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FabledGrimoire/src/scribe/mcp/tools/lessons.py
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bvandeusenandClaude Opus 5.5 66e21a6c60
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refactor(notes): a snippet's and lesson's stored title is its name; the trigger joins it only in the embedded document (milestone 427)
The title was `subject — trigger` because the stored title WAS the
embedded one, and the join is what makes these kinds rank on the
situation they apply to (#2485). Every surface that shows a title then
showed the trigger too -- menus, lists and search rows ran to kilobytes.

- embeddings.document_title(title, note_type, data, body) joins the
  trigger from `data` (body fallback) at embed time. Idempotent: an
  un-migrated composed title comes out the same, never doubled. The
  embed path, the startup backfill and the dedup gate's semantic signal
  all use it, so the embedded text -- and every vector -- is unchanged.
- Writers store the subject: snippet create/update (service, REST, MCP)
  and lesson_document. Both compose_title helpers are removed.
- Readers: dedup takes `data`; the menus strip the embedded title from a
  passage; list rows project `when_to_use`, which SnippetListView reads.
- 0108 rewrites existing rows on an exact `' — ' || <own trigger>`
  suffix with raw SQL, leaving updated_at alone so the backfill does not
  re-embed the corpus for identical vectors. Downgrade recomposes.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-09-23 16:48:28 -04:00

317 lines
14 KiB
Python

"""Lesson MCP tools: a transferable insight, retrievable by situation.
Its own module rather than `create_note(note_type="lesson")`, on the precedent
of snippets and processes — and for the reason that precedent exists. A kind
whose value depends on a field being filled needs a door that ASKS for that
field by name. `create_note` would take a lesson through a generic body
parameter, and the trigger — the whole of why a lesson is findable at all —
would be something the writer had to know to include.
"""
from __future__ import annotations
from scribe.mcp._context import current_user_id
from scribe.services import access as access_svc
from scribe.services import dedup as dedup_svc
from scribe.services import knowledge as knowledge_svc
from scribe.services import lessons as lessons_svc
from scribe.services import systems as systems_svc
from scribe.services import trash as trash_svc
from scribe.mcp.tools import systems as systems_tools
from scribe.services.note_usage import attach_usage, record_pulled
# The payload shape lives in the service (`lesson_to_dict`), shared with the
# REST door — a shape spelled once per door answers the two of them
# differently the first time a field is added.
_to_dict = lessons_svc.lesson_to_dict
async def list_lessons(
q: str = "", tag: str = "", limit: int = 50, offset: int = 0,
project_id: int = 0,
) -> dict:
"""List lessons — the kind enumerated, rather than only what a query
resembles.
Semantic search is how a lesson REACHES a session; this is how a person or
an agent sees what exists. The two answer different questions, and without
this one there is no way to ask "what has been learned here at all".
Each entry carries its trigger, because a list of lessons sorted by title
is a list of claims with the situation — the half that says when each one
matters — left off.
Args:
q: Free-text search across title + body (optional).
tag: Filter to a single tag (optional).
limit: Max results (1-100).
offset: Skip this many before returning — page past the cap. `total`
is the unpaged count, so it says whether more remains.
project_id: Narrow to where a lesson was WRITTEN. 0 = every project.
A lesson is retrievable from anywhere regardless (step 3); this
filters the listing, not the reach.
Returns {"lessons": [{id, title, when_to_apply, tags, preview}], "total"}.
"""
uid = current_user_id()
items, total = await knowledge_svc.query_knowledge(
user_id=uid, note_type=lessons_svc.LESSON_NOTE_TYPE,
tags=[tag] if tag else [], sort="modified", q=q or None,
limit=max(1, min(limit, 100)), offset=max(0, offset),
project_id=project_id or None,
)
labelled = await access_svc.label_shared_items(uid, items)
# One aggregate for the page, like the snippet listing — surfaced-vs-opened
# per lesson (#4196). An agent listing lessons can see which of its own
# triggers are firing and which are not, which is the reading that leads to
# `update_lesson` rather than to a second lesson about the same failure.
await attach_usage(labelled)
rows = [
{
"id": it["id"], "title": it["title"], "tags": it.get("tags", []),
"preview": it.get("snippet", ""),
# Projected by `_note_to_item` straight off the `data` mirror —
# absent when the row carries none, rather than an empty string.
"when_to_apply": it.get("when_to_apply", ""),
"usage": it["usage"],
**({"shared": True, "owner": it.get("owner")} if it.get("shared") else {}),
}
for it in labelled
]
return {"lessons": rows, "total": total}
async def create_lesson(
what: str,
when_to_apply: str,
insight: str = "",
learned_from: list[int] | None = None,
tags: list[str] | None = None,
project_id: int = 0,
system_ids: list[int] | None = None,
force: bool = False,
) -> dict:
"""Record something you LEARNED, so a later session meets it at the moment
it applies — on this project or any other.
