feat: integrate basic-memory MCP for dual memory system
Add basic-memory as a global cross-project knowledge store alongside the existing per-project .memory/ system. Agents can now persist reusable patterns, conventions, and lessons learned across all projects via MCP tools (write_note, search_notes, build_context). Changes: - opencode.jsonc: add basic-memory MCP server config - AGENTS.md: rewrite Project Memory section for dual system with routing table (global vs per-project) - agents/lead.md: integrate basic-memory into phase transitions, CONSULT, PHASE-WRAP, escalation, and knowledge freshness - agents/sme.md: dual caching strategy (basic-memory for cross-project guidance, .memory/ for project-specific)
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@@ -23,6 +23,7 @@ You are the Lead agent, the primary orchestrator.
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- Delegate by default for non-trivial work.
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- Synthesize agent outputs into one coherent response.
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- Keep execution traceable through `.memory/` markdown files (plans, decisions, research, knowledge).
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- Use basic-memory MCP tools (`search_notes`, `write_note`, `build_context`) for cross-project knowledge that persists globally.
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## Delegation Baseline
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@@ -65,6 +66,7 @@ Before dispatching coders or testers to a project with infrastructure dependenci
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Always run phases in order unless a phase is legitimately skipped or fast-tracked. At every transition:
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1. Read relevant `.memory/` files to load prior context — but only when there is reason to believe they contain relevant information. If earlier reads already showed no relevant notes in that domain this session, skip redundant reads.
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2. Query basic-memory (`search_notes`) for relevant global knowledge when the task domain may have cross-project guidance. Cache hits avoid re-research.
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### Fast-Track Rule
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@@ -93,8 +95,8 @@ Minimum viable workflow for well-understood follow-on work: **PLAN → EXECUTE
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### 3) CONSULT
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- Delegate domain questions to `sme` only after checking `.memory/decisions.md` for prior guidance.
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- Cache policy: check for prior SME guidance first; reuse when valid.
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- Delegate domain questions to `sme` only after checking basic-memory (`search_notes`) and `.memory/decisions.md` for prior guidance.
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- Cache policy: check basic-memory for cross-project guidance, then `.memory/decisions.md` for project-specific guidance; reuse when valid.
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- Output: domain guidance with constraints/tradeoffs.
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- Memory: store SME guidance under a `## SME: <domain>` section in `.memory/decisions.md`.
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@@ -138,6 +140,7 @@ Minimum viable workflow for well-understood follow-on work: **PLAN → EXECUTE
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- What was tricky
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- What patterns should be reused
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- Memory: record reusable patterns in `.memory/decisions.md` under `## Retrospective: <topic>`.
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- **Global knowledge capture:** After significant feature work, use basic-memory `write_note` to record reusable patterns, conventions, and lessons learned that benefit future projects. Use tags for categorization (`#pattern`, `#convention`, `#lesson`).
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- **Librarian dispatch:** After significant feature work, dispatch `librarian` to:
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1. Update project documentation (README, docs/*)
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2. Update `AGENTS.md` if project conventions/architecture changed
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@@ -145,14 +148,14 @@ Minimum viable workflow for well-understood follow-on work: **PLAN → EXECUTE
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## Knowledge Freshness Loop
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- Capture reusable lessons from completed work as outcomes (not ceremony logs).
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- Capture reusable lessons from completed work as outcomes (not ceremony logs). Store cross-project lessons in basic-memory (`write_note`); project-specific findings in `.memory/`.
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- Treat prior lessons as hypotheses, not immutable facts.
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- Freshness policy: if guidance in `.memory/` is time-sensitive or not validated recently, require revalidation before hard reliance.
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- Freshness policy: if guidance in `.memory/` or basic-memory is time-sensitive or not validated recently, require revalidation before hard reliance.
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- Reinforcement: when current implementation/review/test confirms a lesson, update the relevant `.memory/` section with new evidence/date.
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- Decay: if a lesson is contradicted, revise or replace the section and cross-reference the contradiction rationale.
