Ms Agent Framework RAG
shuyu-labs/WebCode
Comprehensive guide for building Agentic RAG systems using Microsoft Agent Framework in C.
Master protocol for deconstructing agent frameworks to inform derivative system architecture.
Install Architectural Forensics
$ npx skills add aiskillstore/marketplace --skill architectural-forensics -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install aiskillstore/marketplace architectural-forensics --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/aiskillstore/marketplace.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/dowwie/architectural-forensics .claude/skills/architectural-forensics && 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 "architectural-forensics" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/dowwie/architectural-forensics into .claude/skills/architectural-forensics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "architectural-forensics", 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/aiskillstore/marketplace/tree/main/skills/dowwie/architectural-forensicsType 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 aiskillstore/marketplace --skill architectural-forensics -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install aiskillstore/marketplace architectural-forensics --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/dowwie/architectural-forensics .agents/skills/architectural-forensics && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "architectural-forensics" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/dowwie/architectural-forensics into .agents/skills/architectural-forensics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "architectural-forensics", 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 aiskillstore/marketplace --skill architectural-forensics -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install aiskillstore/marketplace architectural-forensics --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/dowwie/architectural-forensics .cursor/skills/architectural-forensics && 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 "architectural-forensics" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/dowwie/architectural-forensics into .cursor/skills/architectural-forensics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "architectural-forensics", 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/aiskillstore/marketplace.git --path skills/dowwie/architectural-forensics--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 aiskillstore/marketplace --skill architectural-forensics -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install aiskillstore/marketplace architectural-forensics --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/dowwie/architectural-forensics .gemini/skills/architectural-forensics && 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 "architectural-forensics" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/dowwie/architectural-forensics into .gemini/skills/architectural-forensics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "architectural-forensics", 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 aiskillstore/marketplace architectural-forensicsInstalls 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 aiskillstore/marketplace --skill architectural-forensics -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/dowwie/architectural-forensics .github/skills/architectural-forensics && 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 "architectural-forensics" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/dowwie/architectural-forensics into .github/skills/architectural-forensics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "architectural-forensics", 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 aiskillstore/marketplace --skill architectural-forensics -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install aiskillstore/marketplace architectural-forensics --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/dowwie/architectural-forensics .opencode/skills/architectural-forensics && 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 "architectural-forensics" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/dowwie/architectural-forensics into .opencode/skills/architectural-forensics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "architectural-forensics", 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
architectural-forensics- GitHub stars
- 430
- Token cost
- ~2k tokens
- SKILL.md length
- 468 words
- Files
- 9 (incl. references)
- Skills in repo
- 1,044
- Repo updated
- First seen
- Licence
- None found
At a glance
Master protocol for deconstructing agent frameworks to inform derivative system architecture.
- Works in 3 steps: Engineering Chassis → Cognitive Architecture → Synthesis
- Analyzing an agent frameworks codebase comprehensively
- SKILL.md covers Mission, Quick Start, Protocol Phases and Execution Workflow, plus 5 more sections
- Calls python
What it does
Architectural Forensics is an agent skill from aiskillstore/marketplace. Master protocol for deconstructing agent frameworks to inform derivative system architecture. Use when (1) analyzing an agent framework's codebase comprehensively, (2) comparing multiple frameworks to select best practices, (3) designing a new agent system based on prior art, (4) documenting architectural decisions with evidence, or (5) conducting technical due diligence on AI agent implementations. This skill orchestrates sub-skills for data substrate, execution engine, cognitive architecture, and synthesis…
Its SKILL.md is about 2k tokens, which your agent loads only when the skill is triggered. The skill folder holds 9 other files, including reference files (for example `references/framework-agent.md`, `references/orchestrator-agent.md` and `references/phase1-engineering.md`).
It sits in AI & LLM Engineering, covering Building AI agents, Fundraising and pitch decks and Intellectual property. The repository describes itself as: Security-audited skills for Claude, Codex & Claude Code. One-click install, quality verified.
When your agent uses it
- Analyzing an agent frameworks codebase comprehensively
- Comparing multiple frameworks to select best practices
- Designing a new agent system based on prior art
- Documenting architectural decisions with evidence
Example prompts
- “/architectural-forensics”
Requirements
- Python 3
Workflow steps
3 steps, taken from the step headings in SKILL.md.
