LLM Wiki Knowledge Graph
Egonex-AI/Understand-Anything
Detects a Karpathy-pattern LLM wiki and builds an interactive knowledge graph with entities, implicit relationships and topic clusters.
Retrieve knowledge base memories created in a date range. An agent skill from Azure/azure-sdk-tools.
Install Report Memory
$ npx skills add Azure/azure-sdk-tools --skill report-memory -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Azure/azure-sdk-tools report-memory --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/Azure/azure-sdk-tools.git skills-src && mkdir -p .claude/skills && cp -r skills-src/packages/python-packages/apiview-copilot/.github/skills/report-memory .claude/skills/report-memory && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "report-memory" agent skill from https://github.com/Azure/azure-sdk-tools/tree/main/packages/python-packages/apiview-copilot/.github/skills/report-memory into .claude/skills/report-memory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "report-memory", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/Azure/azure-sdk-tools/tree/main/packages/python-packages/apiview-copilot/.github/skills/report-memoryType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add Azure/azure-sdk-tools --skill report-memory -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Azure/azure-sdk-tools report-memory --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Azure/azure-sdk-tools.git skills-src && mkdir -p .agents/skills && cp -r skills-src/packages/python-packages/apiview-copilot/.github/skills/report-memory .agents/skills/report-memory && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "report-memory" agent skill from https://github.com/Azure/azure-sdk-tools/tree/main/packages/python-packages/apiview-copilot/.github/skills/report-memory into .agents/skills/report-memory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "report-memory", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add Azure/azure-sdk-tools --skill report-memory -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Azure/azure-sdk-tools report-memory --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Azure/azure-sdk-tools.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/packages/python-packages/apiview-copilot/.github/skills/report-memory .cursor/skills/report-memory && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "report-memory" agent skill from https://github.com/Azure/azure-sdk-tools/tree/main/packages/python-packages/apiview-copilot/.github/skills/report-memory into .cursor/skills/report-memory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "report-memory", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/Azure/azure-sdk-tools.git --path packages/python-packages/apiview-copilot/.github/skills/report-memory--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add Azure/azure-sdk-tools --skill report-memory -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Azure/azure-sdk-tools report-memory --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Azure/azure-sdk-tools.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/packages/python-packages/apiview-copilot/.github/skills/report-memory .gemini/skills/report-memory && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "report-memory" agent skill from https://github.com/Azure/azure-sdk-tools/tree/main/packages/python-packages/apiview-copilot/.github/skills/report-memory into .gemini/skills/report-memory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "report-memory", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install Azure/azure-sdk-tools report-memoryInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add Azure/azure-sdk-tools --skill report-memory -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Azure/azure-sdk-tools.git skills-src && mkdir -p .github/skills && cp -r skills-src/packages/python-packages/apiview-copilot/.github/skills/report-memory .github/skills/report-memory && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "report-memory" agent skill from https://github.com/Azure/azure-sdk-tools/tree/main/packages/python-packages/apiview-copilot/.github/skills/report-memory into .github/skills/report-memory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "report-memory", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add Azure/azure-sdk-tools --skill report-memory -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Azure/azure-sdk-tools report-memory --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Azure/azure-sdk-tools.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/packages/python-packages/apiview-copilot/.github/skills/report-memory .opencode/skills/report-memory && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "report-memory" agent skill from https://github.com/Azure/azure-sdk-tools/tree/main/packages/python-packages/apiview-copilot/.github/skills/report-memory into .opencode/skills/report-memory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "report-memory", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
report-memory- GitHub stars
- 134
- Token cost
- ~997 tokens
- SKILL.md length
- 390 words
- Files
- 1
- Skills in repo
- 35
- Repo updated
- First seen
- Licence
- MIT
At a glance
Retrieve knowledge base memories created in a date range. An agent skill from Azure/azure-sdk-tools.
