causal-memory SKILL.md skillA
causal-memory from jingxuanc/causal-memory is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add jingxuanc/causal-memory/causal-memory@v1.3Pins v1.3 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- jingxuanc/causal-memory
- Path
skills/causal-memory/SKILL.md- Versions recorded
- 5
- Latest version
- v1.3, committed Oct 2, 2026
- First version recorded
- Sep 8, 2026
- Size
- 12,564 bytes
- Repository stars
- 104
- License
- Apache-2.0
Causal memory for agents — install/setup the causal-memory MCP server, then record decisions/outcomes and recall them before acting. Trigger when the user asks to install or set up causal-memory/agent memory, when causal-memory MCP tools are available and the agent faces a non-trivial decision (architecture, debugging approach, library/deployment choice), when something fails unexpectedly, or when the user asks to "remember" something.
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
# Causal Memory Causal memory records your past decisions and their outcomes as causal edges, so you learn from experience across sessions and survive context compaction. This skill has two parts: - **§1 Setup** — when the `record_decision` / `search_causal` MCP tools are NOT available yet: install and configure them yourself. - **§2 Usage** — once the tools exist: the proactive recall/record loop. ## 1. Setup (do this yourself, then tell the user to restart the client) The bundled `install.sh` (next to this SKILL.md, shipped with the skill) does steps 1–2 below automatically — installs the server, symlinks the skill, and registers the MCP server in every detected client (Claude Code / Cursor / Opencode / Claude Desktop / Kimi Code). Prefer it over hand-editing: ```bash bash <skill_dir>/install.sh # 交互式引导; --yes 全自动; --uninstall 卸载 ``` Then jump to step 3 (restart). The numbered steps below are the manual fallback. 1. **Install the package** (ships the full CLI as `causal-memory` on PATH): ```bash pip install causal-memory # or: pipx install causal-memory causal-memory --help | head -5 # verify the console script works ``` …
Read the whole file at its exact version.
How to install
mdr add jingxuanc/causal-memory/causal-memory@sha256:7e81eef4b86b065fThe line at the top of this page pins the label v1.3, 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.
[](https://markdownregistry.com/a/art_bi7dxzg4db7obn6y)
0 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Sep 8, 2026 and Oct 2, 2026, about one every 6 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v1.3 latest | 2026-10-02 | 67bcc0c | 12,564 B | A | view · diff |
| v1.3 | 2026-09-10 | 9657b24 | 12,357 B | A | view · diff |
| v1.2 | 2026-09-08 | 356158a | 11,869 B | A | view · diff |
| v1.2 | 2026-09-08 | 46e5c7d | 11,268 B | A | view · diff |
| v1.2 | 2026-09-08 | 34a5157 | 10,837 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (12564 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
jingxuanc/causal-memory · 104 stars · license Apache-2.0 · pushed 2026-11-04 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_bi7dxzg4db7obn6y GET https://markdownregistry.com/api/v1/resolve?ref=jingxuanc/causal-memory/causal-memory GET https://markdownregistry.com/api/v1/blob/7e81eef4b86b065f6bf5538fd2ea9968fba07c0c66c0a1840f494a1b7abf6bd5
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.
More from jingxuanc/causal-memory
Every file in jingxuanc/causal-memory