multiagent-memory-setup SKILL.md skillB
multiagent-memory-setup from topoteretes/cognee is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add topoteretes/cognee/multiagent-memory-setup@git:20261021.3621177Pins git:20261021.3621177 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- B, 16 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- topoteretes/cognee
- Path
.agents/skills/multiagent-memory-setup/SKILL.md- Versions recorded
- 3
- Latest version
- git:20261021.3621177, committed Oct 21, 2026
- First version recorded
- Oct 21, 2026
- Size
- 5,216 bytes
- Repository stars
- 33,092
- License
- Apache-2.0
Import the user's own Claude Code and/or Codex session history (the prompts they typed and the agents' answers) into one cognee dataset, then answer questions over it, across every agent and per agent. Use when someone wants to load, import or backfill their previous coding-agent sessions into cognee, give several coding agents one shared memory of past work, or ask what their earlier sessions were about. Runs locally; reads ~/.claude and ~/.codex read-only, writes only to cognee's memory.
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
# Import coding-agent sessions Runs the cookbook in `examples/cookbooks/import_agent_sessions/`. It first finds the coding agents installed on this machine and the sessions each has kept. One LLM key (`LLM_API_KEY`, `OPENAI_API_KEY` or `ANTHROPIC_API_KEY`) runs cognee and imports every agent's history. The chosen agents go into the dataset `imported_agent_sessions`, and each question is answered over all of them. Setup, the scripts and what each one does are in the cookbook's [`README.md`](../../../examples/cookbooks/import_agent_sessions/README.md). Run every command from the repo root. ## Demo When the user has no Claude Code or Codex history, or wants to see it work first, run the demo instead of the steps below. It needs one key and imports sample sessions of both agents (a made-up web shop), never the user's own. It is what the cookbook runs without `--agents`: `uv run python examples/cookbooks/import_agent_sessions/import_agent_sessions.py` (`--check` first to check the key; exit 2 with a `MISSING:` line means no key is set). Give the user the `[ask]` answers and tell them they come from sample data. Pass `--ask "..."` for their own question. ## Steps …
Read the whole file at its exact version.
How to install
mdr add topoteretes/cognee/multiagent-memory-setup@sha256:eef54643807e91b1The line at the top of this page pins the label git:20261021.3621177, 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_i345vlrccqhilbzl)
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Versions
The registry has recorded 3 versions of this file, all committed on Oct 21, 2026.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261021.3621177 latest | 2026-10-21 | 3621177 | 5,216 B | B | view · diff |
| git:20261021.34a9cb4 | 2026-10-21 | 34a9cb4 | 5,183 B | B | view · diff |
| git:20261021.dca68f5 | 2026-10-21 | dca68f5 | 5,208 B | B | view |
Audit of the latest version
- fail: No instruction to read or print local credentials (matched: print `.env)
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (5216 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 base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Starting a new one? Use a template for SKILL.md on mdpantry, which passes every one of these checks and says what to change in it.
Source
topoteretes/cognee · 33,092 stars · license Apache-2.0 · pushed 2026-11-05 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_i345vlrccqhilbzl GET https://markdownregistry.com/api/v1/resolve?ref=topoteretes/cognee/multiagent-memory-setup GET https://markdownregistry.com/api/v1/blob/eef54643807e91b1bec592bd9e7fb5cc70ad4e3ca8e8b0d8e5f7206c6f520157
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.