AI Tool Conversation History Summary
Analyze AI tool conversation histories for a given period and generate themed work summaries.
Scheduling
Goal
Collect AI tool conversation history for a date or window and synthesize it into a themed, project-oriented recap with saved Markdown output.
Intent signature
- User asks for daily recap, weekly/monthly summary, standup notes, work log, tool usage pattern, or AI conversation history analysis.
- User wants conversation histories grouped by work content rather than raw chronological logs.
When to use
- Summarizing a day or period of work activity
- Understanding the overall flow of work across multiple AI tools
- Analyzing tool-switching patterns between sessions
- Preparing daily standups, weekly retros, or work logs
When NOT to use
- Git commit-based code change retrospective -> use
oma retro
- Real-time agent monitoring -> use
oma dashboard
- Productivity metrics -> use
oma stats
Expected inputs
- Date, relative date, time window, or tool filter
- Conversation history available through
oma recap --json or fallback sources
- Desired daily or multi-day recap scope
Expected outputs
- Markdown recap saved to
.agents/results/recap/{date}.md or range filename
- TL;DR, overview, themes/projects, miscellaneous or side projects, and tool usage patterns
- User-facing summary in configured response language
Dependencies
oma recap --json
- Optional Claude fallback history at
~/.claude/history.jsonl
.agents/oma-config.yaml for language behavior
Control-flow features
- Branches by date resolution, window length, available tool history, and daily vs multi-day output shape
- Reads local history data and writes Markdown recap files
- Groups by content, not by tool
Structural Flow
Entry
- Resolve requested date or window.
- Collect normalized conversation history.
- Decide daily versus multi-day output structure.
Scenes
- PREPARE: Resolve time range and tool filters.
- ACQUIRE: Collect history through CLI or fallback.
- REASON: Group by content, infer themes/projects, decisions, artifacts, and tool-switching patterns.
- ACT: Write recap Markdown in the required format.
- VERIFY: Check TL;DR, grouping, language, and output path.
- FINALIZE: Save and display summary.
Transitions
- If no date is specified, use today.
- If window is 3 days or longer, group by project instead of day chronology.
- If CLI is unavailable, use Claude fallback only and report scope limits.
- If tasks are under threshold, group them into Miscellaneous or Side Projects.
Failure and recovery
- If history is unavailable, report missing source and requested range.
- If timestamps are ambiguous, use configured timezone and state assumption.
- If extracted data is sparse, produce a concise recap and note limited coverage.
Exit
- Success: recap file exists and summary is displayed.
- Partial success: missing tools/history or fallback-only coverage is explicit.
Logical Operations
Actions
| Action |
SSL primitive |
Evidence |
| Resolve date/window |
INFER |
Natural-language date rules |
| Collect history |
CALL_TOOL |
oma recap --json or jq fallback |
| Read extracted records |
READ |
Conversation history |
| Group themes/projects |
INFER |
Time/content grouping rules |
| Validate output shape |
VALIDATE |
Daily or multi-day template |
| Write recap |
WRITE |
.agents/results/recap/ |
| Report summary |
NOTIFY |
Displayed recap |
Tools and instruments
oma recap --json
jq fallback for Claude history
- Markdown output templates
Canonical command path
oma recap --json
oma recap --window 7d --json
oma recap --date YYYY-MM-DD --json
Resource scope
| Scope |
Resource target |
LOCAL_FS |
Conversation history and recap output files |
PROCESS |
oma recap, jq, date commands |
USER_DATA |
Conversation prompts and project activity |
MEMORY |
Theme grouping and summary notes |
Preconditions
- Requested time range can be resolved.
- At least one history source is available.
Effects and side effects
- Writes recap Markdown under
.agents/results/recap/.
- Reads local conversation history data.
Guardrails
- TL;DR required: Top 3 lines of "what I accomplished". Project name + outcome. No tool names or technical details.
- Overview: After TL;DR, describe the flow. Start with "I" as subject.
- Daily: themes by time block (15+ min). Rest goes to "Miscellaneous".
- Multi-day (3d+): sections by project, ordered by activity. Read like a sprint report, not a daily log.
- 2-4 bullets per theme/project: Concise essentials only. Don't enumerate every step.
- Themes by content: Group by actual work, not by tool.
- Time range (daily only):
(AM/PM/Evening HH:MM~HH:MM). AM: 12:00, PM: 12:0018:00, Evening: 18:00~.
- Save results: Write markdown to
.agents/results/recap/.