A LESSON OR A RULE? The difference is FORCE, not importance. A rule is
something that must be followed; a lesson is something worth knowing. If
ignoring it would be a mistake, it is a rule (create_rule) and needs the
operator's yes, because a rule binds every future session. If ignoring it
just means someone re-derives it the slow way, it is a lesson — write it
now, and nobody is bound by it.
That distinction is the whole reason this kind exists. Sessions holding a
transferable insight were reaching for create_rule because it was the only
surface that is both global and situation-keyed, and proposing rules for
things that should never have bound anyone.
WHAT A LESSON IS NOT: how the operator wants work DONE is a PREFERENCE
(create_preference) — it guides every session rather than informing one,
and it is kept current as they correct you. A shape to copy is a SNIPPET
(create_snippet); a procedure followed start to finish is a PROCESS
(create_process); a record of what happened, findable by topic, is a NOTE
(create_note). A lesson is the claim you would want handed to you in the
same situation next time.
`when_to_apply` IS THE RECORD. Everything else is the payload.
A lesson reaches a session by resembling the SITUATION someone is in, never
by topic — that is what separates it from a note, and it is done by putting
the trigger in the title and again at the head of the body, so the document
is dominated by when it applies. A lesson written without one still saves,
still reads correctly in every listing, and will not surface when it is
needed. There is nothing to notice afterwards: it looks exactly like a
lesson that works.
So write the SYMPTOM, in the words the situation will present itself in —
what someone would be seeing, saying or about to do. "A test fails on code
you believe is correct" is a trigger. "Testing" is a topic, and a topic
matches everything and surfaces for nothing.
Args:
what: The insight in one line — the claim itself, as you would say it.
This becomes the title, joined with the trigger.
when_to_apply: The situation this applies in, as a symptom. Required.
insight: The body — what to do, and the incident that taught it.
Write the story here for the reader; it costs the ranking nothing,
because a long body is split into chunks that each still carry the
trigger.
learned_from: Ids of the issues, tasks or notes this was drawn from —
ALL of them. A lesson that generalises three incidents into one
claim is the good case, not the edge case, so this is a list.
tags: Optional tags.
project_id: Where it was learned. Kept as a fact, and it does not limit
reach: a lesson is retrievable from every project (that is the
point of the kind). 0 = none.
system_ids: Systems (subsystems/areas) to file it under.
force: Create even if a near-duplicate exists.
Returns the created lesson. On a near-duplicate, returns the existing id
instead of creating — two lessons about one failure class want to be one
lesson, so update that one rather than adding a second.
"""
uid = current_user_id()
if not when_to_apply or not when_to_apply.strip():
raise ValueError(
"when_to_apply is required: it is how a lesson is found. Say the "
"SYMPTOM — what someone would be seeing, saying or about to do "
"when this applies — not the topic it is about. Without it this "
"record saves, reads correctly, and never surfaces."
)
sources = lessons_svc.normalize_sources(learned_from)
title, body = lessons_svc.lesson_document(
what, when_to_apply, insight, sources,
)
if not force:
dup = await dedup_svc.find_duplicate_note(
uid, title, body, project_id=project_id or None,
is_task=False, note_type=lessons_svc.LESSON_NOTE_TYPE,
data=lessons_svc.compose_data(what, when_to_apply),
)
if dup is not None:
return dedup_svc.duplicate_response(dup, "lesson")
note = await lessons_svc.create_lesson(
uid, what=what, when_to_apply=when_to_apply, insight=insight,
learned_from=sources, tags=tags, project_id=project_id or None,
)
if system_ids:
await systems_svc.set_record_systems(uid, note.id, system_ids)
data = _to_dict(note)
await systems_tools.attach_systems(uid, uid, data, note.id, project_id or None)
return data
async def get_lesson(lesson_id: int, project_id: int = 0) -> dict:
"""Fetch one lesson by id, with its trigger and sources read back out.
IF THIS LESSON JUST PROVED ITSELF, IT IS WORTH MORE THAN IT SAYS. You are
reading it inside the situation it names, which makes you the one reader
who can tell whether its trigger is keyed to what actually fired and
whether its claim covers what you are seeing. `update_lesson` takes
another incident into `learned_from`, a claim stated more exactly, or a
re-keyed trigger — and the trigger is the edit that pays most, because a
lesson keyed to a situation nobody is in looks exactly like one nobody
needed.