- Works in 2 steps: Run the Command → Answer Follow-up Questions
- : memory report
- SKILL.md covers When to Use, Defaults, Date Resolution and Running the Command, plus 3 more sections
- Calls python
What it does
Report Memory is an agent skill from Azure/azure-sdk-tools, published by the product's own GitHub organization. Retrieve knowledge base memories created in a date range. Use for: memory report, show memories, new memories, memories for March, what memories were created, knowledge base additions, KB entries.
Its SKILL.md is about 1000 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Knowledge Management, covering Knowledge bases. It works with Azure Cosmos DB. The repository describes itself as: Tools repository leveraged by the Azure SDK team. The licence is MIT.
When your agent uses it
- : memory report
- Memories for March
- What memories were created
- Knowledge base additions
Example prompts
- “/report-memory”
Requirements
- Python 3
Workflow steps
2 steps, taken from the step headings in SKILL.md.
What it can do on your machine
Read from SKILL.md and the folder at commit 69f4006. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
Shell commands in SKILL.md call:
python
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Report Memory loads about 997 tokens when it runs. Until then it costs about 53 tokens; SKILL.md has 390 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
The full file from Azure/azure-sdk-tools at commit 69f4006, republished under its MIT licence (© Azure). 390 words, ~997 tokens.
Download SKILL.mdSave it as
.claude/skills/report-memory/SKILL.md (or your agent's skills folder).- name
- report-memory
- description
- Retrieve knowledge base memories created in a date range. Use for: memory report, show memories, new memories, memories for March, what memories were created, knowledge base additions, KB entries.
- argument-hint
- Month name (e.g. 'March') or language + month (e.g. 'Python for March')
Report Memory
When to Use
- Reviewing what knowledge base memories were created during a period
- Auditing KB growth for a specific language
- Checking what the system has learned from resolved threads
Defaults
Unless the user says otherwise, always apply these defaults:
- Environment:
production - Language: All languages (do not pass
--languageunless user specifies one) - Format: JSON (do not pass
--format)
Date Resolution
The user will typically specify a calendar month by name (e.g. "March", "January 2025"). Resolve to the full month date range:
| User says | start_date | end_date |
|---|---|---|
| "March" (current year) | YYYY-03-01 | YYYY-03-31 |
| "January 2025" | 2025-01-01 | 2025-01-31 |
| "March 1 to March 15" | YYYY-03-01 | YYYY-03-15 |
When only a month name is given without a year, use the current year. Be careful with month lengths (28/29/30/31 days).
Running the Command
Step 1: Run the Command
Show the resolved command and run it immediately in a foreground terminal with a 60-second timeout (timeout: 60000). Redirect to a file since output can be large.
Full terminal command (cleanup + run):
New-Item -ItemType Directory -Path output -Force | Out-Null; if (Test-Path output/memory_output.json) { Remove-Item output/memory_output.json }; python cli.py report memory -s <start_date> -e <end_date> | Out-File -Encoding UTF8 output/memory_output.jsonAfter the command completes, read the output file with read_file to get the JSON results. Summarize the findings for the user (total count, breakdown by language, etc.).
Step 2: Answer Follow-up Questions
For follow-up questions about the same data (filtering, counting, searching), read the output file with read_file instead of re-running the command. The file is at output/memory_output.json.
Examples
# All memories for March 2025
python cli.py report memory -s 2025-03-01 -e 2025-03-31
# Python memories only
python cli.py report memory -s 2025-03-01 -e 2025-03-31 -l python
# YAML output
python cli.py report memory -s 2025-03-01 -e 2025-03-31 --format yaml
# Staging environment
python cli.py report memory -s 2025-03-01 -e 2025-03-31 --environment stagingShow full SKILL.md (167 more words)Show less
Available Flags
| Flag | Type | Default | Description |
|---|---|---|---|
--start-date / -s | string | required | Start date (YYYY-MM-DD) |
--end-date / -e | string | required | End date (YYYY-MM-DD) |
--language / -l | string | all | Language to filter by (e.g., python, csharp, C#) |
--environment | string | production | production or staging |
--format / -f | string | json | Output format: json or yaml |
Output
Each memory object includes:
id— Cosmos DB document IDlanguage— Language the memory applies tocreated_at— Human-readable timestamp (converted from Cosmos_ts)- Memory content fields (rule, context, etc.)
