Add capture modules, auto-summaries, and documentation updates

[bburda]

Summary

Complete the autonomous memory lifecycle by adding CI capture, discussion capture, and the auto-summaries planner detector — the final pieces of the v0.3.0 implementation plan (62/62 items done).

This PR enables AI agents to:

• Extract memories from CI/test logs — test failures, compiler errors, deprecation warnings, timeouts, CMake errors
• Extract memories from conversation transcripts — classifies into decisions, facts, preferences, risks, goals, and questions
• Auto-detect memory consolidation opportunities — groups old observations by topic and proposes summarization into facts

Changes

New Features

CI Capture (capture.py)

• capture_from_ci(log_text) — parses CI/test log output using pattern matching
• Detects 5 signal types: test failures (FAILED/ERROR), compiler errors, deprecation warnings, timeout errors, CMake configuration errors
• Returns structured MemoryCandidate objects with confidence levels and source attribution

Discussion Capture (capture.py)

• capture_from_discussion(transcript) — classifies conversation lines into memory candidates
• Recognizes 6 patterns: decisions ("let's use", "we should"), facts ("is at", "uses"), preferences ("prefer", "always"), risks ("risk", "fragile"), goals ("goal", "milestone"), questions ("should we", "how do")
• Deduplicates overlapping matches, keeps highest-confidence per line

Auto-Summaries Detector (planner.py)

• detect_auto_summaries(needs, min_count=5, min_age_days=60) — groups active mem entries by topic: tag
• When ≥5 observations on a single topic are older than 60 days, proposes a SUPERSEDE action to consolidate them into one fact
• Collects all tags from the group for the consolidated entry
• Registered as the 7th planner check in ALL_CHECKS and _DETECTORS

MCP Tools (mcp_server.py)

• memory_capture_ci — expose CI capture via MCP (log_text input)
• memory_capture_discussion — expose discussion capture via MCP (transcript input)
• Total MCP tools: 11 → 13

CLI Commands (cli.py)

• memory capture ci --input <file> — reads from file or stdin
• memory capture discussion --input <file> — reads from file or stdin
• Both support --auto-add and --rebuild flags

Documentation

• README.md — added memory doctor to CLI reference table

Tests

• 38 new tests across 2 files:
  • test_capture.py — 30 tests: CI capture (test failures, compiler errors, deprecation warnings, timeouts, CMake errors, multi-signal, empty input) + discussion capture (decisions, facts, preferences, risks, goals, questions, deduplication, empty input)
  • test_planner.py — 8 tests: auto-summaries detection (finds candidates, includes all IDs, collects tags, skips below threshold, skips recent entries, skips non-mem types, skips deprecated, custom thresholds)
• Updated test_mcp_server.py assertion: 11 → 13 tools

[Copilot]

Pull request overview

Completes the “autonomous memory lifecycle” v0.3.0 plan by adding capture pipelines for CI logs and discussion transcripts, plus a planner detector that proposes consolidation of older observations into summarized facts.

Changes:

• Add CI and discussion capture logic (with new CLI + MCP entrypoints) to generate MemoryCandidates and optionally auto-add them to a workspace.
• Add detect_auto_summaries planner check to propose SUPERSEDE actions for consolidating many old mem entries by topic: tag.
• Expand documentation and tests to cover the new capture modes, MCP tool registrations, and planner behavior.

Reviewed changes

Copilot reviewed 8 out of 8 changed files in this pull request and generated 5 comments.

Show a summary per file

File	Description
src/ai_memory_protocol/capture.py	Adds CI log parsing + discussion transcript classification to generate memory candidates.
src/ai_memory_protocol/cli.py	Extends memory capture to support ci and discussion sources plus auto-add workflow.
src/ai_memory_protocol/planner.py	Adds detect_auto_summaries and registers it as a planner check.
src/ai_memory_protocol/mcp_server.py	Adds MCP tools + handlers for CI/discussion capture.
tests/test_capture.py	Adds CI/discussion capture unit tests.
tests/test_planner.py	Adds unit tests for detect_auto_summaries.
tests/test_mcp_server.py	Updates MCP tool-count expectations and required tool names.
README.md	Documents new CLI commands, MCP tools, and the autonomous workflow.

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