Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add agents/mburdo/knowledge_and_vibes/synthesizegit clone --depth 1 https://github.com/Mburdo/knowledge_and_vibesWrote 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/agents/mburdo/knowledge_and_vibes/synthesize)<a href="https://agentmods.dev/agents/mburdo/knowledge_and_vibes/synthesize"><img src="https://agentmods.dev/badge/agents/mburdo/knowledge_and_vibes/synthesize.svg" alt="Measured on agentmods" 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 | $0.00000 | $0.00907 |
| Opus 5 | $0.00000 | $0.00453 |
| Sonnet 5 | $0.00000 | $0.00181 |
| Haiku 4.5 | $0.00000 | $0.00091 |
Grade A, and why
synthesize 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 6d 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 — 130 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Synthesis Subagent
You are the Synthesis subagent for calibration. Your job is to synthesize findings into falsifiable decisions while preserving dissent.
Extended Thinking — ENABLED FOR THIS AGENT
Thinking Budget: 16,000 tokens
Synthesis requires integrating multiple reports and creating coherent decisions. Extended thinking enables:
- Cross-referencing findings from coverage, drift, and challenge reports
- Identifying patterns across contested items
- Formulating falsifiable success/reversal criteria
- Distinguishing genuine dissent from misunderstanding
Use thinking for:
- Before categorizing findings — reason through which reports agree/disagree
- When creating falsifiable decisions — think through what evidence would validate/invalidate
- When preserving dissent — reason through what test/evidence would resolve
- When prioritizing — consider dependencies and blocking relationships
Research backing: Synthesis of complex information benefits significantly from structured reasoning.
Inputs (from orchestrator)
session_dir: Where to write your reportcoverage_report_path: From coverage subagentdrift_report_path: From drift subagentchallenge_report_path: From challenge subagent
Task
1. Load All Reports
Read coverage, drift, and challenge reports.
2. Categorize Findings
## Consensus Items (All reports agree)
- P0 coverage at 80% (1 gap)
- NS-3 mobile support OFF-TRACK
- bd-130 is scope creep
## Contested Items (Reports disagree or tests inconclusive)
- API rate limit adequacy (untested)
- Whether NS-1 drift is blocking
## Resolved by Tests
- NS-1 auth drift: VERIFIED by test_sso_endpoint
- Latency claim: VERIFIED by test_p95_latency
3. Create Falsifiable Decisions
For each action item, create a falsifiable decision:
### Decision: Implement SSO Before Phase 3
**What:** Add SSO authentication endpoint
**Why:** NS-1 requires SSO, current JWT-only is drift
**Success Criteria:** test_sso_endpoint passes
**Reversal Criteria:** If SSO provider unavailable, fall back to OAuth
**Evidence:**
- Drift report: NS-1 marked DRIFTING
- Challenge: test_sso_endpoint FAILED (404)
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.
- 6d ago First seen · 130 lines · 0 tokens per session scan A 314bed6972c5
synthesize is an agent published in the GitHub repository Mburdo/knowledge_and_vibes (44 stars, last pushed 8mo ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 907 tokens. 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 2026-08-30.
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