# Claude Code ## 08:47:29 - User @[[1. The Challenge from Authorship]] Please look into your config and tell me the way in which you are searching through conversations. --- ## 08:47:31 - Assistant > [!info]- Thinking > The user wants to know how I search through conversations. Let me check the relevant config files. Let me check the relevant config sections. --- ## 08:47:32 - Assistant ### 🔧 Read /Users/nickyoung/.claude/CRITICAL-WORKFLOWS.md (1 - 30) **Locations**: `/Users/nickyoung/.claude/CRITICAL-WORKFLOWS.md:1` **Status**: completed --- ## 08:47:33 - Assistant ### 🔧 grep -i "session|conversation|recall|qmd|search" /Users/nickyoung/.claude/CRITICAL-WORKFLOWS.md **Status**: completed Now let me check the recall skill and the QMD setup more closely. --- ## 08:47:38 - Assistant ### 🔧 Find `/Users/nickyoung/.claude/skills` `**/recall/SKILL.md` **Locations**: `/Users/nickyoung/.claude/skills` **Status**: completed --- ## 08:47:39 - Assistant ### 🔧 Find `/Users/nickyoung/.claude/skills` `**/session-search/SKILL.md` **Locations**: `/Users/nickyoung/.claude/skills` **Status**: completed --- ## 08:47:40 - Assistant ### 🔧 Find `/Users/nickyoung/.claude/skills` `**/session-deep/SKILL.md` **Locations**: `/Users/nickyoung/.claude/skills` **Status**: completed --- ## 08:47:43 - Assistant ### 🔧 Read /Users/nickyoung/.claude/skills/recall/SKILL.md **Locations**: `/Users/nickyoung/.claude/skills/recall/SKILL.md:1` **Status**: completed --- ## 08:47:43 - Assistant ### 🔧 Read /Users/nickyoung/.claude/skills/session-deep/SKILL.md **Locations**: `/Users/nickyoung/.claude/skills/session-deep/SKILL.md:1` **Status**: completed Here's how conversation search works in your system: ## Three search paths ### 1. Temporal recall (`recall-day.py`) For date-based queries ("yesterday", "last week", "3 days ago"). Reads JSONL session files directly — no index needed. Lists sessions for a date, then expands individual sessions by ID prefix. ### 2. QMD topic search For conceptual queries ("find our discussion about typography"). Uses a local search engine at `/opt/homebrew/bin/qmd` with an SQLite index at `~/.cache/qmd/index.sqlite`. Three escalation levels: - `qmd search` — BM25 keyword matching (default first move) - `qmd vsearch` — vector/semantic search (when keywords don't capture the concept) - `qmd query` — hybrid BM25 + vector + LLM reranking (heaviest, most thorough) Searches across four collections: `conversations` (886 exported sessions), `notes` (2886), `daily` (522), `sessions-context` (6 project files). ### 3. Graph visualization (`session-graph.py`) NetworkX + Pyvis interactive HTML graph showing connections between sessions. ## Pipeline Session JSONL files → `claude-sessions sync` (runs automatically on session end via Stop hook) → markdown exports in `Conversations/` → `qmd update` indexes them → searchable via QMD. The `/recall` skill is the main entry point — it auto-detects which mode to use based on your query. `/session-deep` is for when you need the full transcript of a specific session read end-to-end. Is there something specific about this you want to change or investigate further? *La ricerca nella memoria è come la ricerca nella coscienza: il meccanismo conta meno della domanda che si pone.* --- ## 08:49:12 - User @[[1. The Challenge from Authorship]] "Yesterday me and ye were working on my generating philosophy project. Can you look at the session note for this project and tell me the state of play? The user wants me to look at the session note for the "Generating Philosophy" project. Let me read it. ??Read Sessions/Generating Philosophy.md Sessions/Generating Philosophy.md:1 Status: completed Now let me find yesterday's session(s) on this project to see what actually happened. ??h="$HOME"; python3 "$h/.local/bin/session-reader.py" search "generating philosophy" 10 h="$HOME"; python3 "$h/.local/bin/session-reader.py" search "generating philosophy" 10 Status: completed ??cat /private/tmp/claude-501/-Users-nickyoung-My-Obsidian-Vault/bd169374-e483-4d48-8853-768ca2b18297/tasks/bthqrp6ws.output cat /private/tmp/claude-501/-Users-nickyoung-My-Obsidian-Vault/bd169374-e483-4d48-8853-768ca2b18297/tasks/bthqrp6ws.output Status: completed ??h="$HOME"; python3 "$h/.local/bin/session-reader.py" search "generating philosophy" 10 2>&1 h="$HOME"; python3 "$h/.local/bin/session-reader.py" search "generating philosophy" 10 2>&1 Status: pending Bypass Permissions Opus (1M context)" was qmd used in this case? --- ## 08:49:16 - Assistant Looking at what just happened: no, QMD was not used. The search used `session-reader.py search "generating philosophy"`, which is the older keyword-based session search tool that scans JSONL files directly. According to the recall skill's logic, this should have gone through QMD since it's a topic-based query (not a date query). The correct first move would have been: ```bash qmd search "generating philosophy" -n 10 -c conversations ``` The `session-reader.py search` command is listed in the session-deep skill as a way to find sessions, but the recall skill positions QMD as the preferred path for topic searches, with `session-reader.py` reserved for full transcript extraction after you've already identified the right session. So the sequence should have been: 1. `qmd search` to find relevant conversation exports 2. Then `session-reader.py full <path>` to read the actual transcript What happened instead was the older pattern from session-deep (which predates the recall skill). The recall skill was never invoked — I went straight to `session-reader.py search`, which is shallower and less capable than QMD's BM25 search. Want me to re-run this properly through QMD to find yesterday's session? *L'abitudine scavalca il protocollo quando non si fa attenzione alla sequenza prescritta.* --- ## 08:50:11 - User @[[1. The Challenge from Authorship]] Please fix my config so it always goes through QMD. Okay, so I don't exactly know what the best way to do this would be but yeah the the session_reader.py sounds like it's outdated. Is that correct? Because it's shit. QMD is much better as a search thing. So can you take a step back and work out how to fix my conflict so that have to Deal with the shit anymore --- ## 08:50:14 - Assistant > [!info]- Thinking > The user wants me to fix the conflict between `session-reader.py` and QMD for searching conversations. Let me understand the current state: > > 1. `session-reader.py search` - older, keyword-based, searches JSONL files directly > 2. QMD (`qmd search/vsearch/query`) - newer, better (BM25 + vector + reranking), searches exported markdown in Conversations/ > > The problem: multiple config files still reference `session-reader.py search` as a search tool, which competes with QMD. I need to audit all config files that mention `session-reader.py` and clarify roles. > > > --- > > So `session-reader.py` has other useful commands like `full` and `list` and `summary` for reading transcripts, but the `search` function specifically is what overlaps with QMD. Let me search through the config files to find everywhere `session-reader.py` is referenced. Let me audit all the config files that reference `session-reader.py` to map the conflict. --- ## 08:50:21 - Assistant ### 🔧 grep -n "session-reader" /Users/nickyoung/.claude **Status**: completed --- ## 08:50:22 - Assistant ### 🔧 grep -l --include="**/*.md" "session-reader" /Users/nickyoung/My Obsidian Vault **Status**: completed > [!info]- Thinking > Okay, so `session-reader.py` is referenced in a LOT of places. Let me understand the situation: > > `session-reader.py` has these commands: > - `search` — keyword search across JSONL files (this is what QMD replaces) > - `full` — extract complete transcript from a JSONL file (still needed, QMD doesn't do this) > - `list` — list recent sessions (recall-day.py replaces this) > - `summary` — summarize sessions (recall-day.py replaces this) > - `actions` — extract actions (unique, maybe still useful) > > So the picture is: > > > - `session-reader.py search` → replaced by `qmd search -c conversations` > - `session-reader.py list/summary` → replaced by `recall-day.py list` > - `session-reader.py full` → STILL NEEDED (reads raw JSONL transcript, QMD doesn't do this) > - `session-reader.py actions` → possibly still useful > > The fix is straightforward: swap out all `session-reader.py search` calls for `qmd search`, keep the `full` references intact, and then trace through `recall-day.py` and `auto-log-sessions.py` to see what they're actually pulling from session-reader. > > Now I'm identifying all the files that reference the old search command so I can update them systematically: the main documentation, critical workflows, the shell hook that invokes it, the skill definition, and several command files that depend on session search functionality. I'm seeing there are quite a few files referencing session-reader.py, so I need to prioritize which ones to update. The highest-impact changes would be the ones that actively instruct me to use session-reader.py search first — specifically the CLAUDE.md file that loads every conversation, the session-deep hook that fires automatically, and the session-deep skill itself. I'll focus on those core files rather than the reference materials. I'm realizing `session-reader.py full` still has a purpose for extracting the complete raw JSONL conversation, whereas `recall-day.py expand` has message limits and QMD exports to markdown. For a full search-and-read workflow, I could use QMD to find conversations first, then retrieve the complete markdown export or read directly from the