Deep Research
affaan-m/ECC
使用firecrawl和exa MCPs进行多源深度研究。搜索网络、综合发现并交付带有来源引用的报告。适用于用户希望对任何主题进行有证据和引用的彻底研究时。
Crawls from a starting URL to find and list technical specification, whitepaper and architecture documents, writing the found URLs to a JSON file.
$ npx skills add NyxFoundation/speca --skill spec-discovery -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install NyxFoundation/speca spec-discovery --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/NyxFoundation/speca.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/spec-discovery .claude/skills/spec-discovery && 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 "spec-discovery" agent skill from https://github.com/NyxFoundation/speca/tree/main/.claude/skills/spec-discovery into .claude/skills/spec-discovery/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "spec-discovery", 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/NyxFoundation/speca/tree/main/.claude/skills/spec-discoveryType 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 NyxFoundation/speca --skill spec-discovery -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install NyxFoundation/speca spec-discovery --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/NyxFoundation/speca.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/spec-discovery .agents/skills/spec-discovery && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "spec-discovery" agent skill from https://github.com/NyxFoundation/speca/tree/main/.claude/skills/spec-discovery into .agents/skills/spec-discovery/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "spec-discovery", 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 NyxFoundation/speca --skill spec-discovery -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install NyxFoundation/speca spec-discovery --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/NyxFoundation/speca.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/spec-discovery .cursor/skills/spec-discovery && 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 "spec-discovery" agent skill from https://github.com/NyxFoundation/speca/tree/main/.claude/skills/spec-discovery into .cursor/skills/spec-discovery/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "spec-discovery", 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/NyxFoundation/speca.git --path .claude/skills/spec-discovery--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 NyxFoundation/speca --skill spec-discovery -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install NyxFoundation/speca spec-discovery --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/NyxFoundation/speca.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/spec-discovery .gemini/skills/spec-discovery && 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 "spec-discovery" agent skill from https://github.com/NyxFoundation/speca/tree/main/.claude/skills/spec-discovery into .gemini/skills/spec-discovery/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "spec-discovery", 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 NyxFoundation/speca spec-discoveryInstalls 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 NyxFoundation/speca --skill spec-discovery -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/NyxFoundation/speca.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/spec-discovery .github/skills/spec-discovery && 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 "spec-discovery" agent skill from https://github.com/NyxFoundation/speca/tree/main/.claude/skills/spec-discovery into .github/skills/spec-discovery/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "spec-discovery", 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 NyxFoundation/speca --skill spec-discovery -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install NyxFoundation/speca spec-discovery --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/NyxFoundation/speca.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/spec-discovery .opencode/skills/spec-discovery && 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 "spec-discovery" agent skill from https://github.com/NyxFoundation/speca/tree/main/.claude/skills/spec-discovery into .opencode/skills/spec-discovery/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "spec-discovery", 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.
spec-discoveryCrawls from a starting URL to find and list technical specification, whitepaper and architecture documents, writing the found URLs to a JSON file.
Given a seed URL as JSON, the agent acts as a web researcher hunting for specification documents. It fetches the page as Markdown with the MCP fetch tool, looks for links whose text suggests specifications, whitepapers, yellow papers, architecture, protocol, technical details or docs, and follows promising links recursively to a depth of two or three levels.
When the fetch tool fails, for example with a 403, an empty response or content that needs JavaScript, the agent falls back to browser navigation, scrolling and clicking for those URLs. Found pages and PDFs are deduplicated and written as a JSON object holding the start URL and the list of found specs to the path in the OUTPUT_FILE environment variable. Its repository is an auditing framework that turns specifications into checklists.
6 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit d173893. 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:
mcp__fetch__fetchbrowser_navigatebrowser_scrollbrowser_clickbrowser_viewwriteFrom allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md (its code samples are json).
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.
Specification Discovery Crawler loads about 669 tokens when it runs. Until then it costs about 19 tokens; SKILL.md has 255 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 NyxFoundation/speca at commit d173893, republished under its MIT licence (© NyxFoundation). 255 words, ~669 tokens.
.claude/skills/spec-discovery/SKILL.md (or your agent's skills folder).You are a meticulous Web Researcher tasked with finding all relevant technical specification documents starting from a seed URL. Your goal is to be comprehensive and follow all promising links.
Given a starting URL, navigate the website to find and list all URLs pointing to technical specifications, whitepapers, or architectural documents. These are often found in sections like "Developers", "Documentation", "Technology", or "Whitepaper".
mcp__fetch__fetch - Use for static documentation pages (returns Markdown, fast and efficient)browser_navigate, browser_scroll, browser_click, browser_view) - Use for dynamic/JavaScript-rendered pages or when mcp__fetch__fetch fails (403, timeout, JS-required)A JSON object containing the starting URL:
{
"url": "https://example.com/project"
}mcp__fetch__fetch with the provided url to retrieve the page content as Markdown.mcp__fetch__fetch to retrieve content and extract further specification links. Limit depth to 2-3 levels.mcp__fetch__fetch fails (403, empty response, JavaScript-required content), fall back to browser tools (browser_navigate, browser_scroll, browser_click) for those specific URLs.Return a JSON object containing a list of found specification URLs. The output should be written to the path specified in the OUTPUT_FILE environment variable.