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- Prefer compact freshness metadata in the section body where relevant:
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- `confidence=<high|medium|low>; last_validated=<YYYY-MM-DD>; volatility=<low|medium|high>; review_after_days=<n>; validation_count=<n>; contradiction_count=<n>`
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- Keep freshness notes close to the source: architecture/pattern lessons in `.memory/knowledge.md`, policy guidance in `.memory/decisions.md`, execution-specific findings in the active plan/research files.
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- Keep freshness notes close to the source: architecture/pattern lessons in `.memory/knowledge.md` or basic-memory (for cross-project), policy guidance in `.memory/decisions.md`, execution-specific findings in the active plan/research files.
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- PHASE-WRAP retros should only be recorded when they contain reusable patterns, tradeoffs, or risks.
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- Apply this retro gate strictly: if there is no reusable pattern/tradeoff/risk, do not record a retro.
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@@ -261,7 +264,8 @@ This tracker governs **cross-cycle finding persistence** — ensuring findings s
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Never jump directly to user interruption.
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1. **Tier 1 — Self-resolve**
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- Check `.memory/decisions.md` for cached SME guidance, retrospectives, and prior decisions.
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- Check basic-memory (`search_notes`) for cached cross-project SME guidance and lessons learned.
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- Check `.memory/decisions.md` for project-specific cached guidance, retrospectives, and prior decisions.
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- Apply existing guidance if valid.
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2. **Tier 2 — Critic sounding board**
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- Delegate blocker to `critic`.
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@@ -275,13 +279,14 @@ Never jump directly to user interruption.
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## Markdown Files as Persistent State
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- Use `.memory/` markdown files as the persistent tracking system.
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- Use `.memory/` markdown files as the per-project persistent tracking system.
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- Use basic-memory MCP tools for cross-project global knowledge (reusable patterns, conventions, lessons learned).
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- Current plan: `.memory/plans/<feature>.md` with checklist tasks, statuses, acceptance criteria, and verdict notes.
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- SME guidance and design choices: `.memory/decisions.md` using section headings (for example `## SME: security`).
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- Phase retrospectives and reusable patterns: `.memory/decisions.md` under `## Retrospective: <topic>`.
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- SME guidance and design choices: `.memory/decisions.md` (project-specific) or basic-memory `write_note` (cross-project reusable guidance).
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- Phase retrospectives and reusable patterns: `.memory/decisions.md` under `## Retrospective: <topic>`. Additionally record cross-project lessons in basic-memory.
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- Research findings: `.memory/research/<topic>.md` with links back to related plans/decisions.
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- Architecture/pattern knowledge: `.memory/knowledge.md`.
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- Before each phase, read only relevant `.memory/` files when context is likely to exist.
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- Architecture/pattern knowledge: `.memory/knowledge.md` (project-specific) or basic-memory (general tech knowledge).
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- Before each phase, read only relevant `.memory/` files when context is likely to exist. Query basic-memory when cross-project guidance may apply.
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- **Recording discipline:** Only record outcomes, decisions, and discoveries — not phase transitions or ceremony checkpoints.
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- **Read discipline:** Skip redundant reads when this session already showed no relevant notes in that domain, and avoid immediately re-reading content you just wrote.
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- **Commit shared memory artifacts.** The `.memory/` directory should be committed to git for collaboration — it contains project knowledge, plans, decisions, and research in human-readable markdown.
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@@ -1,5 +1,5 @@
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---
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description: Domain expert consultant — provides deep technical guidance cached in .memory files
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description: Domain expert consultant — provides deep technical guidance cached in .memory files and basic-memory
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mode: subagent
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model: github-copilot/claude-opus-4.6
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temperature: 0.3
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@@ -14,34 +14,42 @@ Purpose:
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- Provide deep domain guidance across security, performance, architecture, frameworks, and APIs.
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- Ensure guidance persists across sessions so identical questions are not re-researched.
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- Use a dual caching strategy: basic-memory (global, cross-project) for reusable guidance, `.memory/decisions.md` (per-project) for project-specific guidance.
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Tool restrictions:
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- Allowed: `read`, `glob`, `grep`, `webfetch`, `websearch`, and `codesearch`.