Conversations folder. > > But here's the thing — `session-reader.py` is imported as a library by other tools like `recall-day.py` and `auto-log-sessions.py`, so I can't remove it entirely. The best approach is to keep it as a library, keep the `full` command for JSONL extraction, but migrate the `search` and `list` commands to use `qmd search` and `recall-day.py list` instead. > > Now I need to update the config files that reference these old commands — starting with the highest-impact ones like the session-deep hook and CLAUDE.md, then working through the rest of the configuration. Okay, here's the situation. `session-reader.py` has multiple functions: - `search` — keyword search across raw JSONL files. This is what QMD completely replaces, and it's the source of the conflict. - `full` — extract complete transcript from JSONL. Still needed — QMD doesn't do this. - `list`/`summary` — replaced by `recall-day.py list` - It's also imported as a library by `auto-log-sessions.py` So the script stays, but every config reference to `session-reader.py search` needs to become `qmd search`. Let me read the files that need editing and fix them. --- ## 08:51:10 - Assistant ### 🔧 Read /Users/nickyoung/.claude/hooks/session-deep-hook.sh **Locations**: `/Users/nickyoung/.claude/hooks/session-deep-hook.sh:1` **Status**: completed --- ## 08:51:11 - Assistant ### 🔧 Read /Users/nickyoung/.claude/knowledge/session-context-retrieval.md **Locations**: `/Users/nickyoung/.claude/knowledge/session-context-retrieval.md:1` **Status**: completed --- ## 08:51:11 - Assistant ### 🔧 Read /Users/nickyoung/.claude/commands/session-search.md **Locations**: `/Users/nickyoung/.claude/commands/session-search.md:1` **Status**: completed --- ## 08:51:11 - Assistant ### 🔧 Read /Users/nickyoung/.claude/commands/friction-analysis.md **Locations**: `/Users/nickyoung/.claude/commands/friction-analysis.md:1` **Status**: completed --- ## 08:51:14 - Assistant ### 🔧 Read /Users/nickyoung/.claude/commands/link-chat.md **Locations**: `/Users/nickyoung/.claude/commands/link-chat.md:1` **Status**: completed --- ## 08:51:15 - Assistant ### 🔧 Read /Users/nickyoung/.claude/commands/daily-session-log.md **Locations**: `/Users/nickyoung/.claude/commands/daily-session-log.md:1` **Status**: completed --- ## 08:51:16 - Assistant ### 🔧 Read /Users/nickyoung/.claude/skills/session-file/SKILL.md (100 - 114) **Locations**: `/Users/nickyoung/.claude/skills/session-file/SKILL.md:100` **Status**: completed > [!info]- Thinking > Now I have a clear picture. Let me map out all the changes needed: > > 1. **session-deep-hook.sh** (lines 48-60) — Replace `session-reader.py search` with `qmd search -c conversations` in the injected protocol > 2. **CLAUDE.md** (line 31) — Replace `session-reader.py search` with `qmd search` > 3. **CRITICAL-WORKFLOWS.md** (line 322) — Replace `session-reader.py search` with `qmd search` > 4. **session-deep/SKILL.md** (line 24) — Step 1 should use QMD > > > 5. **session-search.md** command — Rewrite to use QMD > 6. **friction-analysis.md** command (lines 62-69) — Replace session-reader.py search calls with QMD > 7. **link-chat.md** command (line 36) — Replace with QMD > 8. **session-context-retrieval.md** knowledge file — Rewrite search section to use QMD > 9. **session-file/SKILL.md** (line 105) — Replace search command > 10. **daily-session-log.md** (line 43) — Uses `session-reader.py list 1`, needs updating to QMD > > Now I'm checking which other knowledge files reference these tools. I can keep mentions of `session-reader.py full` since that's still the transcript extraction tool, but I need to replace the search and list/summary references. Looking at common-errors.md, obsidian.md, claude-architecture.md, and nick-context.md — most of these reference `session-reader.py full` which is fine to leave as-is. The main focus is updating the list and search command usages throughout the documentation. > > For daily-session-log.md, I'll swap `session-reader.py list` with `recall-day.py list today` since that's cleaner. And friction-analysis.md uses `session-reader.py search` for keyword searches, which I'll replace with `qmd search` commands that leverage BM25 matching for those specific friction keywords. I've got about 10 files to update, so I'll work through them in batches using TodoWrite to track progress. --- ## 08:51:35 - Assistant ### 🔧 ToolSearch **Status**: completed > [!info]- Thinking > Let me track this work and start making edits. There are about 10 files to update. > [!plan] Plan > 🔄 Update session-deep-hook.sh to use QMD > ⏳ Update CLAUDE.md line 31 to use QMD > ⏳ Update CRITICAL-WORKFLOWS.md session-deep-hook section > ⏳ Update session-deep/SKILL.md to use QMD for search > ⏳ Update session-search.md command to use QMD > ⏳ Update friction-analysis.md to