- Engineering Chassis
- Cognitive Architecture
- Synthesis
What it can do on your machine
Read from SKILL.md and the folder at commit 755bc35. 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
Shell commands in SKILL.md call:
python
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
Architectural Forensics loads about 2k tokens when it runs, and up to ~14k if it reads all its reference files. Until then it costs about 136 tokens; SKILL.md has 468 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
Without a licence we can't republish the file, so here is its outline and opening line. It has 468 words (~2,015 tokens).
“Deconstruct agent frameworks to inform derivative system architecture.”
- name
- architectural-forensics
Files
SKILL.md and 8 other files (references) in skills/dowwie/architectural-forensics of aiskillstore/marketplace.
- SKILL.md
- references/framework-agent.md
- references/orchestrator-agent.md
- references/phase1-engineering.md
- references/phase2-cognitive.md
- references/reader-agent.md
- references/skill-agent.md
- references/synthesis-agent.md
- skill-report.json
Open the folder on GitHubat commit 755bc35
Compare with similar skills
Architectural Forensics 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 |
|---|---|---|---|---|---|---|
| Architectural Forensics this skillaiskillstore/marketplace | 430 | — | ~2k | Automated safety check: Pass | None | |
| Ms Agent Framework RAGshuyu-labs/WebCode | 278 | — | ~1.1k | Automated safety check: Pass | Custom licence | |
| Langgraph Agent Patternssoba-labs/langchain-agent-skills | 107 | — | ~3.6k | Automated safety check: Pass | MIT | |
| AI Engineerkid-sid/claude-spellbook | 190 | — | ~3.7k | Automated safety check: Pass | MIT | |
| Crewaidavila7/claude-code-templates | 32k | 4 repos | ~1.5k | Automated safety check: Pass | MIT | |
| Dspy Agent Framework Quick RefQredence/agentic-fleet | 111 | — | ~1k | Automated safety check: Pass | MIT |
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Related
Categories
Questions about Architectural Forensics
What does Architectural Forensics do?
Master protocol for deconstructing agent frameworks to inform derivative system architecture. Architectural Forensics is an agent skill from aiskillstore/marketplace. Master protocol for deconstructing agent frameworks to inform derivative system architecture.
When should I use Architectural Forensics?
Architectural Forensics fits situations like: analyzing an agent frameworks codebase comprehensively; comparing multiple frameworks to select best practices; designing a new agent system based on prior art; documenting architectural decisions with evidence.
How do I install Architectural Forensics in Claude Code?
Run `npx skills add aiskillstore/marketplace --skill architectural-forensics -a claude-code`. Or copy the skill folder (skills/dowwie/architectural-forensics in aiskillstore/marketplace) into .claude/skills/architectural-forensics in your project. Claude Code loads it when a task matches its description.
How do I install Architectural Forensics in Codex?
Run `npx skills add aiskillstore/marketplace --skill architectural-forensics -a codex`. Or copy the skill folder (skills/dowwie/architectural-forensics in aiskillstore/marketplace) into .agents/skills/architectural-forensics in your project. Codex loads it when a task matches its description.
Can I use Architectural Forensics 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 aiskillstore/marketplace --skill architectural-forensics -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/architectural-forensics, .gemini/skills/architectural-forensics, .github/skills/architectural-forensics and .opencode/skills/architectural-forensics in your project.
What does Architectural Forensics need to run?
Going by SKILL.md and its folder, Architectural Forensics needs the command-line tools its instructions call (python). Our summary lists: Python 3.
Does Architectural Forensics 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 Architectural Forensics 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 Architectural Forensics use?
No licence was found for Architectural Forensics or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Architectural Forensics use?
About 2k tokens (SKILL.md is roughly 8.1k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 12k tokens, read only when the agent opens those files.
What are the alternatives to Architectural Forensics?
Skills that share tags, products or a category with Architectural Forensics: Ms Agent Framework RAG (shuyu-labs/WebCode, 278 stars), Langgraph Agent Patterns (soba-labs/langchain-agent-skills, 107 stars), AI Engineer (kid-sid/claude-spellbook, 190 stars) and Crewai (davila7/claude-code-templates, 32k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Architectural Forensics?
aiskillstore (a GitHub organization) maintains it in aiskillstore/marketplace, which has 430 GitHub stars. The repository holds 1,044 skills in this directory. The repository was last updated on October 9, 2026.
Source: aiskillstore/marketplace on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.