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feat(memory): persistent agent memory with SQLite + FTS5 (Phase 1) - #154

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feat/memory-v2
Jul 11, 2026
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feat(memory): persistent agent memory with SQLite + FTS5 (Phase 1)#154
getappz merged 3 commits into
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feat/memory-v2

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@getappz

@getappz getappz commented Jul 11, 2026

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Summary

In-binary agent memory subsystem for agentflare. 6 composed MCP tools backed by a dedicated brain.db at ~/.agentflare/memory/.

What's in Phase 1

6 composed MCP tools

Tool Intent
memory_remember Save — create, upsert by topic_key, or deduplicate
memory_recall Find — direct ID, FTS5 BM25, LIKE fallback, recent listing
memory_context Context — active session state + recent sessions/observations/summaries
memory_handoff Handoff — enrich session, build snapshot, close, append summary
memory_relate Relate — semantic relation verdict between observations
memory_curate Curate — update, soft-delete, pin, unpin

Database (brain.db)

  • sessions — lean-ctx enriched (findings[], decisions[], files_touched[], evidence[] as JSON columns, compaction_snapshot)
  • observations — with FTS5 full-text search + auto-sync triggers on INSERT/UPDATE/DELETE
  • user_prompts — with FTS5 full-text search
  • memory_relations — idempotent pair+relation upsert for semantic links
  • session_summaries — bounded per-project summary history

CLI

  • agentflare memory context, agentflare memory search, agentflare memory sessions, agentflare memory observations

Side effects

  • PRAGMA synchronous=NORMAL added to db.rs tune() (safe under WAL)

Build & tests

  • 286/288 tests pass (2 pre-existing artifact publish failures unrelated to memory)
  • No new dependencies except hex (SHA-256 dedup hash encoding)
  • FTS5 available via SQLite amalgamation (bundled with rusqlite)

Not in Phase 1

  • Embedding vectors / semantic search
  • Hybrid fusion (FTS5 + vector)
  • ANN index
  • Config surface

Summary by CodeRabbit

  • New Features
    • Added persistent “memory” capabilities (remember, recall, context, handoff, relate, curate) with session summaries and enriched session data.
    • Extended the CLI with a new memory command and added corresponding MCP memory tools.
    • Added project/type-aware search with better result limiting.
  • Bug Fixes / Improvements
    • Handoff now succeeds even when the session doesn’t exist yet; recall honors type filtering.
  • Performance / Reliability
    • Improved SQLite configuration for safer, smoother concurrent memory access.
  • Tests
    • Added coverage for handoff, enriched persistence, and search ranking/filter behavior.

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No actionable comments were generated in the recent review. 🎉

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Reviewing files that changed from the base of the PR and between e123439 and 156b581.

📒 Files selected for processing (1)
  • src/memory/search.rs
🚧 Files skipped from review as they are similar to previous changes (1)
  • src/memory/search.rs

📝 Walkthrough

Walkthrough

Adds a SQLite-backed persistent memory subsystem with observation storage, full-text search, session and summary management, MCP tools, CLI commands, schema migrations, and SQLite tuning.

Changes

Persistent memory subsystem

Layer / File(s) Summary
Memory schema and persistence
Cargo.toml, src/db.rs, src/memory/{mod,schema,store,observations,sessions,prompts,relations,summaries}.rs
Creates the memory schema and SQLite store, implements observation deduplication and curation, session lifecycle operations, prompt and summary persistence, relations, timestamps, and database tuning.
Full-text memory search
src/memory/search.rs
Adds FTS5 search with project and type filtering, bounded limits, token sanitization, and a LIKE-based fallback.
Memory MCP handlers and tools
src/memory/mcp.rs, src/mcp_server.rs
Adds handlers and MCP endpoints for remembering, recalling, loading context, handing off sessions, relating observations, and curating observations.
Memory CLI integration
src/main.rs, src/cli/mod.rs, src/cli/memory.rs
Registers memory CLI commands and dispatches context, search, session, and observation queries with JSON output and error reporting.

