Densely
Lossless context compression: 2-8x fewer tokens, byte-exact recovery, search inside payloads
Connector by alibaizhanov · GitHub account verified by the MCP Registry
Chalk Labs
Need help deploying Densely?
Chalk Labs sets up agents like this inside real teams: connected to your tools, tested on your data, with a human in the loop where it matters.
Install
Works with Claude Code, Codex, VS Code, Cursor, Windsurf, Claude Desktop. Read the repository before you give any tool access to your data.
npx agentmarket install connector/alibaizhanov-densely
Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.
Get the weekly diff
The weekly diff: one email a week with new agent tools, notable updates and grade changes, plus security alerts for tools you follow. Double opt-in, one-click unsubscribe.
About
Reviews
Write a reviewNo reviews yet. Installed it? Reviews come from verified installers only. How reviews work
Permissions
What this server can do and what it asks for, from its tool list and install config. Checked Oct 25, 2026.
- Tools
- 3 read · 1 write · 0 delete · 1 not yet classified
- Secrets
- None asked for
- Install scripts
- Not scanned yet
- Runs as
- Python package
Tools by what they do 5
Read from the source code; the running server may list different tools.
Read 3 · Look things up without changing anything.
compress_filesearchstats
Write 1 · Create, change, send or run things.
compress_text
Not yet classified 1 · We could not tell from the name and description.
_stale_banner
Files it touches
- Any path the agent passes to its tools
Tools (5)
Read from the source code; the running server may differ. Descriptions are the server’s own words; hidden characters are shown as [U+…].
_stale_bannerWarn, but still hand over the content. Refusing would be safer against a misled agent and worse in the case this tool exists for: compress a log, the log rotates, and the payload is now the only surviving copy of what it said. Refusing there destroys data with no way back, whereas an ignored warning leaves us exactly where we are today. The two failure modes are not symmetric, so the content always comes through.
compress_fileRead a file and return it compressed 2x-8x as a dense payload plus a short preview. Use INSTEAD of reading large files (logs, JSON, data dumps) you don't need to fully read right now. The payload is unreadable but restores the exact bytes via the expand tool. Do NOT compress files you are actively editing or need to understand — read those normally; compress reference material and bulky data.
compress_textCompress a large piece of text (tool output, log excerpt, document) into a dense payload 2x-8x smaller in tokens. The payload is unreadable but restores the exact bytes via the expand tool.
searchSearch inside a densely payload WITHOUT expanding it into context: decompression happens server-side, only matching lines return. Use this to count/find/filter (errors, ids, keywords) — it costs tokens only for the matches, never for the whole content. Pattern is a Python regex.
statsShow cumulative tokens saved by densely on this machine (from the auto-compression hook ledger).
Signals
- Stars
- 8
- Forks
- 1
- Open issues
- 0
- Weekly downloads
- 38
- Last commit
- Aug 13, 2026 (2 months ago)
- Last release
- Aug 11, 2026 (2 months ago)
- Last package publish
- Aug 12, 2026 (2 months ago)
From GitHub (fetched Oct 24, 2026) and the package registry.
Details
- Registry name
io.github.alibaizhanov/densely- Version
- 0.2.1
- Auth
- No auth
- Packages
- pypi densely
- License
- MIT
- Repository
- github.com/alibaizhanov/densely
- First seen
- Oct 24, 2026
- Last checked
- Oct 25, 2026
More from alibaizhanov
Done for you
Rather not set it up yourself?
Chalk Labs scopes, builds and runs agents for your team: the task audit, the eval harness, the integrations and the weekly ops report. Fixed scope, priced before we start.
See how we build AI agents →Read the case studies
Chalk Labs is a two-founder AI and growth studio. We build AI agents, CRMs and MVPs for Web3 and AI companies, and have shipped 50+ product and token launches.
- launches shipped
- 50+
- launches shipped
- media placements
- 500+
- media placements
- founders on every account
- 2
- founders on every account
Press we've placed: Forbes · CoinDesk · Decrypt · Cointelegraph · The Block
Rahil Jain, Co-founder, Chalk Labs. Ex-Goldman Sachs engineer. You talk to the person who builds it.
Get Densely running in your business
Tell us what you want to automate. A founder replies within one working day with a plan, not a pitch deck.
Cite this page
Densely MCP server. Agent Mart. https://agentmart.dev/connectors/alibaizhanov-densely (last updated 2026-10-25)