Skills for Real Engineers. Straight from my .agents directory.
hivemind-graph
Agent skill fromactiveloopai/hivemind
Query the local AST-derived code graph (functions, classes, calls, imports) for structural codebase questions — what calls X, what does Y import, where is Z defined, blast radius of a change. The graph rebuilds automatically after each agent turn; use hivemind_graph_search and hivemind_graph_neighborhood tools (no manual build step).
How to install hivemind-graph
npx skills add activeloopai/hivemind# or add only this skill to Claude Code: copy the folder
harnesses/openclaw/skills/hivemind-graph/
# into
~/.claude/skills/hivemind-graph/ (all projects)
.claude/skills/hivemind-graph/ (one project)
1# Hivemind Code Graph (OpenClaw)23A deterministic, AST-derived map of the current repository — every function,4class, method, interface, type, enum, const, and module, plus the edges between5them (`calls`, `imports`, `extends`, `implements`, `method_of`).67The graph **builds and refreshes automatically** after each turn (gated by rate8limit + git diff). You never run a build command — just call the graph tools.910Set `plugins.entries.hivemind.config.tuning.HIVEMIND_GRAPH_CWD` in11`~/.openclaw/openclaw.json` to the git root of the project you want indexed12when the gateway's working directory is not the repo (then restart the gateway).1314Use the graph as a fast **INDEX** to locate the few files/symbols that matter,15then use the host's read/exec tools on the real source. It is not a substitute16for reading source files.1718## When to use this skill1920Activate when the user asks a *structural / relational* question about the code:2122- "What calls `pushSnapshot`?" / "Who uses this function?"23- "What does `deeplake-pull.ts` import?" / "What depends on X?"24- "Where is `GraphSnapshot` defined?" / "Find the function that handles Y."25- "What are the main subsystems / the architecture here?"26- "If I change this signature, what's affected?"2728## Tools2930- `hivemind_graph_search({ pattern })` — search symbols by substring (or31 multi-token AND with `+`, e.g. `auth+handler`). Returns matches with 1-hop32 neighbors (callers, callees, imports). **Start here.**33…
Excerpt shown under the repository's Apache-2.0 license.
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