/slm-compress

name: slm-compress
description: Compress large text, tool output, or transcripts to reduce context-window usage while keeping the full 1M window intact — call slm_compress(content, mode, reversible, ttl_seconds) to shrink content; if the result is lossy a ccr_id is returned so you can call slm_retrieve(ccr_id) later to recover the exact original; always fail-open (ok:false → continue with the original).
when_to_use: "compress context, shrink output, save tokens, context window full, long transcript, compress tool result, reduce tokens, large output, compress text"
allowed-tools: slm_compress, slm_retrieve, Bash(slm:*)

slm-compress — Reversible Context Compression (Surface B)

Purpose

When a tool output, transcript, or accumulated context grows large enough to crowd out working space, `slm_compress` reduces it in-place. The compressed form is used for the remainder of the session; the exact original is recoverable on demand via `slm_retrieve`. This works without a proxy and without touching `ANTHROPIC_BASE_URL`, so the full 1M context window is never sacrificed.

Primary MCP Tool: slm_compress

slm_compress(
    content:      str,          # required — text to compress (max 1 MB)
    mode:         str = "auto",  # "normalize" | "auto" | "aggressive"
    reversible:   bool = True,  # store original in CCR for later retrieval
    ttl_seconds:  int = 86400,  # CCR lifetime in seconds (default 24 h)
) -> dict

Return dict (all keys always present)

| Key | Type | Meaning | |-----|------|---------| | `ok` | bool | `True` on success; `False` on internal error or empty input | | `compressed` | str | Compressed text (or original on failure) | | `strategy` | str | Which strategy was applied (e.g. `"normalize"`, `"none"`) | | `tokens_before` | int | Word-count estimate of the input | | `tokens_after` | int | Word-count estimate of the output | | `ratio` | float | `tokens_after / tokens_before` (lower = more compact) | | `lossy` | bool | Whether information was removed | | `ccr_id` | str \| None | UUID4 session token; present only when `lossy=True` and `reversible=True` | | `note` | str \| None | Human-readable note (e.g. warnings, recovery hint) |

Mode semantics (verified from source)

• **`"normalize"`** — lossless whitespace collapse; no daemon dependency; `lossy: false`, `ccr_id: null`.
• **`"auto"`** — delegates to `CompressRouter`; may be lossy depending on daemon config; default.
• **`"aggressive"`** — requests aggressive compression from the daemon; daemon must have `compress_mode=aggressive` set in config; note field will warn if daemon config does not match.

Recovery Tool: slm_retrieve

When `slm_compress` returns `lossy: true`, the original is stored under the `ccr_id`. Use `slm_retrieve` to get it back:

slm_retrieve(ccr_id: str) -> dict

| Key | Type | Meaning | |-----|------|---------| | `ok` | bool | `True` when content was found | | `content` | str \| None | Original text, decoded from UTF-8 (or Latin-1 fallback) | | `size_bytes` | int | Byte length of the stored original | | `error` | str \| None | Error message on failure; `None` on success |

`ccr_id` must be a valid UUID4. Non-UUID4 strings return `ok: false` immediately.

CCR security rule

`ccr_id` values are **unguessable session tokens**, and the stored original can be read back only by the same agent (or, for a remote caller, the same access key) that compressed it. Treat them like short-lived credentials:

• Never log them.
• Never share them across agents.
• Never pass them as tool arguments to any tool other than `slm_retrieve`.
• Never compress a `ccr_id` string itself.
• They expire after `ttl_seconds` (default 24 h); `slm_retrieve` returns `ok: false` after expiry.

Decision: When to Compress

**Compress when:**

• A single tool output or transcript exceeds approximately 2 000 characters.
• You are accumulating repeated context (e.g. full file reads across multiple steps).
• Context is nearing the point where recall quality or response quality degrades.

**Do NOT compress:**

• Code you are about to read, edit, or diff — you need every character.
• JSON you will parse programmatically — compression may alter structure.
• Secrets, credentials, or `ccr_id` strings.
• Anything under ~500 characters — overhead exceeds benefit.
• The compressed form of content already compressed this session.

Fail-Open Guarantee

`slm_compress` never raises an exception. On any internal error it returns:

{ "ok": false, "compressed": "<original input>", "ratio": 1.0, ... }

**When `ok` is `false`, continue with the original content.** Never block a task waiting for compression to succeed.

Worked Example

# Step 1: compress a large tool output
result = await slm_compress(
    content=long_log_text,
    mode="auto",
    reversible=True,
    ttl_seconds=3600,
)

if result["ok"]:
    working_text = result["compressed"]
    ccr_id = result["ccr_id"]   # None if lossless
else:
    working_text = long_log_text  # fail-open
    ccr_id = None

# ... work with working_text ...

# Step 2: restore original when needed (e.g. before final summary)
if ccr_id:
    restore = await slm_retrieve(ccr_id=ccr_id)
    if restore["ok"]:
        original_text = restore["content"]

Secondary CLI (fallback when MCP is unavailable)

Prefer the MCP tools above. If you must use the command line:

slm compress status [--json]
slm compress mode safe|aggressive [--json]
slm compress code on|off [--json]
slm compress prose on|off [--json]
slm compress ccr on|off [--json]
slm compress align on|off [--json]

These subcommands control daemon-level compression settings — they do not compress content inline. For inline compression, use `slm_compress` via MCP.

Size Cap

Content over 1 MB (1 000 000 bytes UTF-8) is processed but `reversible` is forced to `False` and `ccr_id` will be `None`. The `note` field will state `"content over 1MB: ccr skipped"`.

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Related skills

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