Getting it into your agent
This one installs as part of its plugin. Adding the marketplace and installing the plugin brings it with everything else the plugin ships.
/plugin marketplace add yonatangross/orchestkit/plugin install orkWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/yonatangross/orchestkit/dream)<a href="https://agentmods.dev/skills/yonatangross/orchestkit/dream"><img src="https://agentmods.dev/badge/skills/yonatangross/orchestkit/dream/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/yonatangross/orchestkit/dream"><img src="https://agentmods.dev/badge/skills/yonatangross/orchestkit/dream.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00056 | $0.05216 |
| Opus 5.5 | $0.00022 | $0.02086 |
| Sonnet 5.5 | $0.00011 | $0.01043 |
| Haiku 4.5 | $0.00006 | $0.00522 |
Grade B, and why
dream scanned grade B with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 17d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Reads agent configuration directoriesmediumAgent snooping
.claude/, .codex/, .gemini/ hold keys, settings and other credentials a mod has no legitimate need for.
grep -l -i "<topic-key>" ~/.claude/projects/*/memory/MEMORY.md \ How it starts
The opening of the file, as written. The whole thing — 472 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Dream - Memory Consolidation
Deterministic memory maintenance: detect stale entries, merge duplicates, resolve contradictions, rebuild the MEMORY.md index. All pruning decisions are based on verifiable checks (file exists? function exists? duplicate content?), not LLM judgment.
Argument Resolution
DRY_RUN = "--dry-run" in "$ARGUMENTS" # Preview changes without writing
Overview
Memory files accumulate across sessions. Over time they develop problems:
- Stale references — memories pointing to files, functions, or classes that no longer exist
- Duplicates — multiple memories covering the same topic with overlapping content
- Contradictions — newer memories superseding older ones without cleanup
- Index drift — MEMORY.md index out of sync with actual memory files
This skill fixes all four problems using deterministic checks only.
Finish line. Done means: MEMORY.md is rebuilt from the surviving files and passes the STEP 5.5 verify, the STEP 6 report is printed, and STEPs 7 to 9 have each run or printed a one-line skip reason.
Budget: one read pass over the discovered memory files (STEP 1), one MEMORY.md rewrite (STEP 5) plus the STEP 5.5 trailer rewrite when the index is over budget, and no subagents (every check is deterministic); stop and report at the finish line or the first cap, whichever comes first.
Cadence (CC 2.1.142+): Reactive compaction now sizes its first summarize attempt to the actual overflow, so long sessions stall mid-turn far less often. The "run nightly" cadence can relax toward "run when memory files accumulate" — consolidation is no longer needed to head off compaction inefficiency.
STEP 1: Discover Memory Files
# Find the memory directory (agent-specific or project-level)
# Agent memory lives in: .claude/agent-memory/<agent-id>/
# Project memory lives in: .claude/projects/<hash>/memory/
# Also check: .claude/memory/
memory_dirs = []
Glob(pattern=".claude/agent-memory/*/MEMORY.md")
Glob(pattern=".claude/projects/*/memory/MEMORY.md")
Glob(pattern=".claude/memory/MEMORY.md")
# For each discovered MEMORY.md, glob all *.md files in that directory
for dir in memory_dirs:
Glob(pattern=f"{dir}/../*.md") # All memory files alongside MEMORY.md
What ships with it
4 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 17d ago Changed f98633919338
- 18d ago Changed b12cc9684cdf
- 21d ago Changed · -37 lines · +1 tokens per session 1df9b8b36023
- 23d ago Changed · -5 lines d85524ece70d
- 26d ago Changed ca80c2fd3b43
- 27d ago Changed · -7 lines 23bc71722239
- 1mo ago Changed 5f2576f785c0
- 1mo ago Changed 02bd51af8ce3
- 1mo ago First seen · 521 lines · 55 tokens per session scan B 6c5ee3f4a257
dream is a skill published in the GitHub repository yonatangross/orchestkit (295 stars, last pushed today), licensed MIT. It adds 56 tokens to every session and 5,216 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it B with 1 finding (reads agent configuration directories). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.
Other skills, from other repositories
knowledge_store_skill
Skill for working with local .knowledge.yaml files via KnowledgeStore. Use this when you need to recall, search, or manage directory-local memories and knowledge links stored in plain YAML alongside the user's project files. KnowledgeStore is directory-scoped. Each directory that contains a .knowledge.yaml file…
cocoscout
Relevance-ranked context loading — Tier 2 async subagent (Haiku, <5s) that fires after Tier 1 deterministic checks in UserPromptSubmit. Injects ranked context from CocoGrove, CocoContext, Environment Inspector, Prompt Studio, and CocoDream.
pod-checkpoint
Write a structured recovery snapshot to lifecycle/checkpoint.md before context reset — captures phase, stage, decisions, and pending items so $pod resume can restore precise context.
pull-search
CocoPull session archive search — full-text search across past sessions. Handles $pull search " " with --since and --feature filters, and $pull index rebuild.
pod-resume
Reconstruct context for a returning developer. Reads .cocoplus/ state and generates a narrative summary of project status, last achievements, pending tasks, recent decisions, available patterns, CocoCupper insights, and recommended next action.
wisdom-forget
Remove a must-keep CocoWisdom entry with rationale. Usage: $wisdom forget --id --rationale " ".