Add graph-backed memory and context retrieval to agent workflows SKILL.md skillA
Add graph-backed memory and context retrieval to agent workflows from agentskillexchange/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add agentskillexchange/skills/Add graph-backed memory and context retrieval to agent workflows@git:20260723.dca7dffPins git:20260723.dca7dff in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- agentskillexchange/skills
- Path
skills/add-graph-backed-memory-and-context-retrieval-to-agent-workflows/SKILL.md- Versions recorded
- 3
- Latest version
- git:20260723.dca7dff, committed Jul 23, 2026
- First version recorded
- Jul 10, 2026
- Size
- 1,579 bytes
- Repository stars
- 62
- License
- MIT
Use Cognee to ingest project knowledge into graph and vector memory so agents can retrieve durable context across sessions and workflows.
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
# Add graph-backed memory and context retrieval to agent workflows Use Cognee to ingest project knowledge into graph and vector memory so agents can retrieve durable context across sessions and workflows. ## Prerequisites Python, Cognee, LLM provider credentials, optional graph/vector database backend ## Installation Prerequisite: Python 3.10 to 3.14. Install Cognee with uv or pip: - uv pip install cognee - pip install cognee For Claude Code persistent memory, upstream documents installing the Cognee integration plugin: - claude plugin marketplace add topoteretes/cognee-integrations - claude plugin install cognee-memory@cognee - Source: https://github.com/topoteretes/cognee - Extracted from upstream docs: https://raw.githubusercontent.com/topoteretes/cognee/HEAD/README.md ## Documentation - https://docs.cognee.ai ## Source - [Agent Skill Exchange](https://agentskillexchange.com/skills/add-graph-backed-memory-and-context-retrieval-to-agent-workflows/)
Read the whole file at its exact version.
How to install
mdr add agentskillexchange/skills/Add graph-backed memory and context retrieval to agent workflows@sha256:2c5cdd50e436be81The line at the top of this page pins the label git:20260723.dca7dff, 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_whji2ooekp4rpbfk)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 3 versions of this file, between Jul 10, 2026 and Jul 23, 2026, about one every 6 days. Its first recorded version is graded B and its latest A.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260723.dca7dff latest | 2026-07-23 | dca7dff | 1,579 B | A | view · diff |
| git:20260710.62afd0f | 2026-07-10 | 62afd0f | 1,765 B | A | view · diff |
| git:20260710.2925510 | 2026-07-10 | 2925510 | 1,683 B | B | 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 (1579 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
agentskillexchange/skills · 62 stars · license MIT · pushed 2026-11-08 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_whji2ooekp4rpbfk GET https://markdownregistry.com/api/v1/resolve?ref=agentskillexchange/skills/Add graph-backed memory and context retrieval to agent workflows GET https://markdownregistry.com/api/v1/blob/2c5cdd50e436be818bdcd9356f94c5f5c19d86bc40612e37a7434294e39cc899
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.