Fla Ascend Performance
fla-org/flash-linear-attention
Guidelines for Ascend NPU kernel / Triton-Ascend backend performance work in the FLA repo.
Correlation, confidence scoring, and conflict resolution across all tech-stack signals.
Install Techstack Correlation
$ npx skills add transilienceai/communitytools --skill techstack-correlation -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install transilienceai/communitytools techstack-correlation --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/transilienceai/communitytools.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/techstack-identification/correlation .claude/skills/techstack-correlation && 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 "techstack-correlation" agent skill from https://github.com/transilienceai/communitytools/tree/main/skills/techstack-identification/correlation into .claude/skills/techstack-correlation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "techstack-correlation", 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/transilienceai/communitytools/tree/main/skills/techstack-identification/correlationType 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 transilienceai/communitytools --skill techstack-correlation -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install transilienceai/communitytools techstack-correlation --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/transilienceai/communitytools.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/techstack-identification/correlation .agents/skills/techstack-correlation && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "techstack-correlation" agent skill from https://github.com/transilienceai/communitytools/tree/main/skills/techstack-identification/correlation into .agents/skills/techstack-correlation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "techstack-correlation", 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 transilienceai/communitytools --skill techstack-correlation -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install transilienceai/communitytools techstack-correlation --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/transilienceai/communitytools.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/techstack-identification/correlation .cursor/skills/techstack-correlation && 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 "techstack-correlation" agent skill from https://github.com/transilienceai/communitytools/tree/main/skills/techstack-identification/correlation into .cursor/skills/techstack-correlation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "techstack-correlation", 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/transilienceai/communitytools.git --path skills/techstack-identification/correlation--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 transilienceai/communitytools --skill techstack-correlation -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install transilienceai/communitytools techstack-correlation --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/transilienceai/communitytools.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/techstack-identification/correlation .gemini/skills/techstack-correlation && 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 "techstack-correlation" agent skill from https://github.com/transilienceai/communitytools/tree/main/skills/techstack-identification/correlation into .gemini/skills/techstack-correlation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "techstack-correlation", 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 transilienceai/communitytools techstack-correlationInstalls 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 transilienceai/communitytools --skill techstack-correlation -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/transilienceai/communitytools.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/techstack-identification/correlation .github/skills/techstack-correlation && 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 "techstack-correlation" agent skill from https://github.com/transilienceai/communitytools/tree/main/skills/techstack-identification/correlation into .github/skills/techstack-correlation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "techstack-correlation", 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 transilienceai/communitytools --skill techstack-correlation -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install transilienceai/communitytools techstack-correlation --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/transilienceai/communitytools.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/techstack-identification/correlation .opencode/skills/techstack-correlation && 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 "techstack-correlation" agent skill from https://github.com/transilienceai/communitytools/tree/main/skills/techstack-identification/correlation into .opencode/skills/techstack-correlation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "techstack-correlation", 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.
Facts
- Skill name
techstack-correlation- GitHub stars
- 562
- Token cost
- ~459 tokens
- SKILL.md length
- 164 words
- Files
- 2
- Skills in repo
- 35
- Repo updated
- First seen
- Licence
- MIT
At a glance
Correlation, confidence scoring, and conflict resolution across all tech-stack signals.
- Security work in your project
- SKILL.md covers Scope, Signals (input), Inferences (output) and Techniques, plus 1 more section
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Techstack Correlation is an agent skill from transilienceai/communitytools. Correlation, confidence scoring, and conflict resolution across all tech-stack signals. Cross-validates and assigns High/Medium/Low confidence per technology.
Its SKILL.md is about 460 tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files (for example `reference/patterns.md`).
It sits in Security. The repository describes itself as: Open-source Claude Code skills, agents, and slash commands for AI-powered penetration testing, bug bounty hunting, and security research. The licence is MIT.
When your agent uses it
- Security work in your project
Example prompts
- “/techstack-correlation”
What it can do on your machine
Read from SKILL.md and the folder at commit 95fdc12. It shows what the files ask for, not the result of running them.
Tool permissions
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.
Runs code
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.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Techstack Correlation loads about 459 tokens when it runs. Until then it costs about 45 tokens; SKILL.md has 164 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.
Safety
Auto-check passed
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.
SKILL.md
The full file from transilienceai/communitytools at commit 95fdc12, republished under its MIT licence (© transilienceai). 164 words, ~459 tokens.
Download SKILL.mdSave it as
.claude/skills/techstack-correlation/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.- name
- techstack-correlation
- description
- Correlation, confidence scoring, and conflict resolution across all tech-stack signals. Cross-validates and assigns High/Medium/Low confidence per technology.