Gotchas
- Date filtering uses Cosmos
_ts: Filters by when the document was created/modified in Cosmos DB, not by any explicit date field in the memory content. - Output can be large: Redirect to file and use
read_filerather than relying on terminal output. - Use
python cli.pynot.\avc: Theavc.batscript may resolve to system Python. - Do NOT use
2>&1: Merges stderr into stdout, corrupting JSON. Only redirect stdout. - Do NOT use
>: Produces UTF-16 in PowerShell 5.1. Use| Out-File -Encoding UTF8. - Month end dates: February has 28/29 days, April/June/Sept/Nov have 30 days.
© Azure, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in packages/python-packages/apiview-copilot/.github/skills/report-memory of Azure/azure-sdk-tools.
Open the folder on GitHubat commit 69f4006
Compare with similar skills
Report Memory next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Report Memory this skillAzure/azure-sdk-tools | 134 | — | ~997 | Automated safety check: Pass | MIT | |
| LLM Wiki Knowledge GraphEgonex-AI/Understand-Anything | 85k | 1 repos | ~1.5k | Automated safety check: Pass | MIT | |
| Xhs Virtual Productchenjin-cmd/xhs-virtual-product | 726 | — | ~862 | Automated safety check: Pass | MIT | |
| OpenkbVectifyAI/OpenKB | 4.7k | 1 repos | ~2k | Automated safety check: Warn | Apache-2.0 | |
| Learn From Materialsdmoshehun-prog/learn-from-materials | 902 | — | ~7.9k | Automated safety check: Pass | MIT | |
| Onyx CLIonyx-dot-app/onyx | 32k | 1 repos | ~2.6k | Automated safety check: Pass | Custom licence |
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Works with
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Questions about Report Memory
What does Report Memory do?
Retrieve knowledge base memories created in a date range. An agent skill from Azure/azure-sdk-tools. Report Memory is an agent skill from Azure/azure-sdk-tools, published by the product's own GitHub organization. Retrieve knowledge base memories created in a date range.
When should I use Report Memory?
Report Memory fits situations like: : memory report; memories for March; what memories were created; knowledge base additions.
How do I install Report Memory in Claude Code?
Run `npx skills add Azure/azure-sdk-tools --skill report-memory -a claude-code`. Or copy the skill folder (packages/python-packages/apiview-copilot/.github/skills/report-memory in Azure/azure-sdk-tools) into .claude/skills/report-memory in your project. Claude Code loads it when a task matches its description.
How do I install Report Memory in Codex?
Run `npx skills add Azure/azure-sdk-tools --skill report-memory -a codex`. Or copy the skill folder (packages/python-packages/apiview-copilot/.github/skills/report-memory in Azure/azure-sdk-tools) into .agents/skills/report-memory in your project. Codex loads it when a task matches its description.
Can I use Report Memory in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add Azure/azure-sdk-tools --skill report-memory -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/report-memory, .gemini/skills/report-memory, .github/skills/report-memory and .opencode/skills/report-memory in your project.
What does Report Memory need to run?
Going by SKILL.md and its folder, Report Memory needs the command-line tools its instructions call (python). Our summary lists: Python 3.
Does Report Memory access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Report Memory safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Report Memory use?
Report Memory is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Report Memory use?
About 997 tokens (SKILL.md is roughly 4k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Report Memory?
Skills that share tags, products or a category with Report Memory: LLM Wiki Knowledge Graph (Egonex-AI/Understand-Anything, 85k stars), Xhs Virtual Product (chenjin-cmd/xhs-virtual-product, 726 stars), Openkb (VectifyAI/OpenKB, 4.7k stars) and Learn From Materials (dmoshehun-prog/learn-from-materials, 902 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Report Memory?
Azure (a GitHub organization, an official publisher) maintains it in Azure/azure-sdk-tools, which has 134 GitHub stars. The repository holds 35 skills in this directory. The repository was last updated on October 6, 2026.
Source: Azure/azure-sdk-tools on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.