memory-summarization SKILL.md skillA
memory-summarization from a5c-ai/babysitter is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add a5c-ai/babysitter/memory-summarization@git:20260601.da7723aPins git:20260601.da7723a in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- a5c-ai/babysitter
- Path
library/specializations/ai-agents-conversational/skills/memory-summarization/SKILL.md- Versions recorded
- 5
- Latest version
- git:20260601.da7723a, committed Jun 1, 2026
- First version recorded
- Mar 25, 2026
- Size
- 1,522 bytes
- Repository stars
- 1,896
- License
- MIT
Conversation summarization for memory compression and context management.
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
# Memory Summarization Skill ## Capabilities - Implement conversation summarization strategies - Configure rolling summary updates - Design hierarchical summarization - Implement token-aware summarization - Create extractive and abstractive summaries - Design summary quality evaluation ## Target Processes - conversational-memory-system - long-term-memory-management ## Implementation Details ### Summarization Strategies 1. **Rolling Summary**: Update summary with new messages 2. **Hierarchical**: Multi-level summarization 3. **Token-Budget**: Fit within token limits 4. **Extractive**: Key message selection 5. **Abstractive**: LLM-generated summaries ### Configuration Options - LLM for summarization - Summary token budget - Update frequency - Summary template - Quality thresholds ### Best Practices - Balance detail vs compression - Preserve key information - Monitor summary quality - Test with long conversations - Handle context window limits ### Dependencies - langchain-core - LLM provider
Read the whole file at its exact version.
How to install
mdr add a5c-ai/babysitter/memory-summarization@sha256:70a42c074cf63a48The line at the top of this page pins the label git:20260601.da7723a, 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_7xw5gcbiqwnapjjn)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Mar 25, 2026 and Jun 1, 2026, about one every 17 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260601.da7723a latest | 2026-06-01 | da7723a | 1,522 B | A | view · diff |
| git:20260507.44b06c0 | 2026-05-07 | 44b06c0 | 1,587 B | A | view · diff |
| git:20260507.50823d8 | 2026-05-07 | 50823d8 | 1,563 B | A | view · diff |
| git:20260507.313363d | 2026-05-07 | 313363d | 1,319 B | A | view · diff |
| git:20260325.a6b3a88 | 2026-03-25 | a6b3a88 | 1,209 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 (1522 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
a5c-ai/babysitter · 1,896 stars · license MIT · pushed 2026-11-01 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_7xw5gcbiqwnapjjn GET https://markdownregistry.com/api/v1/resolve?ref=a5c-ai/babysitter/memory-summarization GET https://markdownregistry.com/api/v1/blob/70a42c074cf63a48bf2c06e33ccffd114121e3f9ee0bbcb9f83f37b95737cc9c
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.