GitHub - tamaratran/fast-jev-compaction: Claude Code plugin that replaces the compaction summary with Jev decisions: every tool call and res

fast-jev-compaction

Claude Code plugin that replaces the compaction summary with Jev decisions: every tool call and result is scored in one fast request, stale ones are dropped or truncated, everything kept stays verbatim. Also usable as an npm library.

What and why

Most context compaction asks an LLM to summarize old turns. A summary is lossy: a file path, exact error, constraint, or command can disappear even when it matters later. This library never rewrites anything.

It only deletes tool calls and tool results Jev says are no longer needed, and it asks Jev while showing it the whole conversation. User and assistant text stays verbatim and in order.

The repository is both an npm package ( src/ ) and a Claude Code plugin ( hooks/ , .claude-plugin/ ) that uses the package to replace Claude Code's built-in compaction summary with the original messages.

How it works

the first message or in the newest preserveRecentMessages messages are pinned and never touched.

• Every tool_use is paired with its tool_result by tool_use_id . Calls in

with every tool result replaced by a short note ( ok, 4213 chars (omitted) ). Tool inputs are included, texts are included, nothing is summarized.

• The state sent to Jev is the whole conversation so far, oldest first,

applied only if the previous one was not enough: tool inputs truncated to 1000, then 200, then 60 characters; long texts abridged to head + tail, oldest non-pinned messages first; old non-pinned messages collapsed to a [… N chars omitted …] note; old tool calls reduced to one line each ( t12 Read file_path=src/a.

ts → ok 480ch ); old call-less messages left out; runs of old call-only messages folded into one entry. If it still does not fit, compaction throws.

Tokens are estimated without a tokenizer (a word per six letters, half a token per digit, ~one per other symbol), calibrated to land a little above the counts Jev reports.

• The state is fitted into maxStateTokens (25k by default) in stages, each

stay (knowing it was made, with its input, still matters), and should the result stay verbatim (its contents are still needed and re-running the tool would not do).

• For every non-pinned call Jev gets two noul questions: should the call

stays under maxRequestTokens (30k by default, under Jev's 32k request limit). The same full state is resent with every request; requests run concurrently and their answers are merged.

• Questions are split into as many requests as needed so state plus questions

• Decisions per call, against keepThreshold :

• keepResult ≥ threshold → keep call and result;

first truncateHeadChars characters plus a one-line note;

• else keepCall ≥ threshold → keep the call, truncate the result to its

• else → remove the call together with its result.

removed, untouched messages are returned as the same objects, and no result is ever left without its call.

• The message list is rebuilt: a message that loses all its content is

Jev failures, malformed answers, a missing key, or a history that cannot be fitted throw; the caller (or the Claude Code hook) decides what to fall back to.

Install and usage

npm install fast-jev-compaction

export TYPESAFE_API_KEY=...

import { compactMessages , reductionRatio , type Message } from 'fast-jev-compaction' ;

const transcript : Message [ ] = [ { role : 'user' , text : 'Fix the failing test. Never edit src/generated.' , toolUses : [ ] } , { role : 'assistant' , text : '' , toolUses : [ { tool_use_id : 'toolu_1' , tool : 'Read' , input : { file_path : 'src/a.

ts' } } ] , } , { role : 'user' , text : '' , toolUses : [ ] , toolResults : [ { tool_use_id : 'toolu_1' , text : '…file…' } ] } , // … ] ;

const result = await compactMessages ( transcript , { preserveRecentMessages : 4 } ) ; console . log ( result . messages , result . decisions , result . stats ) ; if ( reductionRatio ( result ) < 0.25 ) { // not worth it: keep the original transcript, or summarize instead }

Message is a subset of Claude Code's SessionMessage , so a session transcript can be passed in as is.

To bring your own transport, implement JevAsker (one ask(state, questions) method) and call compact(messages, asker, options) ; buildJevRequest and parseJevResponse give you the HTTP request body and response validation.

The building blocks ( collectToolCalls , fitState , batchCalls , decideCall , applyDecisions ) are exported too.

apiKey defaults to process.env.TYPESAFE_API_KEY . Never commit the key or put it in a source file.

Options

Option Default Description

apiKey TYPESAFE_API_KEY TypeSafe API key ( compactMessages / JevClient )

model jev-latest Jev model name

baseUrl https://api.typesafe.ai/v1/systemone System One endpoint

fetch native fetch Injectable fetch implementation for tests

goal last 3 user prompts Ongoing task description included in the state

keepThreshold 0.5 Minimum keep probability for a call or result to stay

preserveRecentMessages 6 Newest messages never touched (the first is always kept)

maxStateTokens 25000 Estimated token ceiling for the state

maxRequestTokens 30000 Estimated ceiling for state plus one batch of questions

truncateHeadChars 300 Characters of a dropped tool result retained before its note

result.stats reports message and character counts before and after, the per-reason decision counts, the state size in estimated tokens, which fitting stage was needed, and the number of requests.

Limitations

or shortened in the output (they are only abridged in the state Jev sees).

• Only tool calls and results are candidates; text messages are never removed

• Token sizes are estimates from character counts, not a tokenizer.

result is safe to delete. The assistant can always re-run the tool.

• Calibration is at the request level; a probability is not a proof that a

ceiling costs one request per handful of questions.

• The full state is repeated with every request, so a history near the state

Claude Code plugin

The repository root is a Claude Code function-hook plugin: hooks/fast-jev.ts is a thin adapter that feeds session.compact transcripts through src/ and falls back to Claude Code's built-in summary on errors or insufficient reduction. See hooks/README.

md for configuration and the Claude Code 2.1.274 type reference.

Install in Claude Code

Function hooks are an early-access Claude Code feature (2.1.274+), so the opt-in flag must be set wherever Claude Code runs, e.g. in ~/.claude/settings.json :

{ "env" : { "CLAUDE_CODE_ENABLE_FUNCTION_HOOKS" : " 1 " , "TYPESAFE_API_KEY" : " <your key> " } }

Then add this repository as a plugin marketplace and install the plugin, either from the shell or as slash commands inside a session:

claude plugin marketplace add tamaratran/fast-jev-compaction claude plugin install fast-jev-compaction@fast-jev-compaction

The install prompts for the plugin options (API key, thresholds, truncateHeadChars , …); leave them at their defaults to use TYPESAFE_API_KEY from the environment. Restart Claude Code or run /reload-plugins .

From then on /compact (and auto-compaction) goes through Jev: the toast reads fast-jev-compaction: kept N/M messages, no summary (…) when the pruned history replaced the built-in summary, or fallback to built-in summary (…) when Jev could not remove enough (short sessions, or when it fails).

To run from a checkout without installing

CLAUDE_CODE_ENABLE_FUNCTION_HOOKS=1 claude --plugin-dir .

from the repository root. No publishing step is required; the marketplace is just the repo's .claude-plugin/marketplace.json .

Development

npm install

npm run typecheck # library + hook

npm test

npm run build

npm run validate:plugin # claude plugin validate

TYPESAFE_API_KEY= " $( cat ~ /.typesafe_key ) " npm run demo

The unit tests use a fake Jev and never contact TypeSafe. The demo is the live network check.

Animated demo (macOS)

demo/JevDemo is a small native SwiftUI app that plays a scripted, dramatized version of the compaction flow inside a Claude Code-style terminal: the tool calls of a canned transcript are scored, results and calls Jev lets go turn red and collapse away, and the rest stays verbatim.

It never calls the API; it exists to be screen recorded.

demo/JevDemo/build.sh # builds demo/JevDemo/build/JevDemo.app and launches it

Press space in the app to replay from the start.

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