Tech-Stack Correlation
Scope
The Phase 4 layer that consumes all detection outputs (frontend, backend, infra, security, OSINT) and produces the final vetted technology list:
- Cross-validate signals from independent sources for corroboration
- Score confidence per technology (multi-factor weighted scoring)
- Resolve conflicts between signals (version mismatch, mutually exclusive frameworks, temporal inconsistencies, categorical ambiguity)
- Flag unresolvable conflicts for manual review
Signals (input)
- Raw signals grouped by category:
http,dns,tls,javascript,html,repository,job,archive - Inferred technologies from each detection domain (frontend / backend / infra / security)
- Asset inventory (domains, subdomains, IP map) for URL-context resolution
Inferences (output)
correlated_technologies[]— each withsources,source_count,agreement_score,corroborating_signalsconflicts[]— typed (version_mismatch / mutually_exclusive / temporal_inconsistency / categorical_ambiguity), with severitytechnologies_with_confidence[]— confidence level (High / Medium / Low), score (0-1), reasoning breakdownconfidence_summary— counts, overall score, per-category breakdown, recommendationsconfidence_gaps[]— technologies needing additional evidence with suggested actions
Techniques
When to use
- Always — last analysis stage before report generation
- Required to decide what makes the final tech-stack list and at what confidence
- Pure computation; no external requests
© transilienceai, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
SKILL.md and 1 other file in skills/techstack-identification/correlation of transilienceai/communitytools.
- SKILL.md
- reference/patterns.md
Open the folder on GitHubat commit 95fdc12
Compare with similar skills
Techstack Correlation 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 |
|---|---|---|---|---|---|---|
| Techstack Correlation this skilltransilienceai/communitytools | 562 | — | ~459 | Automated safety check: Pass | MIT | |
| Fla Ascend Performancefla-org/flash-linear-attention | 5.8k | — | ~6.3k | 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 | 480 | 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 |
Similar skills
- Official
Deepsec Documentation Guide
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.
- Official
Skill Scanner
getsentry/skills
Scan agent skills for security issues. An agent skill from getsentry/skills.
Serenity Aleabitoreddit
yan-labs/serenity-aleabitoreddit
Apply trader Serenity's (@aleabitoreddit) AI/semiconductor supply-chain analytical lens to US-stock ideas and market judgment.
- Official
Security Alert Triage
elastic/agent-skills
Triage Elastic Security alerts — gather context, classify threats, create cases, and acknowledge.
Shiro Attack CLI
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…
More from transilienceai/communitytools
All 35 skills in this repoDfir
transilienceai/communitytools
Digital forensics and incident response - Windows event log analysis, PCAP forensics, filesystem artifact analysis, AD attack detection, and timeline correlation.
GitHub Workflow
transilienceai/communitytools
GitHub workflow automation — branching, committing, pushing, pull requests, issues, and code review.
Pci Secure Software
transilienceai/communitytools
Automated PCI Secure Software Standard (SSS) v2.0 readiness gap-assessment of an application from its source code and documentation.
Protect With Password
transilienceai/communitytools
Generate ONE strong password and apply it to each referenced file (PDF, Word, Excel, PowerPoint, or any type).
Skill Update
transilienceai/communitytools
Skill creation, update and management — generates skill directory structure, validates against best practices, enforces line count limits.
Source Code Scanning
transilienceai/communitytools
Security-focused source code review and SAST. An agent skill from transilienceai/communitytools.
Related
Categories
Questions about Techstack Correlation
What does Techstack Correlation do?
Correlation, confidence scoring, and conflict resolution across all tech-stack signals. Techstack Correlation is an agent skill from transilienceai/communitytools. Correlation, confidence scoring, and conflict resolution across all tech-stack signals.
When should I use Techstack Correlation?
Techstack Correlation fits situations like: security work in your project.
How do I install Techstack Correlation in Claude Code?
Run `npx skills add transilienceai/communitytools --skill techstack-correlation -a claude-code`. Or copy the skill folder (skills/techstack-identification/correlation in transilienceai/communitytools) into .claude/skills/techstack-correlation in your project. Claude Code loads it when a task matches its description.
How do I install Techstack Correlation in Codex?
Run `npx skills add transilienceai/communitytools --skill techstack-correlation -a codex`. Or copy the skill folder (skills/techstack-identification/correlation in transilienceai/communitytools) into .agents/skills/techstack-correlation in your project. Codex loads it when a task matches its description.
Can I use Techstack Correlation in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add transilienceai/communitytools --skill techstack-correlation -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/techstack-correlation, .gemini/skills/techstack-correlation, .github/skills/techstack-correlation and .opencode/skills/techstack-correlation in your project.
What does Techstack Correlation need to run?
SKILL.md names no scripts, command-line tools or credentials: Techstack Correlation is instructions for the agent only.
Does Techstack Correlation access the network?
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.
Is Techstack Correlation safe to install?
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.
What licence does Techstack Correlation use?
Techstack Correlation is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Techstack Correlation use?
About 459 tokens (SKILL.md is roughly 1.8k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Techstack Correlation?
Skills that share tags, products or a category with Techstack Correlation: 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, 480 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Techstack Correlation?
transilienceai (a GitHub organization) maintains it in transilienceai/communitytools, which has 562 GitHub stars. The repository holds 35 skills in this directory. The repository was last updated on July 29, 2026.
Source: transilienceai/communitytools on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.