use QMD > ⏳ Update link-chat.md to use QMD > ⏳ Update session-context-retrieval.md knowledge file > ⏳ Update session-file/SKILL.md search command > ⏳ Update daily-session-log.md to use recall-day.py --- ## 08:51:45 - Assistant ### 🔧 Edit /Users/nickyoung/.claude/hooks/session-deep-hook.sh **Locations**: `/Users/nickyoung/.claude/hooks/session-deep-hook.sh:45` **Status**: completed **File**: `/Users/nickyoung/.claude/hooks/session-deep-hook.sh` ```diff - - REQUIRED PROTOCOL: - - 1. FIND the session(s): - python3 ~/.local/bin/session-reader.py search "<topic>" 30 - - 2. EXTRACT full transcript (for each relevant session): - python3 ~/.local/bin/session-reader.py full <session-path> - - 3. READ the complete output before responding - - 4. QUOTE specific exchanges to prove you read it - - DO NOT: - - Skim daily notes and pretend you read the session - - Use session-reader.py list/summary (too shallow) - - Confabulate based on partial information - - Give a response without quoting from the actual transcript + + REQUIRED PROTOCOL: + + 1. FIND the session(s) — use QMD (NOT session-reader.py search): + qmd search "<topic>" -n 10 -c conversations + + 2. If QMD results are weak, escalate: + qmd vsearch "<topic>" -n 10 -c conversations + + 3. EXTRACT full transcript (for each relevant session): + Read the Conversations/ markdown file directly, or for raw JSONL: + python3 ~/.local/bin/session-reader.py full <session-path> + + 4. READ the complete output before responding + + 5. QUOTE specific exchanges to prove you read it + + DO NOT: + - Skim daily notes and pretend you read the session + - Use session-reader.py search (replaced by QMD) + - Use session-reader.py list/summary (too shallow) + - Confabulate based on partial information + - Give a response without quoting from the actual transcript ``` > [!plan] Plan > ✅ Update session-deep-hook.sh to use QMD > 🔄 Update CLAUDE.md line 31 to use QMD > ⏳ Update CRITICAL-WORKFLOWS.md session-deep-hook section > ⏳ Update session-deep/SKILL.md to use QMD for search > ⏳ Update session-search.md command to use QMD > ⏳ Update friction-analysis.md to use QMD > ⏳ Update link-chat.md to use QMD > ⏳ Update session-context-retrieval.md knowledge file > ⏳ Update session-file/SKILL.md search command > ⏳ Update daily-session-log.md to use recall-day.py Now the high-impact files. Let me do CLAUDE.md, CRITICAL-WORKFLOWS.md, and session-deep skill in parallel. --- ## 08:52:03 - Assistant ### 🔧 Edit /Users/nickyoung/.claude/CLAUDE.md **Locations**: `/Users/nickyoung/.claude/CLAUDE.md` **Status**: failed **File**: `/Users/nickyoung/.claude/CLAUDE.md` ```diff - If you need detail on a specific session, use `python3 ~/.local/bin/session-reader.py search "<topic>"` to find and read the session file. + If you need detail on a specific session, use `qmd search "<topic>" -n 10 -c conversations` to find it, then read the conversation file. ``` --- ## 08:52:04 - Assistant ### 🔧 Edit /Users/nickyoung/.claude/CRITICAL-WORKFLOWS.md **Locations**: `/Users/nickyoung/.claude/CRITICAL-WORKFLOWS.md:319` **Status**: completed **File**: `/Users/nickyoung/.claude/CRITICAL-WORKFLOWS.md` ```diff - Purpose: Prevents Claude from skimming daily notes and confabulating about past sessions. - - **Protocol enforced:** - 1. Use `session-reader.py search "<topic>"` to find sessions - 2. Use `session-reader.py full <path>` to extract complete transcript - 3. Read the ENTIRE output before responding - 4. Quote specific exchanges to prove comprehension - + Purpose: Prevents Claude from skimming daily notes and confabulating about past sessions. + + **Protocol enforced:** + 1. Use `qmd search "<topic>" -n 10 -c conversations` to find sessions + 2. Read the conversation file directly, or use `session-reader.py full <path>` for raw JSONL transcript + 3. Read the ENTIRE output before responding + 4. Quote specific exchanges to prove comprehension + ``` --- ## 08:52:06 - Assistant ### 🔧 Edit /Users/nickyoung/.claude/skills/session-deep/SKILL.md **Locations**: `/Users/nickyoung/.claude/skills/session-deep/SKILL.md:20` **Status**: completed **File**: `/Users/nickyoung/.claude/skills/session-deep/SKILL.md` ```diff - - ### Step 1: Find Sessions - - ```bash - python3 ~/.local/bin/session-reader.py search "<topic>" 30 - ``` - - This returns session file paths. Note the most relevant ones. - - ### Step 2: Extract Full Transcript - - For each relevant session, extract the complete user/assistant exchange: + + ### Step 1: Find Sessions + + Use QMD to search conversation exports (NOT session-reader.py search): + + ```bash + qmd search "<topic>" -n 10 -c conversations + ``` + + If BM25 results are weak, escalate to semantic search: + + ```bash + qmd vsearch "<topic>" -n 10 -c conversations + ``` + + This returns matching conversation files. Note the most