Graph
agenticnotetaking/arscontexta
Interactive knowledge graph analysis. An agent skill from agenticnotetaking/arscontexta.
A skill your agent uses for all OpenHound collector work, including planning, graph schema, source collection, assets, lookup/preproc, registration, and validation.
Apache-2.0Auto-check passed
Install Openhound
$ npx skills add SpecterOps/ConfigManBearPig --skill openhound -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install SpecterOps/ConfigManBearPig openhound --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/SpecterOps/ConfigManBearPig.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/openhound .claude/skills/openhound && 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 "openhound" agent skill from https://github.com/SpecterOps/ConfigManBearPig/tree/main/.agents/skills/openhound into .claude/skills/openhound/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openhound", 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/SpecterOps/ConfigManBearPig/tree/main/.agents/skills/openhoundType 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 SpecterOps/ConfigManBearPig --skill openhound -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install SpecterOps/ConfigManBearPig openhound --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/SpecterOps/ConfigManBearPig.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/openhound .agents/skills/openhound && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "openhound" agent skill from https://github.com/SpecterOps/ConfigManBearPig/tree/main/.agents/skills/openhound into .agents/skills/openhound/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openhound", 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 SpecterOps/ConfigManBearPig --skill openhound -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install SpecterOps/ConfigManBearPig openhound --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/SpecterOps/ConfigManBearPig.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/openhound .cursor/skills/openhound && 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 "openhound" agent skill from https://github.com/SpecterOps/ConfigManBearPig/tree/main/.agents/skills/openhound into .cursor/skills/openhound/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openhound", 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/SpecterOps/ConfigManBearPig.git --path .agents/skills/openhound--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 SpecterOps/ConfigManBearPig --skill openhound -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install SpecterOps/ConfigManBearPig openhound --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/SpecterOps/ConfigManBearPig.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/openhound .gemini/skills/openhound && 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 "openhound" agent skill from https://github.com/SpecterOps/ConfigManBearPig/tree/main/.agents/skills/openhound into .gemini/skills/openhound/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openhound", 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 SpecterOps/ConfigManBearPig openhoundInstalls 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 SpecterOps/ConfigManBearPig --skill openhound -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/SpecterOps/ConfigManBearPig.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/openhound .github/skills/openhound && 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 "openhound" agent skill from https://github.com/SpecterOps/ConfigManBearPig/tree/main/.agents/skills/openhound into .github/skills/openhound/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openhound", 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 SpecterOps/ConfigManBearPig --skill openhound -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install SpecterOps/ConfigManBearPig openhound --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/SpecterOps/ConfigManBearPig.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/openhound .opencode/skills/openhound && 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 "openhound" agent skill from https://github.com/SpecterOps/ConfigManBearPig/tree/main/.agents/skills/openhound into .opencode/skills/openhound/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openhound", 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
openhound- GitHub stars
- 152
- Token cost
- ~720 tokens
- SKILL.md length
- 322 words
- Files
- 8 (incl. references)
- Skills in repo
- 2
- Repo updated
- First seen
- Licence
- Apache-2.0
At a glance
A skill your agent uses for all OpenHound collector work, including planning, graph schema, source collection, assets, lookup/preproc, registration, and validation.
- Works in 4 steps: Read .agents/standards/openhound.md… → Based on the requested task, select the… → For broad collector work, or when… → …
- All OpenHound collector work
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Including planning
What it does
Openhound is an agent skill from SpecterOps/ConfigManBearPig. Use for all OpenHound collector work, including planning, graph schema, source collection, assets, lookup/preproc, registration, and validation.
Its SKILL.md is about 720 tokens, which your agent loads only when the skill is triggered. The skill folder holds 8 other files, including reference files (for example `references/add-asset.md`, `references/graph-schema.md` and `references/plan-collector.md`).
The repository describes itself as: Python collector for adding SCCM attack paths to BloodHound with OpenGraph. The licence is Apache-2.0.
