cfn-context-pruner SKILL.md skillC
cfn-context-pruner from masharratt/claude-flow-novice is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add masharratt/claude-flow-novice/cfn-context-pruner@git:20260725.c9691fcPins git:20260725.c9691fc in mdr.lock. Pin the fingerprint instead.
- Audit grade
- C, 14 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- masharratt/claude-flow-novice
- Path
.claude/cfn-extras/skills/advanced-features/cfn-context-pruner/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260725.c9691fc, committed Jul 25, 2026
- First version recorded
- Mar 23, 2026
- Size
- 1,554 bytes
- Repository stars
- 14
- License
- none declared
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
# Context Pruner Skill **Version:** 1.0.0 **Purpose:** Hierarchical context summarization for CFN Loop v3 iterations ## Overview Reduces context size across iterations by: - Keeping current iteration in full detail - Summarizing previous iterations - Extracting key themes from feedback - Maintaining deliverable tracking ## Goal Reduce context from 120 KB (iteration 10) to 15 KB (88% reduction) ## Usage ```bash PRUNED_CONTEXT=$(./.claude/skills/context-pruner/prune-context.sh \ --iteration 3 \ --full-history "$FULL_HISTORY" \ --current-context "$CURRENT_CONTEXT") echo "$PRUNED_CONTEXT" ``` ## Pruning Strategy ### Iteration 1 - Full detail (no pruning) - Context size: ~5 KB ### Iteration 2 - Iteration 1: Summary only - Iteration 2: Full detail - Context size: ~8 KB ### Iteration 3+ - Iterations 1-(N-1): Summary with key themes - Iteration N: Full detail - Context size: ~10-15 KB (stable) ## Summary Format ``` Iterations 1-2 Summary: - Initial confidence: 0.72 - Key feedback themes: * Add error handling * Improve test coverage * Address security concerns - Final confidence: 0.82 - Progress: +0.10 ``` ## Key Themes Extraction …
Read the whole file at its exact version.
How to install
mdr add masharratt/claude-flow-novice/cfn-context-pruner@sha256:29d00da47c3805e5The line at the top of this page pins the label git:20260725.c9691fc, 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_zhmfplrvrk2mpocz)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Mar 23, 2026 and Jul 25, 2026, about one every 124 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260725.c9691fc latest | 2026-07-25 | c9691fc | 1,554 B | C | view · diff |
| git:20260323.178cb00 | 2026-03-23 | 178cb00 | 1,628 B | C | view |
Audit of the latest version
- fail: Frontmatter block present
- fail: Frontmatter declares a name
- fail: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (1554 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
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
masharratt/claude-flow-novice · 14 stars · license none declared · pushed 2026-10-19 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_zhmfplrvrk2mpocz GET https://markdownregistry.com/api/v1/resolve?ref=masharratt/claude-flow-novice/cfn-context-pruner GET https://markdownregistry.com/api/v1/blob/29d00da47c3805e567e7a76703cbfbde9175cc42b0debf84ade131624f5a06e7
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.