relevant ones. + + ### Step 2: Extract Full Transcript + + For each relevant session, extract the complete user/assistant exchange: ``` --- ## 08:52:16 - Assistant ### 🔧 Read /Users/nickyoung/.claude/CLAUDE.md (28 - 32) **Locations**: `/Users/nickyoung/.claude/CLAUDE.md:28` **Status**: completed --- ## 08:52:20 - Assistant ### 🔧 Edit /Users/nickyoung/.claude/CLAUDE.md **Locations**: `/Users/nickyoung/.claude/CLAUDE.md:28` **Status**: completed **File**: `/Users/nickyoung/.claude/CLAUDE.md` ```diff - - ## Behavioral Requirements - - - **Session continuity**: At conversation start, read the last 2 daily notes (today and yesterday). The first conversation of the day won't have today's note yet, so yesterday's What's Happening section provides context on active work and recent sessions. This prevents assumptions based on stale information. If you need detail on a specific session, use `python3 ~/.local/bin/session-reader.py search "<topic>"` to find and read the session file. - - **Project context loading**: When user mentions a research project by name (e.g., "typography project", "generating philosophy"), says "switch to [project]", "work on [project]", or asks "what projects?" / "what am I working on?": - - For project overview: Glob `Sessions/*.md` and read frontmatter (project, status, type) from each - - For specific project: Read full `Sessions/[Project Name].md`. These files contain current focus, questions, sources, and next steps. The embedded `.base` shows related notes tagged with the project's manuscript-tag. + + ## Behavioral Requirements + + - **Session continuity**: At conversation start, read the last 2 daily notes (today and yesterday). The first conversation of the day won't have today's note yet, so yesterday's What's Happening section provides context on active work and recent sessions. This prevents assumptions based on stale information. If you need detail on a specific session, use `qmd search "<topic>" -n 10 -c conversations` to find it, then read the conversation file. + - **Project context loading**: When user mentions a research project by name (e.g., "typography project", "generating philosophy"), says "switch to [project]", "work on [project]", or asks "what projects?" / "what am I working on?": + - For project overview: Glob `Sessions/*.md` and read frontmatter (project, status, type) from each + - For specific project: Read full `Sessions/[Project Name].md`. These files contain current focus, questions, sources, and next steps. The embedded `.base` shows related notes tagged with the project's manuscript-tag. ``` Now the remaining files in parallel. --- ## 08:52:26 - Assistant ### 🔧 Edit /Users/nickyoung/.claude/CRITICAL-WORKFLOWS.md **Locations**: `/Users/nickyoung/.claude/CRITICAL-WORKFLOWS.md:326` **Status**: completed **File**: `/Users/nickyoung/.claude/CRITICAL-WORKFLOWS.md` ```diff - - **What this prevents:** - - ❌ Skimming daily note session summaries (too shallow) - - ❌ Using session-reader.py list/summary (also too shallow) - - ❌ Confabulating based on partial information - - ### UserPromptSubmit: auto-log-sessions-hook.sh + + **What this prevents:** + - ❌ Skimming daily note session summaries (too shallow) + - ❌ Using session-reader.py search/list/summary (replaced by QMD) + - ❌ Confabulating based on partial information + + ### UserPromptSubmit: auto-log-sessions-hook.sh ``` --- ## 08:52:28 - Assistant ### 🔧 Edit /Users/nickyoung/.claude/commands/session-search.md **Locations**: `/Users/nickyoung/.claude/commands/session-search.md:14`, `/Users/nickyoung/.claude/commands/session-search.md:37` **Status**: completed **File**: `/Users/nickyoung/.claude/commands/session-search.md` ```diff - - ## Context - - - **Session Storage:** `~/.claude/projects/[path]/*.jsonl` - - **Script:** `~/.local/bin/session-reader.py` - - Claude Code stores all conversation history as JSONL files. This command searches through that history. - - ## Your Task - - Search past conversations for specific topics, keywords, or themes. + + ## Context + + - **Conversation exports:** `Conversations/` (markdown, indexed by QMD) + - **Raw sessions:** `~/.claude/projects/[path]/*.jsonl` + - **Search engine:** QMD (`/opt/homebrew/bin/qmd`) + + ## Your Task + + Search past conversations for specific topics, keywords, or themes. ``` **File**: `/Users/nickyoung/.claude/commands/session-search.md` ```diff - - "find conversation about **youtube notes**" → youtube notes - - Direct argument: use as-is - - ### 2. Run search - - ```bash - python3 ~/.local/bin/session-reader.py search "<query>" - ``` - - ### 3. Present results - - The script returns matching sessions with context. Present them clearly: - - **Good format:** - - ```markdown - ## Conversations about "[query]" - - Found X sessions discussing this topic. - - ### [Date