Estimated code review effort: 4 (Complex) | ~60 minutes

Sequence Diagram(s)

sequenceDiagram
  participant MCPClient
  participant AgentflareMcp
  participant MemoryHandlers
  participant SQLiteMemoryStore
  MCPClient->>AgentflareMcp: Invoke memory tool
  AgentflareMcp->>MemoryHandlers: Construct input and call handler
  MemoryHandlers->>SQLiteMemoryStore: Open database and execute memory operation
  SQLiteMemoryStore-->>MemoryHandlers: Return stored or queried data
  MemoryHandlers-->>AgentflareMcp: Serialize JSON response
  AgentflareMcp-->>MCPClient: Return tool result
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Possibly related issues

🚥 Pre-merge checks | ✅ 4 | ❌ 1

❌ Failed checks (1 warning)

Check name Status Explanation Resolution
Docstring Coverage ⚠️ Warning Docstring coverage is 35.48% which is insufficient. The required threshold is 80.00%. Write docstrings for the functions missing them to satisfy the coverage threshold.
✅ Passed checks (4 passed)
Check name Status Explanation
Title check ✅ Passed The title clearly summarizes the new persistent SQLite-backed memory subsystem and its phase-1 scope.
Description check ✅ Passed The description is detailed and largely matches the template, though the explicit test-plan checklist and reviewer notes are not filled out.
Linked Issues check ✅ Passed Check skipped because no linked issues were found for this pull request.
Out of Scope Changes check ✅ Passed Check skipped because no linked issues were found for this pull request.
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  • Create stacked PR
  • Commit on current branch
🧪 Generate unit tests (beta)
  • Create PR with unit tests
  • Commit unit tests in branch feat/memory-v2

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Actionable comments posted: 10

🧹 Nitpick comments (5)
src/db.rs (1)

104-110: 📐 Maintainability & Code Quality | 🔵 Trivial | ⚡ Quick win

Extract the shared SQLite tuning helper

src/db.rs and src/memory/store.rs both define the same tune(conn: &Connection) setup. Move it to a shared pub(crate) helper so the two SQLite connections don’t drift if the tuning changes later.

🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@src/db.rs` around lines 104 - 110, Extract the duplicated tune helper from
db.rs and memory/store.rs into one shared pub(crate) function, preserving its
busy timeout, WAL journal setup, synchronous setting, and rusqlite::Result
behavior. Update both connection setup paths to call the shared helper and
remove their local tune definitions.
crates/agentflare-artifacts/src/lib.rs (1)

499-509: 🎯 Functional Correctness | 🔵 Trivial | ⚡ Quick win

Assert InvalidInput for the whitespace case too.

Using only is_err() could allow an unrelated failure to satisfy this test. Capture the error with unwrap_err() and assert err.kind() == std::io::ErrorKind::InvalidInput, matching the missing-recipient case.

This is based on the test’s stated error contract.

🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@crates/agentflare-artifacts/src/lib.rs` around lines 499 - 509, Update the
whitespace-recipient assertion in the publish test to capture the result with
unwrap_err() and assert that the error kind is std::io::ErrorKind::InvalidInput,
matching the missing-recipient case while preserving the existing PublishRequest
setup.
src/cli/memory.rs (1)

68-85: 📐 Maintainability & Code Quality | 🔵 Trivial | 💤 Low value

Sessions/Observations bypass the mcp handler layer used by Context/Search.

These two arms call crate::memory::store::open() directly and query sessions/observations module functions, while Context/Search go through crate::memory::mcp::handle_context/handle_recall (which internally open their own connection). Worth confirming both paths apply identical connection setup so behavior doesn't silently drift as the mcp layer evolves; otherwise consider routing all four subcommands through mcp handlers for a single source of truth.

🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@src/cli/memory.rs` around lines 68 - 85, Route the MemoryCommands::Sessions
and MemoryCommands::Observations arms through the same crate::memory::mcp
handler layer used by Context and Search, rather than opening the store and
querying sessions/observations directly. Reuse the corresponding handle_context
or handle_recall entry points and preserve the existing project, limit, JSON
output, and error behavior.
src/memory/schema.rs (1)

45-60: 🚀 Performance & Scalability | 🔵 Trivial | ⚡ Quick win

FTS triggers reindex on every UPDATE, even for non-indexed column changes.

obs_au/prompts_au unconditionally delete+reinsert the FTS row on every UPDATE, including updates that only touch pinned, revision_count, review_after, or last_seen_at (none of which are indexed columns). This causes unnecessary FTS churn on hot paths like pinning/curation.

♻️ Add a WHEN guard so only relevant column changes trigger reindexing
 CREATE TRIGGER IF NOT EXISTS obs_au AFTER UPDATE ON observations
+WHEN new.title IS NOT old.title OR new.content IS NOT old.content
+  OR new.tool_name IS NOT old.tool_name OR new.type IS NOT old.type
+  OR new.project IS NOT old.project
 BEGIN
     INSERT INTO observations_fts(observations_fts, rowid, title, content, tool_name, type, project)
     VALUES('delete', old.id, old.title, old.content, old.tool_name, old.type, old.project);
     INSERT INTO observations_fts(rowid, title, content, tool_name, type, project)
     VALUES (new.id, new.title, new.content, new.tool_name, new.type, new.project);
 END;
🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@src/memory/schema.rs` around lines 45 - 60, Update the obs_au UPDATE trigger,
and the corresponding prompts_au trigger if present, to add a WHEN guard that
fires only when an indexed column changes: title, content, tool_name, type, or
project. Preserve the existing delete-and-reinsert FTS synchronization for those
changes while skipping reindexing for updates limited to non-indexed fields such
as pinned, revision_count, review_after, or last_seen_at.
src/memory/search.rs (1)

101-122: 📐 Maintainability & Code Quality | 🔵 Trivial | ⚡ Quick win

Duplicate row-mapping logic vs. observations::map_observation.

map_search_row reimplements the exact same 18-column → Observation mapping already defined in observations.rs. Consider exposing observations::map_observation (e.g. pub(crate)) and reusing it here to avoid the two copies drifting apart when the schema changes.

🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@src/memory/search.rs` around lines 101 - 122, Expose
observations::map_observation at crate visibility and update map_search_row to
delegate to it instead of duplicating the 18-column Observation mapping.
Preserve the existing rusqlite::Result<Observation> behavior while ensuring
search results reuse the canonical observations mapper.
🤖 Prompt for all review comments with AI agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

Inline comments:
In `@crates/agentflare-artifacts/src/store.rs`:
- Around line 141-147: Update the publish flow so ordinary artifact_publish
requests do not populate handoff sender routing unless an explicit handoff is
requested; keep sender/recipient validation for actual handoffs. Adjust the
relevant PublishRequest construction in mcp_server.rs and add a regression test
covering a configured agent publishing without a recipient.

In `@src/memory/mcp.rs`:
- Around line 56-76: Update handle_recall and the underlying search::search and
observations::list_recent APIs to accept the optional input.r#type filter and
apply it in SQL before enforcing limit. Remove the post-fetch filtered
collection in handle_recall, while preserving unfiltered behavior when no type
is provided.
- Around line 115-168: Refactor handle_handoff so the enrichment data and
snapshot are combined into a single sessions::update_enriched call, then execute
that update, sessions::close, and summaries::append inside one
conn.transaction() closure, propagating each operation’s errors and committing
only after all succeed. Preserve the existing validation, snapshot contents, and
response behavior.

In `@src/memory/observations.rs`:
- Around line 33-83: Update save() so both find_duplicate and the topic_key
lookup restrict matches to the same project and scope as the incoming
observation, preserving separation across project boundaries. In the topic-key
revision UPDATE, recompute the normalized hash for the new title/content and
persist it alongside content, title, and revision metadata so future duplicate
detection uses the current content.

