What is beeweave-openclaw-ingest?

A skill for extracting lasting knowledge from OpenClaw agent history, including memory files and session logs, into an Obsidian wiki.

It imports new or changed OpenClaw history, or processes the full history when a complete rebuild is needed.

It turns past conversations and stored memories into organized notes while avoiding repeated imports.

How ptonlix/beeweave configures Claude Code and Codex

Reuse

Borrowing it

Nothing to install: this file belongs to ptonlix/beeweave. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file

curl -O https://raw.githubusercontent.com/ptonlix/beeweave/main/.skills/wiki/beeweave-openclaw-ingest/SKILL.md

Clone the repo

git clone --depth 1 https://github.com/ptonlix/beeweave

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

README.md

[![agentmods](https://agentmods.dev/badge/skills/ptonlix/beeweave/beeweave-openclaw-ingest/github.svg)](https://agentmods.dev/skills/ptonlix/beeweave/beeweave-openclaw-ingest)

Your own site

<a href="https://agentmods.dev/skills/ptonlix/beeweave/beeweave-openclaw-ingest"><img src="https://agentmods.dev/badge/skills/ptonlix/beeweave/beeweave-openclaw-ingest/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

Your own site · 80×15

<a href="https://agentmods.dev/skills/ptonlix/beeweave/beeweave-openclaw-ingest"><img src="https://agentmods.dev/badge/skills/ptonlix/beeweave/beeweave-openclaw-ingest.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 127 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.

When invoked 2,355 The whole file, excluding the scripts and references it only reads on demand.

Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.

Origin 95% copy Near-identical to another mod in the catalogue.

Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

Model	Per session	Once invoked
Fable 5.1	$0.00127	$0.02355
Opus 5	$0.00063	$0.01177
Sonnet 5	$0.00025	$0.00471
Haiku 4.5	$0.00013	$0.00235

Measured 10d ago against content hash 85b978582b38, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-10, from the pricing page.

Security

Grade A, and why

beeweave-openclaw-ingest scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 10d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

Origin

This is a copy

95% identical to openclaw-history-ingest — 13 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

.skills/wiki/beeweave-openclaw-ingest/SKILL.md · 255 lines

How it starts

The opening of the file, as written. The whole thing — 255 lines — stays where its author put it; the contents beside it link to each section on GitHub.

OpenClaw History Ingest — Session & Memory Mining

You are extracting knowledge from the user's OpenClaw agent history and distilling it into the Obsidian wiki. OpenClaw stores both a structured long-term MEMORY.md and per-session JSONL transcripts — focus on durable knowledge, not operational telemetry.

This skill can be invoked directly or via the beeweave-history-ingest router (/beeweave-history-ingest openclaw).

Before You Start

Resolve config — follow the Config Resolution Protocol in beeweave-core/SKILL.md (inline @name override → walk up CWD for .env → ~/.beeweave/config → prompt setup). This gives BEEWEAVE_VAULT_PATH and OPENCLAW_HISTORY_PATH (defaults to ~/.openclaw)
Read .manifest.json at the vault root to check what has already been ingested
Read index.md at the vault root to understand what the wiki already contains

Ingest Modes

Append Mode (default)

Check .manifest.json for each source file. Only process:

Files not in the manifest (new session logs, updated MEMORY.md or daily notes)
Files whose modification time is newer than ingested_at in the manifest

Use this mode for regular syncs.

Full Mode

Process everything regardless of manifest. Use after beeweave-rebuild or if the user explicitly asks for a full re-ingest.

OpenClaw Data Layout

OpenClaw stores all local artifacts under ~/.openclaw/.

~/.openclaw/
├── openclaw.json                          # Global config
├── credentials/                           # Auth tokens (skip entirely)
├── workspace/                             # Agent workspace
│   ├── MEMORY.md                          # Long-term memory (loaded every session)
│   ├── DREAMS.md                          # Optional dream diary / summaries
│   └── memory/
│       ├── YYYY-MM-DD.md                  # Daily notes (today + yesterday auto-loaded)
│       └── ...
└── agents/
    └── <agentId>/
        ├── agent/
        │   └── models.json                # Agent config (skip)
        └── sessions/
            ├── sessions.json              # Session index
            └── <sessionId>.jsonl          # Session transcript (JSONL, append-only)

Read the full file on GitHub · 255 lines

Files

What ships with it

1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

references/openclaw-data-format.md 4.4 KB

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

10d ago First seen · 255 lines · 127 tokens per session scan A 85b978582b38

Subscribe to this mod's changes

beeweave-openclaw-ingest is a skill published in the GitHub repository ptonlix/beeweave (6 stars, last pushed 1mo ago), licensed MIT. It adds 127 tokens to every session and 2,355 once invoked, about $0.0006 per session on Opus 5. A static security scan graded it A with 0 findings. It is 95% identical to openclaw-history-ingest, differing in 13 lines, and is treated as a copy.

Documents Memory and context

obsidian

Obsidian vault: search/read/write notes, backlinks, Bases, Canvas.

steipete/agent-scripts · 19 tokens

loopx-doc-registry

Use when a connected LoopX project is asked to read, remember, record, index, register, or use a durable project material such as a Lark/wiki/design doc, research note, SOP, owner packet, migration report, benchmark paper, or external material source. Use even when the user does not mention LoopX or doc registry.

huangruiteng/loopx · 74 tokens

beeweave: Skill for Claude Code