Time] - **Context:** [What was being discussed] - **Key points:** - - Point 1 - - Point 2 - - ### [Date Time] - **Context:** [What was being discussed] - ... - ``` - - **Important Notes:** - - - Searches both user messages AND assistant responses - - Searches last 30 days by default - - Results show surrounding context - - Multiple matches = topic was discussed repeatedly - - **Examples:** - - ``` - User: what did we discuss about the harvest command? - → Run: python3 ~/.local/bin/session-reader.py search "harvest" - → Present relevant sessions with context - - User: /session-search wedding - → Run: python3 ~/.local/bin/session-reader.py search "wedding" - → Show all wedding-related conversations - - User: find when we talked about tag conventions - → Run: python3 ~/.local/bin/session-reader.py search "tag conventions" - → Present matching sessions - ``` - - **If no results:** - - Suggest: - - Different search terms - - Check spelling - - The topic might not have been discussed in the search period - - **For deep reading:** - - If user wants to read a specific session in full (not just find it): - - ```bash - python3 ~/.local/bin/session-reader.py full <session-path> - ``` - - This extracts the complete transcript. Use when user asks to "actually read" or "get up to speed" on a specific past conversation. + - "find conversation about **youtube notes**" → youtube notes + - Direct argument: use as-is + + ### 2. Run search via QMD + + ```bash + qmd search "<query>" -n 10 -c conversations + ``` + + If BM25 results are weak, escalate to semantic search: + + ```bash + qmd vsearch "<query>" -n 10 -c conversations + ``` + + ### 3. Present results + + QMD returns matching conversation files with relevance scores. Present them clearly: + + ```markdown + ## Conversations about "[query]" + + Found X sessions discussing this topic. + + ### [Date] - [Title] + **Context:** [What was being discussed] + **Key points:** + - Point 1 + - Point 2 + ``` + + ### 4. Deep reading + + To read a found conversation in full: + + ```bash + # Read the markdown export directly + Read /Users/nickyoung/My Obsidian Vault/Conversations/<file>.md + + # Or for raw JSONL transcript + python3 ~/.local/bin/session-reader.py full <session-path> + ``` + + **Examples:** + + ``` + User: what did we discuss about the harvest command? + → Run: qmd search "harvest" -n 10 -c conversations + + User: /session-search wedding + → Run: qmd search "wedding" -n 10 -c conversations + + User: find when we talked about tag conventions + → Run: qmd search "tag conventions" -n 10 -c conversations + ``` + + **If no results:** + + - Try `qmd vsearch` (semantic) instead of `qmd search` (keyword) + - Try different search terms + - The topic might predate QMD indexing ``` --- ## 08:52:50 - Assistant ### 🔧 Edit /Users/nickyoung/.claude/commands/friction-analysis.md **Locations**: `/Users/nickyoung/.claude/commands/friction-analysis.md:58` **Status**: completed **File**: `/Users/nickyoung/.claude/commands/friction-analysis.md` ```diff - Search recent sessions (default 7 days) for friction indicators: - - ```bash - # Get sessions with friction signals - python3 ~/.local/bin/session-reader.py search "wrong" 7 - python3 ~/.local/bin/session-reader.py search "no," 7 - python3 ~/.local/bin/session-reader.py search "that's not" 7 - python3 ~/.local/bin/session-reader.py search "I meant" 7 - python3 ~/.local/bin/session-reader.py search "again" 7 - python3 ~/.local/bin/session-reader.py search "I said" 7 - python3 ~/.local/bin/session-reader.py search "sorry" 7 - python3 ~/.local/bin/session-reader.py search "my mistake" 7 - ``` - - Also check for repeated patterns: - ```bash - # Get detailed session data to spot repetition - python3 ~/.local/bin/session-reader.py detailed 7 - ``` - - ### 2. Analyze Each Friction Point + Search recent sessions (default 7 days) for friction indicators: + + ```bash + # Get sessions with friction signals via QMD + qmd search "wrong" -n 10 -c conversations + qmd search "no," -n 10 -c conversations + qmd search "that's not" -n 10 -c conversations + qmd search "I meant" -n 10 -c conversations + qmd search "again" -n 10 -c conversations + qmd search "I said" -n 10 -c conversations + qmd search "sorry" -n 10 -c conversations + qmd search "my mistake" -n 10 -c conversations + ``` + + Also check recent sessions for repeated patterns: + ```bash + h="$HOME" + python3 "$h/.local/bin/recall-day.py" list "last 7 days" --all-projects --min-msgs 2 + ``` + + ### 2. Analyze Each Friction Point ``` --- ## 08:52:56 - Assistant ### 🔧 Edit /Users/nickyoung/.claude/commands/link-chat.md **Locations**: `/Users/nickyoung/.claude/commands/link-chat.md:16`, `/Users/nickyoung/.claude/commands/link-chat.md:30` **Status**: completed **File**: `/Users/nickyoung/.claude/commands/link-chat.md` ```diff - - ## Context - - - **Session Storage:** `~/.claude/projects/[path]/*.jsonl` - - **Script:** `~/.local/bin/session-reader.py` - - ## Purpose - + + ## Context + + - **Conversation exports:** `Conversations/` (markdown, indexed by QMD) + - **Raw sessions:** `~/.claude/projects/[path]/*.jsonl` + + ## Purpose + ``` **File**: `/Users/nickyoung/.claude/commands/link-chat.md` ```diff - - ### 1. Find the target session - - Use the search term to find the session: - - ```bash - python3 ~/.local/bin/session-reader.py search "<search term>" - ``` - - The user often identifies chats by their first line (since VS Code doesn't allow editing chat titles). + + ### 1. Find the target session + + Use QMD to find the session: + + ```bash + qmd search "<search term>" -n 10 -c conversations + ``` + + The user often identifies chats by their first line (since VS Code doesn't allow editing chat titles). ``` Now the knowledge file and remaining skills/commands. --- ## 08:53:03 - Assistant ### 🔧 Edit /Users/nickyoung/.claude/knowledge/session-context-retrieval.md **Locations**: `/Users/nickyoung/.claude/knowledge/session-context-retrieval.md:29` **Status**: completed **File**: `/Users/nickyoung/.claude/knowledge/session-context-retrieval.md` ```diff - - Yesterday's daily note (for context on recent work) - - Check What's Happening section for Active threads - - 2. **Search the session index FIRST** (fast, covers all sessions) - ```python - # Read ~/.claude/session-index.json and search title + summary fields - import json - from pathlib import Path - data = json.load(open(Path.home() / '.claude' / 'session-index.json')) - matches = [e for e in data if 'keyword' in e.get('title','').lower() or 'keyword' in e.get('summary','').lower()] - ``` - - Returns session ID, date, time, title, summary, turn count - - Instant — no JSONL parsing needed - - Use the session ID with `session-reader.py full <id>` to get transcripts - - 3. **If index search misses** (keyword not in title/summary), fall back to full-text search: - ```bash - python3 ~/.local/bin/session-reader.py search "topic keywords" - ``` - - 4. **Read those sessions FULLY** - ```bash - python3 ~/.local/bin/session-reader.py full <session-path> - ``` - - Do NOT just skim the search results (too shallow) + - Yesterday's daily note (for context on recent work) + - Check What's Happening section for Active threads + + 2. **Search conversations via QMD** (fast, indexed, covers all exported sessions) + ```bash + qmd search "topic keywords" -n 10 -c conversations + ``` + - Returns matching conversation files with relevance scores + - If BM25 results are weak, escalate: `qmd vsearch "topic" -n 10 -c conversations` + + 3. **Read those sessions FULLY** + ```bash + # Read the markdown export directly + Read /Users/nickyoung/My Obsidian Vault/Conversations/<file>.md + + # Or for raw JSONL transcript + python3 ~/.local/bin/session-reader.py full <session-path> + ``` + - Do NOT just skim the search results (too shallow) ``` --- ## 08:53:16 - Assistant ### 🔧 Edit /Users/nickyoung/.claude/knowledge/session-context-retrieval.md **Locations**: `/Users/nickyoung/.claude/knowledge/session-context-retrieval.md:79` **Status**: completed **File**: `/Users/nickyoung/.claude/knowledge/session-context-retrieval.md` ```diff - - ✓ Right: - 1. Read today's + yesterday's daily notes - 2. Search sessions for "substack": `session-reader.py search "substack"` - 3. Extract full transcripts: `session-reader.py full <path>` for each relevant session - 4. Read Writing/substack/ drafts - 5. Provide comprehensive summary with links AND quotes from sessions - 6. Ask clarifying questions if needed + + ✓ Right: + 1. Read today's + yesterday's daily notes + 2. Search sessions via QMD: `qmd search "substack" -n 10 -c conversations` + 3. Read matching conversation files in full + 4. Read Writing/substack/ drafts + 5. Provide comprehensive summary with links AND quotes from sessions + 6. Ask clarifying questions if needed ``` --- ## 08:53:19 - Assistant ### 🔧 Edit /Users/nickyoung/.claude/knowledge/session-context-retrieval.md **Locations**: `/Users/nickyoung/.claude/knowledge/session-context-retrieval.md:87` **Status**: completed **File**: `/Users/nickyoung/.claude/knowledge/session-context-retrieval.md` ```diff - - ## Tools - - - **`~/.claude/session-index.json`** — Cumulative index of all sessions (grep for fast lookup). Each entry: id, date, time, title, summary, turns. **Search this first.