`project_id` is the project you are WORKING IN, not this record's own.
Passing the active project is what makes "opened away from where it was
written" answerable; 0 leaves it unreported and the pull still counts.
"""
uid = current_user_id()
note = await lessons_svc.get_lesson(uid, lesson_id)
if note is None:
raise ValueError(f"lesson {lesson_id} not found")
out = _to_dict(note)
out.update(await access_svc.describe_provenance(uid, note))
# Every explicit open records the pull. A lesson is surfaced by the same
# retrieval as any other note, so a getter that records nothing would leave
# the kind permanently at zero pulls — reading as dead weight beside kinds
# that merely had a counter (#2476, the repeat of #2245).
# Read BEFORE the pull is recorded, so the number an agent is shown is the
# one that was true when it asked — otherwise every first read of a lesson
# reports a pull that is its own.
await attach_usage([out])
record_pulled(
user_id=uid, note_id=int(note.id),
source="mcp_get_lesson", project_id=project_id,
)
return out
async def update_lesson(
lesson_id: int,
what: str = "",
when_to_apply: str = "",
insight: str = "",
learned_from: list[int] | None = None,
tags: list[str] | None = None,
system_ids: list[int] | None = None,
) -> dict:
"""Update a lesson. Empty fields are left unchanged.
REWORDING A LESSON IS ORDINARY WORK. Understanding improves, and a trigger
that turned out to fire on the wrong situation is the single most valuable
thing to fix here — a lesson nobody is reaching is usually not wrong, it is
keyed to a situation nobody is in.
Title, body and the indexed mirror are re-composed together from the merged
fields, so a partial update cannot leave the trigger saying one thing in
the title and another in the body.
Args:
lesson_id: Lesson to update.
what: New one-line claim. Empty leaves unchanged.
when_to_apply: New trigger, as a symptom. Empty leaves unchanged.
insight: New body. Empty leaves unchanged.
learned_from: Replace the source ids. None leaves unchanged; pass the
FULL list, including the ones already there.
tags: Replace tags. None leaves unchanged.
system_ids: Replace the Systems this lesson is filed under. None
leaves unchanged; pass the FULL list, and `[]` to clear.
Here because `create_lesson` took it and this did not, so a lesson
written without one could never be filed afterwards — and the end
of a piece of work, when a lesson is usually written, is exactly
when that argument gets dropped (#4249). A System tag is how
`list_system_records` gathers an area's pile, so an untagged
lesson is reachable by search and by nothing else.
"""
uid = current_user_id()
note = await lessons_svc.update_lesson(
uid, lesson_id,
what=what or None,
when_to_apply=when_to_apply or None,
insight=insight or None,
learned_from=learned_from,
tags=tags,
)
if note is None:
raise ValueError(f"lesson {lesson_id} not found")
# `is not None` rather than truthiness, so `[]` CLEARS the associations.
# `set_record_systems` is replace-semantics; treating [] as "no change"
# would make the one call that unfiles a lesson silently do nothing.
if system_ids is not None:
await systems_svc.set_record_systems(uid, lesson_id, system_ids)
note = await lessons_svc.get_lesson(uid, lesson_id) or note
return _to_dict(note)
async def delete_lesson(lesson_id: int) -> dict:
"""Retire a lesson — it moves to the trash and is recoverable.
Reach for this when a lesson turned out to be wrong, or was superseded by
a better one. A lesson that is merely NOT REACHING anyone is usually not a
deletion: its trigger is keyed to a situation nobody is in, and rewording
that with update_lesson keeps what was learned.
Deletion was always possible through `delete_note` — a lesson is a note and
the trash is kind-agnostic — but nothing said so, and a kind whose own
tools offer create/read/update reads as one you cannot retire (#2250, which
recorded exactly this for processes).
"""
uid = current_user_id()
note = await lessons_svc.get_lesson(uid, lesson_id)
# The KIND is checked before deleting: this tool is reached for by name, so
# letting it trash an ordinary note because the id happened to resolve
# would be a destructive action taken on a mistyped argument.
if note is None:
raise ValueError(f"lesson {lesson_id} not found")
batch = await trash_svc.delete(uid, "note", lesson_id)
if batch is None:
raise ValueError(f"lesson {lesson_id} not found")
return {
"deleted_batch_id": batch,
"message": (
f"Lesson {lesson_id} moved to trash. Restore with restore('{batch}')."
),
}
def register(mcp) -> None:
for fn in (list_lessons, create_lesson, get_lesson, update_lesson,
delete_lesson):
mcp.tool(name=fn.__name__)(fn)