When your agent uses it
- All OpenHound collector work
- Including planning
- Source collection
Example prompts
- “/openhound”
Workflow steps
4 steps, taken from the first numbered list in SKILL.md.
- Read .agents/standards/openhound.md before editing collector code. This includes important standards and best practices for OpenHound…
- Based on the requested task, select the matching reference from the routing table. These contain specific rules and examples for different…
- For broad collector work, or when creating a new collector, read .agents/standards/workflow.md.
- Important: Before finishing collector and graph behavior changes read references/validate-extension.md.
What it can do on your machine
Read from SKILL.md and the folder at commit 231575a. 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
Openhound loads about 720 tokens when it runs, and up to ~8.5k if it reads all its reference files. Until then it costs about 39 tokens; SKILL.md has 322 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 SpecterOps/ConfigManBearPig at commit 231575a, republished under its Apache-2.0 licence (© SpecterOps). 322 words, ~720 tokens.
Download SKILL.mdSave it as
.claude/skills/openhound/SKILL.md (or your agent's skills folder). This skill also uses 7 other files; get the full folder from GitHub.- name
- openhound
- description
- Use for all OpenHound collector work, including planning, graph schema, source collection, assets, lookup/preproc, registration, and validation.
OpenHound Development Skill
Use this skill for any OpenHound collector task.
Critical Rules (Always apply)
- Read
.agents/standards/openhound.mdbefore editing collector code. This includes important standards and best practices for OpenHound collector development that are not repeated in the reference docs. - Based on the requested task, select the matching reference from the routing table. These contain specific rules and examples for different types of collector work.
- For broad collector work, or when creating a new collector, read
.agents/standards/workflow.md. - Important: Before finishing collector and graph behavior changes read
references/validate-extension.md.
Route By Task
| Task | Reference |
|---|---|
| Plan a new collector from API docs, sample responses, or requirements | references/plan-collector.md |
| Define graph base classes, common properties, node IDs, or edge properties | references/graph-schema.md |
Register collect, preproc, convert, metadata, or entry points | references/register-extension.md |
| Implement API clients, auth, DLT resources, transformers, or secrets | references/source-collection.md |
| Add or modify models, node assets, edge assets, kind constants, or exports | references/add-asset.md |
Add DuckDB transforms, lookup methods, lookup registration, or self._lookup usage | references/preproc-lookup.md |
| Validate collector changes before finishing | references/validate-extension.md |
Routing Rules
- If the task touches multiple areas, read every matching reference.
- If adding or changing collector behavior, always read
references/validate-extension.mdbefore finishing. - If the task involves a new collector or broad redesign, start with
references/plan-collector.md. - If models use
self._lookup, also readreferences/preproc-lookup.mdandreferences/register-extension.md. - If adding a new collected resource, usually read
references/source-collection.md,references/add-asset.md, andreferences/validate-extension.md.
name: grill-me description: Interview the user relentlessly about a plan or design until reaching shared understanding, resolving each branch of the decision tree. Use when user wants to stress-test a plan, get grilled on their design, or mentions "grill me".
Interview me relentlessly about every aspect of this plan until we reach a shared understanding. Walk down each branch of the design tree, resolving dependencies between decisions one-by-one. For each question, provide your recommended answer.
Ask the questions one at a time.
If a question can be answered by exploring the codebase, explore the codebase instead.
© SpecterOps, Apache-2.0. 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 7 other files (references) in .agents/skills/openhound of SpecterOps/ConfigManBearPig.