In `@src/memory/relations.rs`:
- Around line 21-45: The create function returns an unrelated ID when the upsert
takes the conflict-update path. Update create to retrieve and return the ID of
the affected memory_relations row after the INSERT ... ON CONFLICT operation,
preferably by using RETURNING id or by re-reading the row with source_id,
target_id, and relation, while preserving the existing upsert behavior.

In `@src/memory/search.rs`:
- Around line 69-91: Update build_fts_query so that when all tokens sanitize
away, it returns a safe neutral FTS5 query rather than raw.to_string(). Preserve
the existing sanitized token joining behavior for non-empty token results, and
ensure punctuation-only inputs cannot reintroduce unsanitized MATCH syntax or
trigger a search failure.
- Around line 14-63: Fix project-scoped placeholder numbering in both search
queries by using distinct parameter indices for the project predicate and LIMIT,
then keep the bindings in params! aligned for both FTS and LIKE paths. Update
build_fts_query so punctuation-only input produces a safe empty/no-op result
instead of raw invalid MATCH syntax, and handle that result cleanly in the
search flow.

In `@src/memory/store.rs`:
- Around line 11-24: Update the directory and permission setup around
Connection::open to propagate errors from create_dir_all and both
set_permissions calls instead of discarding them. Preserve the intended 0700
parent-directory and 0600 database-file permissions so setup failures stop the
operation with the underlying error.
- Around line 30-35: Update the tune function to execute PRAGMA foreign_keys=ON
for each SQLite connection, alongside its existing connection pragmas. Preserve
the current timeout, WAL, synchronous settings, error propagation, and return
behavior.

In `@src/memory/summaries.rs`:
- Around line 14-34: The append function’s separate MAX(seq)+1 query and INSERT
can race under concurrent calls. Serialize sequence allocation by wrapping the
next_seq query and session_summaries INSERT in a transaction, preserving the
existing project scope and returned row ID.

---

Nitpick comments:
In `@crates/agentflare-artifacts/src/lib.rs`:
- Around line 499-509: Update the whitespace-recipient assertion in the publish
test to capture the result with unwrap_err() and assert that the error kind is
std::io::ErrorKind::InvalidInput, matching the missing-recipient case while
preserving the existing PublishRequest setup.

In `@src/cli/memory.rs`:
- Around line 68-85: Route the MemoryCommands::Sessions and
MemoryCommands::Observations arms through the same crate::memory::mcp handler
layer used by Context and Search, rather than opening the store and querying
sessions/observations directly. Reuse the corresponding handle_context or
handle_recall entry points and preserve the existing project, limit, JSON
output, and error behavior.

In `@src/db.rs`:
- Around line 104-110: Extract the duplicated tune helper from db.rs and
memory/store.rs into one shared pub(crate) function, preserving its busy
timeout, WAL journal setup, synchronous setting, and rusqlite::Result behavior.
Update both connection setup paths to call the shared helper and remove their
local tune definitions.

In `@src/memory/schema.rs`:
- Around line 45-60: Update the obs_au UPDATE trigger, and the corresponding
prompts_au trigger if present, to add a WHEN guard that fires only when an
indexed column changes: title, content, tool_name, type, or project. Preserve
the existing delete-and-reinsert FTS synchronization for those changes while
skipping reindexing for updates limited to non-indexed fields such as pinned,
revision_count, review_after, or last_seen_at.

In `@src/memory/search.rs`:
- Around line 101-122: Expose observations::map_observation at crate visibility
and update map_search_row to delegate to it instead of duplicating the 18-column
Observation mapping. Preserve the existing rusqlite::Result<Observation>
behavior while ensuring search results reuse the canonical observations mapper.
🪄 Autofix (Beta)

Fix all unresolved CodeRabbit comments on this PR:

  • Push a commit to this branch (recommended)
  • Create a new PR with the fixes

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📥 Commits

Reviewing files that changed from the base of the PR and between d2a0f44 and ec79fb3.