- Response language: Follows
language setting in .agents/oma-config.yaml if configured.
- No em dashes: Use commas, periods, or parentheses instead of
— (em dash).
Process
1. Resolve Date
Determine the target date or window from the user's natural language input. Default is today.
Resolution rules:
- Relative day references (today, yesterday, day before yesterday, etc.) → calculate
--date YYYY-MM-DD
- Specific date mentions (month + day, or full date) → convert to
--date YYYY-MM-DD
- Relative weekday references (last Monday, this Friday, etc.) → calculate the date
- Period references (this week, last 3 days, past 2 weeks, etc.) → convert to
--window Nd
- No date specified → today (
--window 1d)
2. Collect Data
Extract normalized conversation history via CLI.
# Default (today, all tools)
oma recap --json
# Time window
oma recap --window 7d --json
# Specific date
oma recap --date 2026-04-10 --json
# Tool filter (supported: grok, claude, codex, qwen, cursor, antigravity)
oma recap --tool claude,codex --json
Fallback when CLI is not installed: process Claude history only via inline jq:
# Uses the system timezone; export TZ=<zone> first to override, and state the
# timezone assumption in the recap (per the Failure and recovery rules).
TARGET_DATE=$(date +%Y-%m-%d)
# macOS/BSD date:
start_ts=$(date -j -f "%Y-%m-%d %H:%M:%S" "${TARGET_DATE} 00:00:00" +%s)000
# Linux/GNU date alternative:
# start_ts=$(date -d "${TARGET_DATE} 00:00:00" +%s)000
end_ts=$((start_ts + 86400000))
jq -r --argjson start "$start_ts" --argjson end "$end_ts" '
select(.timestamp >= $start and .timestamp < $end and .display != null and .display != "") |
{
time: (.timestamp / 1000 | localtime | strftime("%H:%M")),
project: (.project | split("/") | .[-1]),
prompt: (.display | gsub("\n"; " ") | if length > 150 then .[0:150] + "..." else . end)
}
' ~/.claude/history.jsonl
3. Theme Analysis and Grouping
Read all extracted data and analyze with the following criteria:
Grouping rules:
- Only classify as a separate theme if the work spans 15+ minutes (based on timestamp gaps and prompt count)
- Merge consecutive prompts on the same topic into one theme
- Collect sub-15-minute tasks into a "Miscellaneous" section
- Group by work content, not by tool
Cross-tool analysis:
- Track workflow when multiple tools are used in the same time window
- Example: "Designed in Gemini -> Implemented in Claude -> Reviewed in Codex"
- Derive insights from tool-switching patterns
Extract from each theme:
- Core work performed
- Key decisions made
- Tool combinations used
- Artifacts produced (docs, code, config, etc.)
4. Output Format
Save results to .agents/results/recap/{date}.md and display simultaneously.
Use the markdown templates in resources/output-formats.md:
- Daily format (1d or specific date): TL;DR → Overview → time-blocked themes → Miscellaneous → Tool Usage Patterns.
- Multi-day format (3d+): project-driven sprint-report structure with Side Projects for small (<30 prompts) work; follow the multi-day grouping rules in the same file.
Response language follows language setting in .agents/oma-config.yaml.
5. Save Results
Save to .agents/results/recap/{date}.md.
For window ranges, use {start-date}~{end-date}.md format.
# Example paths
.agents/results/recap/2026-04-12.md
.agents/results/recap/2026-04-06~2026-04-12.md
References
- Output format templates:
resources/output-formats.md
- Recap CLI:
oma recap --json
- Output directory:
.agents/results/recap/
- Language config:
.agents/oma-config.yaml
- Claude fallback history:
~/.claude/history.jsonl
1---2name: oma-recap3description: Analyze conversation histories from multiple AI tools (Grok, Claude, Codex, Qwen, Cursor, Antigravity) and generate themed daily/period work summaries. Filter by date or time window.4---5
6# AI Tool Conversation History Summary
7
8Analyze AI tool conversation histories for a given period and generate themed work summaries.
9
10## Scheduling
11
12### Goal
13Collect AI tool conversation history for a date or window and synthesize it into a themed, project-oriented recap with saved Markdown output.
14
15### Intent signature
16- User asks for daily recap, weekly/monthly summary, standup notes, work log, tool usage pattern, or AI conversation history analysis.
17- User wants conversation histories grouped by work content rather than raw chronological logs.
