Borrowing it
Nothing to install: this file belongs to aidemd-mcp/server. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/aidemd-mcp/server/main/.claude/commands/aide/synthesize.mdgit clone --depth 1 https://github.com/aidemd-mcp/serverWrote 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/commands/aidemd-mcp/server/synthesize)<a href="https://agentmods.dev/commands/aidemd-mcp/server/synthesize"><img src="https://agentmods.dev/badge/commands/aidemd-mcp/server/synthesize/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/commands/aidemd-mcp/server/synthesize"><img src="https://agentmods.dev/badge/commands/aidemd-mcp/server/synthesize.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 | $0.00000 | $0.00838 |
| Opus 5.5 | $0.00000 | $0.00335 |
| Sonnet 5.5 | $0.00000 | $0.00168 |
| Haiku 4.5 | $0.00000 | $0.00084 |
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 20d 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 — 25 lines — stays where its author put it; the contents beside it link to each section on GitHub.
/aide:synthesize — Synthesize Phase
Agent: This command is executed by the
aide-strategistagent.
Read the intent spec's frontmatter, the orchestrator's description of the pipeline flow and any brain research, then fill in the .aide body sections (Context, Strategy, Good examples, Bad examples, References) AND author the sibling brief.aide. This is a fresh strategist session — it did not run the research phase and carries no prior context.
Synthesize is conditional in the AIDE pipeline. It runs only when the orchestrator routes through this phase — either because the spec-writer signaled "Strategy needed" (the feature is a pipeline: several modules each doing one specific thing in a specific order, handing off through calls, events, a clock or state changes) or the user explicitly asked for synthesis. Self-contained modules skip synthesize and go straight to /aide:plan as frontmatter-only navigation stubs.
All-or-nothing rule: if you produce a body, you fill all five sections. Partial bodies (Context filled but Strategy empty, etc.) are forbidden. If the pipeline description and available research aren't sufficient to fill all five, escalate to the orchestrator (or back to /aide:research when domain knowledge is missing) rather than producing a thin body.
Checklist
- Read the target
.aidefile. Confirm frontmatter is complete (scope, intent, outcomes.desired, outcomes.undesired). If frontmatter is missing or incomplete, stop and escalate back to/aide:spec - Read the pipeline flow from the orchestrator's delegation: what starts it, the order of the steps, the hand-offs, what happens when a step is late, repeated or missing
- Identify the domain from the intent. Search the brain for any research filed under that domain (e.g.,
research/email-marketing/,research/local-seo/); if no brain is available, check for a co-locatedresearch.aide. A pipeline may have no research — its flow can come entirely from the delegation - If there is neither a pipeline description nor research to work from, stop and escalate to the orchestrator
- Read all relevant research entries. Cross-reference findings against the intent's
outcomes.desiredandoutcomes.undesired— the research serves the intent, not the other way around - Fill
## Context— why this module exists, the domain-level problem, constraints that shape it. Write for a generalist engineer. No code. Do not restate context already carried by a parent.aide - Fill
## Strategy— how the system solves its real-world problem: how the modules interact, and why: what starts the flow, who calls or notifies whom, in what order, what each hand-off carries, and what happens when one is late, repeated or missing. The parent spec carries the end-to-end flow; a module spec carries only its slice. Each paragraph names a concrete choice and the reasoning or data that justifies it, naming the outcome it serves. Never restate the intent or outcomes, recount history, or citesession.aide,brief.aide,plan.aideortodo.aide. Write in decision form, not description form. No code - Fill
## Good examples— concrete domain output that illustrates success. Real output, not code. Pattern material for QA - Fill
## Bad examples— the almost-right failures. Output that looks valid but violates intent. Recognizable failure modes, not enumeration - Verify every strategy decision traces back to an
outcomes.desiredor guards against anoutcomes.undesired. Cut anything that doesn't serve the intent - Run
aide_validateto check the completed spec for structural issues - Hand off to
/aide:plan— the architect is the next phase
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.
- 20d ago Changed f99a94d89256
- 2mo ago First seen · 25 lines · 0 tokens per session scan A 6a0b4628374b
synthesize is a command published in the GitHub repository aidemd-mcp/server (4 stars, last pushed 2d ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 838 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 2026-08-31.
Other commands, from other repositories
watchdog
Run a superskill watchdog pass. Input: $ARGUMENTS (empty = dig the latest session).
review
Run a superskill review. Scope: $ARGUMENTS (empty = the entire project).
worktree
Use the superskill worktree MCP tools. Input: $ARGUMENTS (empty = status).
superskill
route a task through superskill packs.
ijfw-audit
Run the IJFW audit gate for the current workflow phase. Usage: /ijfw-audit [phase name].
api-aqa-flow-execution-and-report-analysis
Phase 6 Execution & Report Analysis of api-aqa-flow (USER INTERACTION REQUIRED).