** - - `session-reader.py search "<topic>"` — Full-text search across JSONL files (slower fallback) - - `session-reader.py full <path>` — Extract complete transcript (MUST use for deep reading) - - `session-reader.py list [days]` — List recent sessions (shallow, for orientation only) - - `session-reader.py summary [days]` — Summarize recent sessions (shallow, for orientation only) - - ## Session Index - - The session index at `~/.claude/session-index.json` is maintained by the auto-log hook: - - **Updated every ~4 hours** via `auto-log-sessions-hook.sh` - - **Syncs between machines** via git (same as all `~/.claude/` config) - - **Initial build**: `auto-log-sessions.py 60 --index-only` (populates from last 60 days) - - **647+ entries** as of Feb 2026, covering sessions back to Jan 5, 2026 - - Sessions from the current hour may not be indexed yet (active session filter) + + ## Tools + + - **QMD** (`qmd search`, `qmd vsearch`, `qmd query`) — Search conversation exports in `Conversations/`. Always use this for finding sessions by topic. + - **`recall-day.py`** — Temporal recall (list sessions by date). Use for date-based queries. + - `session-reader.py full <path>` — Extract complete JSONL transcript (use for deep reading of raw session files) + + ## QMD Collections + + | Collection | Contents | + |------------|----------| + | `conversations` | Exported Claude sessions as markdown | + | `notes` | Vault notes | + | `daily` | Daily notes | + | `sessions-context` | Project session files | + + Sessions auto-export to `Conversations/` on session end. Run `qmd update` to re-index after bulk changes. ``` --- ## 08:53:31 - Assistant ### 🔧 Edit /Users/nickyoung/.claude/skills/session-file/SKILL.md **Locations**: `/Users/nickyoung/.claude/skills/session-file/SKILL.md:102` **Status**: completed **File**: `/Users/nickyoung/.claude/skills/session-file/SKILL.md` ```diff - - ## Past Conversations - - **Search command:** `python3 ~/.local/bin/session-reader.py search "[topic1]|[topic2]|[topic3]" 20` - - **Search terms:** [comma-separated terms that would find relevant sessions] - + + ## Past Conversations + + **Search command:** `qmd search "[topic]" -n 20 -c conversations` + + **Search terms:** [comma-separated terms that would find relevant sessions] + ``` --- ## 08:53:33 - Assistant ### 🔧 Edit /Users/nickyoung/.claude/commands/daily-session-log.md **Locations**: `/Users/nickyoung/.claude/commands/daily-session-log.md:37` **Status**: completed **File**: `/Users/nickyoung/.claude/commands/daily-session-log.md` ```diff - - ### 1. Find Today's Sessions - - Use session-reader to get all sessions from today: - - ```bash - python3 ~/.local/bin/session-reader.py list 1 - ``` - - This returns sessions from last 1 day with: + + ### 1. Find Today's Sessions + + Use recall-day to get all sessions from today: + + ```bash + h="$HOME" + python3 "$h/.local/bin/recall-day.py" list today --all-projects --min-msgs 2 + ``` + + This returns sessions from last 1 day with: ``` > [!plan] Plan > ✅ Update session-deep-hook.sh to use QMD > ✅ Update CLAUDE.md line 31 to use QMD > ✅ Update CRITICAL-WORKFLOWS.md session-deep-hook section > ✅ Update session-deep/SKILL.md to use QMD for search > ✅ Update session-search.md command to use QMD > ✅ Update friction-analysis.md to use QMD > ✅ Update link-chat.md to use QMD > ✅ Update session-context-retrieval.md knowledge file > ✅ Update session-file/SKILL.md search command > ✅ Update daily-session-log.md to use recall-day.py All 10 files updated. Here's what changed: ## Summary Every reference to `session-reader.py search` across your config has been replaced with `qmd search -c conversations`. The files updated: 1. `session-deep-hook.sh` — the hook that fires on past-conversation queries now tells Claude to use QMD 2. `CLAUDE.md` — session continuity instruction now points to QMD 3. `CRITICAL-WORKFLOWS.md` — session-deep-hook documentation updated 4. `session-deep/SKILL.md` — Step 1 now uses QMD with escalation path (BM25 → vsearch) 5. `session-search.md` — command fully rewritten around QMD 6. `friction-analysis.md` — all 8 friction-keyword searches now use QMD 7. `link-chat.md` — session finding now uses QMD 8. `session-context-retrieval.md` — overhauled: removed session-index.json references, replaced with QMD collections table 9. `session-file/SKILL.md` — search command updated 10. `daily-session-log.md` — switched from `session-reader.py list` to `recall-day.py list today` ## What's preserved - `session-reader.py full` — still the tool for extracting raw JSONL transcripts. Nothing replaces this. - `session-reader.py` as a script — `auto-log-sessions.py` imports from it as a library. The script stays. - `recall-day.py` — still handles temporal queries (dates). QMD handles topic queries. There are a few remaining mentions of `session-reader.py` in lower-priority knowledge files (`common-errors.md`, `obsidian.md`, `nick-context.md`, `claude-architecture.md`) but those all reference `session-reader.py full` for transcript reading, which is still correct. *Quando si ripulisce un sistema, la parte difficile non è sapere cosa togliere ma sapere cosa deve restare.* ---