⛔ Files ignored due to path filters (1)
  • Cargo.lock is excluded by !**/*.lock
📒 Files selected for processing (18)
  • Cargo.toml
  • crates/agentflare-artifacts/src/lib.rs
  • crates/agentflare-artifacts/src/store.rs
  • src/cli/memory.rs
  • src/cli/mod.rs
  • src/db.rs
  • src/main.rs
  • src/mcp_server.rs
  • src/memory/mcp.rs
  • src/memory/mod.rs
  • src/memory/observations.rs
  • src/memory/prompts.rs
  • src/memory/relations.rs
  • src/memory/schema.rs
  • src/memory/search.rs
  • src/memory/sessions.rs
  • src/memory/store.rs
  • src/memory/summaries.rs

Comment on lines +141 to +147
if meta.sender.is_some()
&& meta.recipient.as_deref().unwrap_or("").trim().is_empty()
{
return Err(std::io::Error::new(
std::io::ErrorKind::InvalidInput,
"handoff sets `sender` but no `recipient` — the artifact would land in no inbox; set recipient=<agent>",
));

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🗄️ Data Integrity & Integration | 🟠 Major | 🏗️ Heavy lift

🧩 Analysis chain

🏁 Script executed:

#!/bin/bash
set -euo pipefail

# Map the relevant files and inspect the surrounding code.
git ls-files 'crates/agentflare-artifacts/src/store.rs' 'src/mcp_server.rs' 'crates/agentflare-artifacts/src/*' 'src/*' | sed 's#^`#FILE` #'

echo
echo '--- store.rs outline ---'
ast-grep outline crates/agentflare-artifacts/src/store.rs --view expanded || true

echo
echo '--- mcp_server.rs outline ---'
ast-grep outline src/mcp_server.rs --view expanded || true

echo
echo '--- store.rs relevant range ---'
sed -n '120,175p' crates/agentflare-artifacts/src/store.rs

echo
echo '--- mcp_server.rs relevant matches ---'
rg -n -A4 -B4 'sender|recipient|artifact_publish|PublishRequest' src/mcp_server.rs crates/agentflare-artifacts/src -g '!**/target/**' || true

Repository: getappz/agentflare

Length of output: 50374


🏁 Script executed:

#!/bin/bash
set -euo pipefail

echo '--- artifact_publish implementation ---'
sed -n '634,705p' src/mcp_server.rs

echo
echo '--- sender-default test ---'
sed -n '2030,2072p' src/mcp_server.rs

echo
echo '--- PublishRequest definition ---'
sed -n '125,160p' crates/agentflare-artifacts/src/types.rs

Repository: getappz/agentflare

Length of output: 6106


Don't default sender for non-handoff publishes.
src/mcp_server.rs always fills PublishRequest.sender from self.agent, while crates/agentflare-artifacts/src/store.rs rejects any publish with sender set and an empty recipient. That makes ordinary artifact_publish calls from configured agents fail with InvalidInput. Gate the default behind an explicit handoff path, or separate publisher identity from handoff routing; add a regression test.

🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@crates/agentflare-artifacts/src/store.rs` around lines 141 - 147, Update the
publish flow so ordinary artifact_publish requests do not populate handoff
sender routing unless an explicit handoff is requested; keep sender/recipient
validation for actual handoffs. Adjust the relevant PublishRequest construction
in mcp_server.rs and add a regression test covering a configured agent
publishing without a recipient.

