memesh
The lightest universal AI memory layer. One SQLite file, any LLM, zero cloud. MCP + HTTP + CLI. Smart Recall, Knowledge Evolution, Auto-Capture, Interactive Dashboard.
Context compression plugin for Claude Code. Automatically trims large tool output—JSON, CSV, YAML, stack traces, and logs—before it enters the context window. Works as a Claude Code plugin (automatic, zero-config) or as an MCP server (on-demand).
What's inside
The lightest universal AI memory layer. One SQLite file, any LLM, zero cloud. MCP + HTTP + CLI. Smart Recall, Knowledge Evolution, Auto-Capture, Interactive Dashboard.
FAQ
toonify-mcp is a Claude Code plugin with hand-picked skills for development work, indexed on Flowy. Install it with the command on its page. Its skills do not fire on their own yet. Request auto-invocation to have Flowy route them as you prompt. Free and open source.
> /plugin marketplace add PCIRCLE-AI/toonify-mcp> /plugin install toonify-mcp@pcircle-ai
Repo: PCIRCLE-AI/toonify-mcp
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Context compression plugin for Claude Code. Automatically trims large tool output—JSON, CSV, YAML, stack traces, and logs—before it enters the context window.
Works as a Claude Code plugin (automatic, zero-config) or as an MCP server (on-demand).
Skipped for short text, very small files, and content where exact original formatting must be preserved.
git clone https://github.com/PCIRCLE-AI/toonify-mcp.git
cd toonify-mcp
npm install
npm run build
npm install -g .
toonify-mcp setup
toonify-mcp doctor
toonify-mcp setup adds the local marketplace and installs, updates, or re-enables the plugin automatically.
toonify-mcp status
toonify-mcp setup mcp
claude mcp list
claude mcp list should show toonify: toonify-mcp - ✓ Connected.
.claude-plugin/
marketplace.json
plugin.json
.github/
RELEASE_TEMPLATE.md
workflows/
ci.yml
.gitignore
.npmignore
CHANGELOG.md
CONTRIBUTING.md
CONTRIBUTORS.md
docs/
assets/
tailwind.css
benchmarks-zh.html
benchmarks.html
CACHE.md
CNAME
favicon.svg
index-zh.html
index.html
llms-full.txt
llms.txt
privacy-zh.html
privacy.html
robots.txt
sitemap.xml
social-preview/
v3-before-after.svg
tailwind.input.css
terms-zh.html
terms.html
hooks/
hooks.json
post-tool-use.mjs
jest.config.js
LICENSE
package-lock.json
package.json
README.de.md
README.es.md
README.fr.md
README.id.md
README.ja.md
README.ko.md
README.md
README.pt.md
README.ru.md
README.vi.md
README.zh-TW.md
SECURITY.md
src/
cli/
claude-cli.ts
doctor.ts
setup.ts
status.ts
index.ts
metrics/
metrics-collector.ts
optimizer/
caching/
cache-optimizer.ts
cache-strategies.ts
cache-types.ts
index.ts
lru-cache.ts
persistent-cache.ts
compressors/
code.ts
compressor.ts
debug-output.ts
index.ts
toon.ts
multilingual/
index.ts
language-detector.ts
language-profiles.ts
tokenizer-adapter.ts
pipeline/
detector.ts
evaluator.ts
index.ts
pipeline.ts
types.ts
token-optimizer.ts
types.ts
server/
mcp-server.ts
SUPPORT.md
tailwind.config.js
tests/
benchmarks/
code-compression-benchmark.ts
quick-stats.test.ts
token-savings.test.ts
caching/
cache-optimizer.test.ts
lru-cache.test.ts
cli/
doctor.test.ts
setup.test.ts
status.test.ts
fixtures/
debug-output/
eslint-output.txt
jest-failure.txt
node-stack-trace.txt
python-traceback.txt
tsc-errors.txt
tsc-repeated-errors.txt
hooks/
post-tool-use.test.ts
metrics/
metrics-collector.test.ts
multilingual/
language-detector.test.ts
tokenizer-adapter.test.ts
parser-edge-cases.test.ts
pipeline/
code-compressor.test.ts
debug-output-compressor.test.ts
detector.test.ts
evaluator.test.ts
pipeline.test.ts
server/
mcp-server.test.ts
token-optimizer.test.ts
tsconfig.json© 2026 Flowy · Free and open source
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