- SKILL.md
- references/add-asset.md
- references/graph-schema.md
- references/plan-collector.md
- references/preproc-lookup.md
- references/register-extension.md
- references/source-collection.md
- references/validate-extension.md
Open the folder on GitHubat commit 231575a
Compare with similar skills
Openhound 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 |
|---|---|---|---|---|---|---|
| Openhound this skillSpecterOps/ConfigManBearPig | 152 | — | ~720 | Automated safety check: Pass | Apache-2.0 | |
| Graphagenticnotetaking/arscontexta | 3.5k | — | ~4.9k | Automated safety check: Notes | MIT | |
| Bigquery Graphgoogle/adk-python | 22k | — | ~4.8k | Automated safety check: Pass | Apache-2.0 | |
| Code Review Graph Buildertirth8205/code-review-graph | 32k | — | ~295 | Automated safety check: Pass | MIT | |
| Mini Context Graphgithub/awesome-copilot | 40k | 1 repos | ~2k | Automated safety check: Pass | MIT | |
| Graphatopile/atopile | 4k | — | ~952 | Automated safety check: Pass | MIT |
Similar skills
- Official
Bigquery Graph
google/adk-python
Skill for Graph Query Language (GQL) or SQL/PGQ queries against a property graph.
Code Review Graph Builder
tirth8205/code-review-graph
Builds or incrementally updates the code-review knowledge graph for a repository and reports whether the build succeeded, partly or failed.
- Official
Mini Context Graph
github/awesome-copilot
A persistent, compounding knowledge base combining Karpathy's LLM Wiki pattern with a structured knowledge graph.
Graph
atopile/atopile
How the Zig-backed instance graph works (GraphView/NodeReference/EdgeReference), the real Python API surface, and the invariants around allocation, attributes, and cleanup.
Social Graph Ranker
affaan-m/ECC
Weighted social-graph ranking for warm intro discovery, bridge scoring, and network gap analysis across X and LinkedIn.
More from SpecterOps/ConfigManBearPig
Grill Me
SpecterOps/ConfigManBearPig
Interview the user relentlessly about a plan or design until reaching shared understanding, resolving each branch of the decision tree.
Questions about Openhound
What does Openhound do?
A skill your agent uses for all OpenHound collector work, including planning, graph schema, source collection, assets, lookup/preproc, registration, and validation. Openhound is an agent skill from SpecterOps/ConfigManBearPig. Use for all OpenHound collector work, including planning, graph schema, source collection, assets, lookup/preproc, registration, and validation.
When should I use Openhound?
Openhound fits situations like: all OpenHound collector work; including planning; source collection.
How do I install Openhound in Claude Code?
Run `npx skills add SpecterOps/ConfigManBearPig --skill openhound -a claude-code`. Or copy the skill folder (.agents/skills/openhound in SpecterOps/ConfigManBearPig) into .claude/skills/openhound in your project. Claude Code loads it when a task matches its description.
How do I install Openhound in Codex?
Run `npx skills add SpecterOps/ConfigManBearPig --skill openhound -a codex`. Or copy the skill folder (.agents/skills/openhound in SpecterOps/ConfigManBearPig) into .agents/skills/openhound in your project. Codex loads it when a task matches its description.
Can I use Openhound 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 SpecterOps/ConfigManBearPig --skill openhound -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/openhound, .gemini/skills/openhound, .github/skills/openhound and .opencode/skills/openhound in your project.
What does Openhound need to run?
SKILL.md names no scripts, command-line tools or credentials: Openhound is instructions for the agent only.
Does Openhound 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 Openhound 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 Openhound use?
Openhound is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Openhound use?
About 720 tokens (SKILL.md is roughly 2.9k 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 7.7k tokens, read only when the agent opens those files.
What are the alternatives to Openhound?
Skills that share tags, products or a category with Openhound: Graph (agenticnotetaking/arscontexta, 3.5k stars), Bigquery Graph (google/adk-python, 22k stars), Code Review Graph Builder (tirth8205/code-review-graph, 32k stars) and Mini Context Graph (github/awesome-copilot, 40k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Openhound?
SpecterOps (a GitHub organization) maintains it in SpecterOps/ConfigManBearPig, which has 152 GitHub stars. The repository holds 2 skills in this directory. The repository was last updated on October 6, 2026.
Source: SpecterOps/ConfigManBearPig on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.