{
"start_url": "https://example.com/project",
"found_specs": [
{
"url": "https://example.com/project/docs/specification.md",
"title": "Project Specification"
},
{
"url": "https://example.com/project/whitepaper.pdf",
"title": "Project Whitepaper"
}
],
"metadata": {
"timestamp": "...",
"urls_visited": []
}
}© NyxFoundation, 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 .claude/skills/spec-discovery of NyxFoundation/speca.
Open the folder on GitHubat commit d173893
Specification Discovery Crawler 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 |
|---|---|---|---|---|---|---|
| Specification Discovery Crawler this skillNyxFoundation/speca | 459 | — | ~669 | Automated safety check: Pass | MIT | |
| Deep Researchaffaan-m/ECC | 276k | 2 repos | ~590 | Automated safety check: Pass | MIT | |
| Browser SearchJohell1NS/browser-search | 529 | — | ~2.5k | Automated safety check: Pass | MIT | |
| Deep Researchjordan-gibbs/hyperresearch | 3.8k | — | ~1.2k | Automated safety check: Pass | MIT | |
| Rival Search MCPdamionrashford/RivalSearchMCP | 132 | — | ~796 | Automated safety check: Pass | MIT | |
| Deep Research MCP Guidepminervini/deep-research-mcp | 113 | — | ~5.8k | Automated safety check: Pass | MIT |
affaan-m/ECC
使用firecrawl和exa MCPs进行多源深度研究。搜索网络、综合发现并交付带有来源引用的报告。适用于用户希望对任何主题进行有证据和引用的彻底研究时。
Johell1NS/browser-search
Multi-engine web search (SearXNG) + browsing/scraping (Camofox, CloakBrowser).
jordan-gibbs/hyperresearch
Deep research with hyperresearch, for Claude Code and OpenAI Codex.
damionrashford/RivalSearchMCP
Deterministic deep research via RivalSearchMCP. An agent skill from damionrashford/RivalSearchMCP.
pminervini/deep-research-mcp
Explains how to run, integrate and debug the deep-research-mcp project through its CLI, Python API or MCP server, with OpenAI, Gemini and DR-Tulu backends.
Hacker-Valley-Media/Interceptor
Deep web-research methodology for the interceptor browser surface — investigate a topic the way researchers, intelligence analysts, investigative journalists, private investigators, and OSINT…
NyxFoundation/speca
Turns one specification document into program graphs following Nielson and Nielson's definition, writing each graph as a Mermaid file, one per functional unit.
Works with
Categories
Crawls from a starting URL to find and list technical specification, whitepaper and architecture documents, writing the found URLs to a JSON file. Given a seed URL as JSON, the agent acts as a web researcher hunting for specification documents. It fetches the page as Markdown with the MCP fetch tool, looks for links whose text suggests specifications, whitepapers, yellow papers, architecture, protocol, technical details or docs, and follows promising links recursively to a depth of two or three levels.
Specification Discovery Crawler fits situations like: finding the whitepaper and docs for a project starting from its website; collecting specification URLs before an audit; mapping which technical documents a project publishes.
Run `npx skills add NyxFoundation/speca --skill spec-discovery -a claude-code`. Or copy the skill folder (.claude/skills/spec-discovery in NyxFoundation/speca) into .claude/skills/spec-discovery in your project. Claude Code loads it when a task matches its description.
Run `npx skills add NyxFoundation/speca --skill spec-discovery -a codex`. Or copy the skill folder (.claude/skills/spec-discovery in NyxFoundation/speca) into .agents/skills/spec-discovery 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 NyxFoundation/speca --skill spec-discovery -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/spec-discovery, .gemini/skills/spec-discovery, .github/skills/spec-discovery and .opencode/skills/spec-discovery in your project.
SKILL.md names no scripts, command-line tools or credentials: Specification Discovery Crawler is instructions for the agent only. Our summary lists: The MCP fetch tool; Browser automation tools as a fallback; An OUTPUT_FILE environment variable for the result path. Its frontmatter pre-approves these tools: mcp__fetch__fetch, browser_navigate, browser_scroll, browser_click, browser_view, write.
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.
Specification Discovery Crawler is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 669 tokens (SKILL.md is roughly 2.7k 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 Specification Discovery Crawler: Deep Research (affaan-m/ECC, 276k stars), Browser Search (Johell1NS/browser-search, 529 stars), Deep Research (jordan-gibbs/hyperresearch, 3.8k stars) and Rival Search MCP (damionrashford/RivalSearchMCP, 132 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
NyxFoundation (a GitHub organization) maintains it in NyxFoundation/speca, which has 459 GitHub stars. The repository holds 2 skills in this directory. The repository was last updated on August 12, 2026.
Source: NyxFoundation/speca on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.