hivemind-graph SKILL.md skillA

hivemind-graph from activeloopai/hivemind is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add activeloopai/hivemind/hivemind-graph@git:20260701.212fb25

Pins git:20260701.212fb25 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
activeloopai/hivemind
Path
harnesses/openclaw/skills/hivemind-graph/SKILL.md
Versions recorded
1
Latest version
git:20260701.212fb25, committed Jul 1, 2026
Size
2,942 bytes
Repository stars
1,646
License
Apache-2.0

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).

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Hivemind Code Graph (OpenClaw)

A deterministic, AST-derived map of the current repository — every function,
class, method, interface, type, enum, const, and module, plus the edges between
them (`calls`, `imports`, `extends`, `implements`, `method_of`).

The graph **builds and refreshes automatically** after each turn (gated by rate
limit + git diff). You never run a build command — just call the graph tools.

Set `plugins.entries.hivemind.config.tuning.HIVEMIND_GRAPH_CWD` in
`~/.openclaw/openclaw.json` to the git root of the project you want indexed
when the gateway's working directory is not the repo (then restart the gateway).

Use the graph as a fast **INDEX** to locate the few files/symbols that matter,
then use the host's read/exec tools on the real source. It is not a substitute
for reading source files.

## When to use this skill

Activate when the user asks a *structural / relational* question about the code:

- "What calls `pushSnapshot`?" / "Who uses this function?"
- "What does `deeplake-pull.ts` import?" / "What depends on X?"
- "Where is `GraphSnapshot` defined?" / "Find the function that handles Y."
- "What are the main subsystems / the architecture here?"
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add activeloopai/hivemind/hivemind-graph@sha256:f57b7cec5aa879dd

The line at the top of this page pins the label git:20260701.212fb25, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_fbrlt3z3lbhnijnq.svg)](https://markdownregistry.com/a/art_fbrlt3z3lbhnijnq)

3 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on Jul 1, 2026.

versioncommittedcommitsizeaudit
git:20260701.212fb25 latest2026-07-01 212fb25 2,942 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (2942 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

activeloopai/hivemind · 1,646 stars · license Apache-2.0 · pushed 2026-11-04 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_fbrlt3z3lbhnijnq
GET https://markdownregistry.com/api/v1/resolve?ref=activeloopai/hivemind/hivemind-graph
GET https://markdownregistry.com/api/v1/blob/f57b7cec5aa879dd34b97f695a9efe1861e61a6c472ffbb45409e7c50dc0f409

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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Every file in activeloopai/hivemind

Other files named hivemind-graph

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