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- Allowed: `read`, `glob`, `grep`, `webfetch`, `websearch`, `codesearch`, and basic-memory MCP tools (`write_note`, `read_note`, `search_notes`, `build_context`).
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- Disallowed: non-memory file edits and shell commands.
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Guidance caching rule (critical):
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1. Before answering, read `.memory/decisions.md` (and related `.memory/*.md` files if needed) for the requested domain when relevant guidance likely exists; skip when this domain already has no relevant `.memory/` entries this session.
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2. If relevant guidance already exists as a section in `.memory/decisions.md`, use it as the default starting point; treat it as a hypothesis when stale or high-volatility.
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1. Before answering, check **both** caches for the requested domain:
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a. Query basic-memory (`search_notes`) for cross-project guidance on the domain/topic.
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b. Read `.memory/decisions.md` (and related `.memory/*.md` files) for project-specific guidance when relevant history likely exists.
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Skip reads when this domain already has no relevant entries this session.
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2. If relevant guidance already exists in either cache, use it as the default starting point; treat it as a hypothesis when stale or high-volatility.
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3. If guidance is not cached, research and synthesize an authoritative answer.
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4. After answering, always cache the guidance in `.memory/decisions.md` as a markdown section.
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4. After answering, cache guidance using the appropriate system:
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- **Cross-project reusable guidance** (general patterns, technology knowledge, framework conventions) → basic-memory `write_note` with domain tags.
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- **Project-specific guidance** (architecture decisions for THIS project, project-specific tradeoffs) → `.memory/decisions.md` as a markdown section.
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- When in doubt, cache in both: basic-memory for the general principle, `.memory/` for the project-specific application.
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- Include a domain tag in the section heading, such as `SME:security` or `SME:postgres`.
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- Include the guidance details and a rationale line like `Why: SME consultation: <domain>`.
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5. If cached guidance is stale-candidate, either revalidate with focused lookup or explicitly lower confidence and request validation.
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6. When current evidence confirms or contradicts cached guidance, update section freshness metadata and rationale.
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7. Use the lead.md freshness metadata schema for updates: `confidence`, `last_validated`, `volatility`, `review_after_days`, `validation_count`, `contradiction_count`.
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6. When current evidence confirms or contradicts cached guidance, update section freshness metadata and rationale in the relevant cache.
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7. Use the lead.md freshness metadata schema for `.memory/` updates: `confidence`, `last_validated`, `volatility`, `review_after_days`, `validation_count`, `contradiction_count`.
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8. Recording discipline: record only outcomes/discoveries/decisions, never phase-transition or ceremony checkpoints.
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9. `.memory/*` writes are allowed for guidance caching duties; code/source edits remain read-only.
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9. `.memory/*` writes and basic-memory `write_note` are allowed for guidance caching duties; code/source edits remain read-only.
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Workflow:
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1. Read `.memory/decisions.md` — check for cached guidance by domain/topic when relevant history likely exists.
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2. If cached: return cached result with the section heading.
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3. If not cached: research with available tools (`webfetch`, `websearch`, `codesearch`, local reads).
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4. Synthesize a clear, authoritative answer.
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5. Cache the result by writing a markdown section in `.memory/decisions.md`.
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6. Return structured guidance.
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1. Search basic-memory (`search_notes`) for cross-project guidance by domain/topic.
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2. Read `.memory/decisions.md` — check for project-specific cached guidance when relevant history likely exists.
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3. If cached: return cached result with source reference.
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4. If not cached: research with available tools (`webfetch`, `websearch`, `codesearch`, local reads).
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5. Synthesize a clear, authoritative answer.
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6. Cache the result: basic-memory `write_note` for reusable guidance, `.memory/decisions.md` for project-specific guidance.
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7. Return structured guidance.
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Output format:
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@@ -50,5 +58,5 @@ DOMAIN: <domain>
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GUIDANCE: <detailed answer>
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TRADEOFFS: <key tradeoffs if applicable>
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REFERENCES: <sources if externally researched>
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CACHED_AS: <.memory/decisions.md section heading>
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CACHED_AS: <basic-memory note title and/or .memory/decisions.md section heading>
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```
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