Ascend Performance (fla-org/flash-linear-attention, 5.8k stars), Deepsec Documentation Guide (vercel-labs/deepsec, 8.1k stars), Skill Scanner (getsentry/skills, 1k stars) and Serenity Aleabitoreddit (yan-labs/serenity-aleabitoreddit, 479 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
SAP (a GitHub organization, an official publisher) maintains it in SAP/project-foxhound, which has 180 GitHub stars. The repository holds 10 skills in this directory. The repository was last updated on October 6, 2026.
Source: SAP/project-foxhound on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.