Getting it into your agent
It runs from inside its repository, so the clone comes first — what it calls does not travel with the file alone.
git clone --depth 1 https://github.com/Eilodon/DPS-Superskills-MCPnpx agentmods add skills/eilodon/dps-superskills-mcp/knowledge-compoundWrote 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/eilodon/dps-superskills-mcp/knowledge-compound)<a href="https://agentmods.dev/skills/eilodon/dps-superskills-mcp/knowledge-compound"><img src="https://agentmods.dev/badge/skills/eilodon/dps-superskills-mcp/knowledge-compound/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/eilodon/dps-superskills-mcp/knowledge-compound"><img src="https://agentmods.dev/badge/skills/eilodon/dps-superskills-mcp/knowledge-compound.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 | $0.00041 | $0.02111 |
| Opus 5.5 | $0.00016 | $0.00844 |
| Sonnet 5.5 | $0.00008 | $0.00422 |
| Haiku 4.5 | $0.00004 | $0.00211 |
Grade A, and why
knowledge-compound scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 257 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Knowledge-Compound — Extract and Persist Cycle Learnings
Goal: Turn ADR Part 10 (Cycle Retrospective) + code diff patterns into structured knowledge that shapes future brainstorming and planning sessions automatically.
Core insight: ADRs are read when you remember to search for them. Compound wiki entries are read automatically at the start of every planning session. The difference is compounding vs. archiving.
Trigger: Invoke immediately after adr-commit completes. One run per merged branch.
Announce: "Using knowledge-compound to extract cycle learnings."
Pre-Check
# Detect mode: DPS or legacy?
DPS_ADR=".dps/spec/ADR.md"
if [ -f "$DPS_ADR" ]; then
echo "DPS MODE — reading ADR from $DPS_ADR"
grep -c "Cycle Retrospective" "$DPS_ADR" | xargs echo "DPS ADR Part 10 entries:"
# Get last ADR entry header for context:
grep "^## ADR-" "$DPS_ADR" | tail -3
else
echo "LEGACY MODE — reading from docs/superskills/adrs/"
ls -t docs/superskills/adrs/*.md 2>/dev/null | head -3
grep -l "Cycle Retrospective" docs/superskills/adrs/*.md 2>/dev/null | tail -1
fi
If no ADR with Part 10 found (in either mode) → prompt: "Run adr-commit first with Part 10 filled in."
Extraction Protocol
Read the most recent ADR. Extract into four categories:
Category 1: New Domain Terms
Read ADR Part 2 (Context) and Part 3 (Decision). Find terms used that are NOT in CONTEXT.md.
For each new term:
# Check if term exists:
grep -i "[term]" docs/superskills/CONTEXT.md 2>/dev/null | wc -l
- Exists → skip
- Missing → add to
CONTEXT.mdUbiquitous Language with source:<!-- from ADR: [filename] -->
Category 2: Bug Patterns
Read ADR Part 5 (Consequences) and Part 10 (Cycle Retrospective). Find any bug class mentioned.
For each bug pattern:
# Check if already tracked:
grep -i "[pattern-slug]" docs/superskills/pattern-debt.md 2>/dev/null | wc -l
- Tracked → update
actual_outcomefield if this cycle resolved it - New pattern (not yet a PATTERN-DEBT) → create entry if it recurred ≥ 2 cycles
What ships with it
1 file 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.
- 2mo ago First seen · 257 lines · 41 tokens per session scan A c22eb5564288
knowledge-compound is a skill published in the GitHub repository Eilodon/DPS-Superskills-MCP (0 stars, last pushed 4mo ago), licensed Apache-2.0. It adds 41 tokens to every session and 2,111 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
Other skills, from other repositories
knowledge-ingest
Ingest documents, articles, conversations, or supplied text into Knowledge with retained originals, sourced claims, entity updates, source notes, and cross-links; also learn durable lessons from a set of conversations, transcripts, or past sessions (/learn), including the Learn from conversations and Learn from Memory…
mem0-oss-to-platform
Plan, then execute, a migration of a project from the mem0 open-source / self-hosted SDK (local Memory class) to the mem0 Platform / hosted SDK (MemoryClient). TRIGGER when: the developer wants to move, switch, or migrate mem0 off OSS/self-hosted to the hosted API, e.g. "migrate my mem0 setup to the platform", "switch…
forget
Remove a personal fact, preference, relationship detail, topic, or prior event from Muse's active memory and stop existing copies or automations from bringing it back. Use for explicit requests such as 'forget that', 'don't remember this about me', or 'remove that from your memory'. Do not use when 'forget it' merely…
Cortex
LifeOS memory, prior-session recall, and learning capture. USE WHEN capture this learning, document this learning, what did we learn recently, recent learnings, cortex, knowledge, knowledge base, search knowledge, what do we know about, archive, harvest, knowledge status, develop note, add to knowledge, add a people…
memory
Use when the user asks to remember, recall, forget, update, search, or inspect durable OpenSquilla memory, including profile facts in USER.md and long-term notes in MEMORY.md or memory//.md.
ha-data-stores
Map of Hope Agent's local data stores and safe read-only query workflow. Use when the user asks where Hope Agent stores data, wants to inspect sessions/messages/memory/logs/background jobs/knowledge indexes/settings, asks the model to query local app data, or debugging requires checking persisted state. Trigger…