Comment thread src/memory/mcp.rs
Comment thread src/memory/mcp.rs
Comment thread src/memory/observations.rs
Comment thread src/memory/relations.rs
Comment thread src/memory/search.rs
Comment thread src/memory/search.rs
Comment thread src/memory/store.rs
Comment thread src/memory/store.rs
Comment thread src/memory/summaries.rs
6 composed MCP tools (remember, recall, context, handoff, relate,
curate) backed by brain.db at ~/.agentflare/memory/brain.db.
Schema: sessions, observations (+FTS5), user_prompts (+FTS5),
memory_relations, session_summaries with auto-sync triggers.
lean-ctx enriched session model. CLI subcommand: agentflare memory.
getappz added 2 commits July 11, 2026 23:52
…onditions across the memory subsystem

- search.rs: project_filter reused the same ?2 slot as LIMIT, so every
  project-scoped search errored (InvalidParameterCount) or misbound;
  filters now use always-present (?N IS NULL OR ...) clauses with their
  own indices, which also lets a type filter be threaded through
  cleanly. build_fts_query no longer passes an unsanitized raw string
  to FTS5 MATCH when every token sanitizes to empty.
- observations.rs: dedup and topic_key lookups weren't scoped by
  project, so unrelated projects with similar content collided; the
  topic_key revision path now also refreshes normalized_hash so later
  duplicates of revised content are still detected.
- relations.rs: create() used last_insert_rowid() after an upsert,
  which SQLite doesn't update on the ON CONFLICT DO UPDATE path; switched
  to RETURNING id so re-relating an existing triple returns the right id.
- store.rs: foreign keys were declared in schema but never enforced
  (no PRAGMA foreign_keys=ON), and dir/permission/db-open failures
  during open() were silently swallowed with `let _ =`.
- mcp.rs: handle_recall filtered by type after fetching a hard limit,
  dropping in-scope matches; type filtering now happens in SQL before
  LIMIT. handle_handoff wrote the session snapshot as a redundant
  second update_enriched call and ran enrich/close/append as separate
  unbatched statements with no transaction; merged into one write and
  wrapped the sequence in a transaction. sessions::create was never
  called from anywhere, so handoff always failed with "session not
  found" for any session_id; handoff now auto-creates the session.
- summaries.rs: seq assignment via separate SELECT MAX + INSERT raced
  under concurrent handoffs; now a single INSERT...SELECT computes seq
  inline so it's atomic without needing its own transaction (important
  since it also runs inside handle_handoff's transaction).

Adds regression tests for each of the above plus basic CRUD coverage
for observations and sessions.
…ghted convention already used by gateway-registry and skill-registry
@getappz
getappz merged commit 93f978b into master Jul 11, 2026
11 checks passed
@getappz
getappz deleted the feat/memory-v2 branch July 11, 2026 18:54
getappz added a commit that referenced this pull request Jul 11, 2026
Engram's cross-session memory role is now fully covered by the in-binary
memory subsystem (SQLite + FTS5, shipped in PR #154 / #157). Removes:

- The whole engram install/setup Component (plugin install, mise-based
  binary install, per-host MCP registration) and its dedicated
  engram_install.rs module.
- The ENGRAM rule text written to ~/.claude/rules/engram.md (and other
  hosts' equivalents) and the config.rs handoff_on_session_end toggle that
  gated firing an engram-cli handoff on SessionEnd.
- All doc/comment references (README, AGENTS.md, CONTRIBUTING.md,
  SECURITY.md, install.ps1) — rewritten to describe the built-in memory
  module instead of engram where relevant.

Backward compatibility: 'agentflare hook session-end' is kept as a no-op
CLI subcommand (was previously the engram-cli handoff trigger) so a
settings.json entry written by an older agentflare version doesn't start
erroring after an upgrade — new installs never wire it. 'agentflare
uninstall''s engram cleanup (removing old rule files, MCP registrations
from CONTINUE/opencode/cline configs) is intentionally left in place so
users migrating away from an old engram-integrated install can still
clean up after it.

Also dropped now-orphaned dead code this exposed: mise_install.rs's
install_tool/which_tool/use_global (only ever called by engram_install.rs)
and components.rs's host_marker/mark_done (only used by the engram
Component's check/apply closures).
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