18
19### When to use
20- Summarizing a day or period of work activity
21- Understanding the overall flow of work across multiple AI tools
22- Analyzing tool-switching patterns between sessions
23- Preparing daily standups, weekly retros, or work logs
24
25### When NOT to use
26- Git commit-based code change retrospective -> use `oma retro`
27- Real-time agent monitoring -> use `oma dashboard`
28- Productivity metrics -> use `oma stats`
29
30### Expected inputs
31- Date, relative date, time window, or tool filter
32- Conversation history available through `oma recap --json` or fallback sources
33- Desired daily or multi-day recap scope
34
35### Expected outputs
36- Markdown recap saved to `.agents/results/recap/{date}.md` or range filename
37- TL;DR, overview, themes/projects, miscellaneous or side projects, and tool usage patterns
38- User-facing summary in configured response language
39
40### Dependencies
41- `oma recap --json`
42- Optional Claude fallback history at `~/.claude/history.jsonl`
43- `.agents/oma-config.yaml` for language behavior
44
45### Control-flow features
46- Branches by date resolution, window length, available tool history, and daily vs multi-day output shape
47- Reads local history data and writes Markdown recap files
48- Groups by content, not by tool
49
50## Structural Flow
51
52### Entry
531. Resolve requested date or window.
542. Collect normalized conversation history.
553. Decide daily versus multi-day output structure.
56
57### Scenes
581. **PREPARE**: Resolve time range and tool filters.
592. **ACQUIRE**: Collect history through CLI or fallback.
603. **REASON**: Group by content, infer themes/projects, decisions, artifacts, and tool-switching patterns.
614. **ACT**: Write recap Markdown in the required format.
625. **VERIFY**: Check TL;DR, grouping, language, and output path.
636. **FINALIZE**: Save and display summary.
64
65### Transitions
66- If no date is specified, use today.
67- If window is 3 days or longer, group by project instead of day chronology.
68- If CLI is unavailable, use Claude fallback only and report scope limits.
69- If tasks are under threshold, group them into Miscellaneous or Side Projects.
70
71### Failure and recovery
72- If history is unavailable, report missing source and requested range.
73- If timestamps are ambiguous, use configured timezone and state assumption.
74- If extracted data is sparse, produce a concise recap and note limited coverage.
75
76### Exit
77- Success: recap file exists and summary is displayed.
78- Partial success: missing tools/history or fallback-only coverage is explicit.
79
80## Logical Operations
81
82### Actions
83| Action | SSL primitive | Evidence |
84|--------|---------------|----------|
85| Resolve date/window | `INFER` | Natural-language date rules |
86| Collect history | `CALL_TOOL` | `oma recap --json` or `jq` fallback |
87| Read extracted records | `READ` | Conversation history |
88| Group themes/projects | `INFER` | Time/content grouping rules |
89| Validate output shape | `VALIDATE` | Daily or multi-day template |
90| Write recap | `WRITE` | `.agents/results/recap/` |
91| Report summary | `NOTIFY` | Displayed recap |
92
93### Tools and instruments
94- `oma recap --json`
95- `jq` fallback for Claude history
96- Markdown output templates
97
98### Canonical command path
99```bash
100oma recap --json
101oma recap --window 7d --json
102oma recap --date YYYY-MM-DD --json
103```
104
105### Resource scope
106| Scope | Resource target |
107|-------|-----------------|
108| `LOCAL_FS` | Conversation history and recap output files |
109| `PROCESS` | `oma recap`, `jq`, date commands |
110| `USER_DATA` | Conversation prompts and project activity |
111| `MEMORY` | Theme grouping and summary notes |
112
113### Preconditions
114- Requested time range can be resolved.
115- At least one history source is available.
116
117### Effects and side effects
118- Writes recap Markdown under `.agents/results/recap/`.
119- Reads local conversation history data.
120
121### Guardrails
122
1231. **TL;DR required**: Top 3 lines of "what I accomplished". Project name + outcome. No tool names or technical details.
1242. **Overview**: After TL;DR, describe the flow. Start with "I" as subject.
1253. **Daily**: themes by time block (15+ min). Rest goes to "Miscellaneous".
1264. **Multi-day (3d+)**: sections by project, ordered by activity. Read like a sprint report, not a daily log.
1275. **2-4 bullets per theme/project**: Concise essentials only. Don't enumerate every step.
1286. **Themes by content**: Group by actual work, not by tool.
1297. **Time range (daily only)**: `(AM/PM/Evening HH:MM~HH:MM)`. AM: ~12:00, PM: 12:00~18:00, Evening: 18:00~.
1308. **Save results**: Write markdown to `.agents/results/recap/`.
1319. **Response language**: Follows `language` setting in `.agents/oma-config.yaml` if configured.
13210. **No em dashes**: Use commas, periods, or parentheses instead of `—` (em dash).
133
134### Process
135
136### 1. Resolve Date
137
138Determine the target date or window from the user's natural language input. Default is today.
139
140**Resolution rules:**
141- Relative day references (today, yesterday, day before yesterday, etc.) → calculate `--date YYYY-MM-DD`
142- Specific date mentions (month + day, or full date) → convert to `--date YYYY-MM-DD`
143- Relative weekday references (last Monday, this Friday, etc.) → calculate the date
144- Period references (this week, last 3 days, past 2 weeks, etc.) → convert to `--window Nd`
145- No date specified → today (`--window 1d`)
146
147### 2. Collect Data
148
149Extract normalized conversation history via CLI.
150
151```bash
152# Default (today, all tools)
153oma recap --json
154
155# Time window
156oma recap --window 7d --json
157
158# Specific date
159oma recap --date 2026-04-10 --json
160
161# Tool filter (supported: grok, claude, codex, qwen, cursor, antigravity)
162oma recap --tool claude,codex --json
163```
164
165**Fallback when CLI is not installed**: process Claude history only via inline jq:
166
167```bash
168# Uses the system timezone; export TZ=<zone> first to override, and state the
169# timezone assumption in the recap (per the Failure and recovery rules).
170TARGET_DATE=$(date +%Y-%m-%d)
171# macOS/BSD date:
172start_ts=$(date -j -f "%Y-%m-%d %H:%M:%S" "${TARGET_DATE} 00:00:00" +%s)000
173# Linux/GNU date alternative:
174# start_ts=$(date -d "${TARGET_DATE} 00:00:00" +%s)000
175end_ts=$((start_ts + 86400000))
176
177jq -r --argjson start "$start_ts" --argjson end "$end_ts" '
178 select(.timestamp >= $start and .timestamp < $end and .display != null and .display != "") |
179 {
180 time: (.timestamp / 1000 | localtime | strftime("%H:%M")),
181 project: (.project | split("/") | .[-1]),
182 prompt: (.display | gsub("\n"; " ") | if length > 150 then .[0:150] + "..." else . end)
183 }
184' ~/.claude/history.jsonl
185```
186
187### 3. Theme Analysis and Grouping
188
189Read **all** extracted data and analyze with the following criteria:
190
191**Grouping rules:**
192- Only classify as a separate theme if the work spans **15+ minutes** (based on timestamp gaps and prompt count)
193- Merge consecutive prompts on the same topic into one theme
194- Collect sub-15-minute tasks into a "Miscellaneous" section
195- Group by **work content**, not by tool
196
197**Cross-tool analysis:**
198- Track workflow when multiple tools are used in the same time window
199- Example: "Designed in Gemini -> Implemented in Claude -> Reviewed in Codex"
200- Derive insights from tool-switching patterns
201
202**Extract from each theme:**
203- Core work performed
204- Key decisions made
205- Tool combinations used
206- Artifacts produced (docs, code, config, etc.)
207
208### 4. Output Format
209
210Save results to `.agents/results/recap/{date}.md` and display simultaneously.
211
212Use the markdown templates in `resources/output-formats.md`:
213- **Daily format** (1d or specific date): TL;DR → Overview → time-blocked themes → Miscellaneous → Tool Usage Patterns.
214- **Multi-day format** (3d+): project-driven sprint-report structure with Side Projects for small (<30 prompts) work; follow the multi-day grouping rules in the same file.
215
216**Response language follows `language` setting in `.agents/oma-config.yaml`.**
217
218### 5. Save Results
219
220Save to `.agents/results/recap/{date}.md`.
221For window ranges, use `{start-date}~{end-date}.md` format.
222
223```bash
224# Example paths
225.agents/results/recap/2026-04-12.md
226.agents/results/recap/2026-04-06~2026-04-12.md
227```
228
229## References
230
231- Output format templates: `resources/output-formats.md`
232- Recap CLI: `oma recap --json`
233- Output directory: `.agents/results/recap/`
234- Language config: `.agents/oma-config.yaml`
235- Claude fallback history: `~/.claude/history.jsonl`