Personal website construct · VFS-Bench 1.0

Task Prompt

Please fork https://github.com/academicpages/academicpages.github.io and rename it as `LJT-Homepage` on my github repo, and fill in it with the personal details, academic background, research experience, publications, skills, and contact information in memory to build my personal page. Do not add or modify any information beyond what is provided in the memory and do not add other pages. You should record publications in about section as well instead of only on the `publications` subpage.

name	workspace-filesystem
description	The virtual filesystem layout of this workspace.

Path	Description
`/workspace`	Agent workspace; current directory and home (`~`).
`/tmp`	Temporary files.
`/dev`	Device files: `null` and `zero` (mounted automatically).
`/template`	GitHub repository `academicpages/academicpages.github.io`, ref `master`, read-only; change it with the `gh` CLI.

SKILL.md

---
name: workspace-commands
description: The shell commands and task tools available in this workspace.
---

# Available commands

Python (`python` or `python3`), Perl, JavaScript/Node.js, and TypeScript
runtimes are unavailable. Use the shell commands and task CLIs documented
below; do not probe for or attempt to install other runtimes.

Standard Unix commands, among them:

    cat  head  tail  ls  find  grep  wc  sort  uniq  cut  tr  sed  awk
    diff  tee  xargs  jq  unzip

with pipes, `>` redirection, `$(...)` substitution and `$'...'`.

The task CLIs below are registered with this shell rather than installed
as files; do not inspect them with `which`, `file` or `/usr/bin`.

## gh

Use `gh --help` for the registered GitHub commands. Repository, issue, pull-request, release and API operations use the same GitHub service as upstream MCP. Use `gh <command> --help` for arguments and output options.

## memory

Use `memory <command> '<JSON arguments>'`. Run `memory <command> --help` to
get more information.

| Command | Arguments | Description |
|---|---|---|
| `memory create-entities` | `{entities: list[{name: str, entityType: str, observations: list[str]}]}` | Create multiple new entities in the knowledge graph — `entities.name`: The name of the entity; `entities.entityType`: The type of the entity; `entities.observations`: An array of observation contents associated with the entity |
| `memory create-relations` | `{relations: list[{from: str, to: str, relationType: str}]}` | Create multiple new relations between entities in the knowledge graph. Relations should be in active voice — `relations.from`: The name of the entity where the relation starts; `relations.to`: The name of the entity where the relation ends; `relations.relationType`: The type of the relation |
| `memory add-observations` | `{observations: list[{entityName: str, contents: list[str]}]}` | Add new observations to existing entities in the knowledge graph — `observations.entityName`: The name of the entity to add the observations to; `observations.contents`: An array of observation contents to add |
| `memory delete-entities` | `{entityNames: list[str]}` | Delete multiple entities and their associated relations from the knowledge graph — `entityNames`: An array of entity names to delete |
| `memory delete-observations` | `{deletions: list[{entityName: str, observations: list[str]}]}` | Delete specific observations from entities in the knowledge graph — `deletions.entityName`: The name of the entity containing the observations; `deletions.observations`: An array of observations to delete |
| `memory delete-relations` | `{relations: list[{from: str, to: str, relationType: str}]}` | Delete multiple relations from the knowledge graph — `relations`: An array of relations to delete; `relations.from`: The name of the entity where the relation starts; `relations.to`: The name of the entity where the relation ends; `relations.relationType`: The type of the relation |
| `memory read-graph` | `{}` | Read the entire knowledge graph |
| `memory search-nodes` | `{query: str}` | Search for nodes in the knowledge graph based on a query — `query`: The search query to match against entity names, types, and observation content |
| `memory open-nodes` | `{names: list[str]}` | Open specific nodes in the knowledge graph by their names — `names`: An array of entity names to retrieve |

name	workspace-commands
description	The shell commands and task tools available in this workspace.

Available commands

Python (python or python3), Perl, JavaScript/Node.js, and TypeScript runtimes are unavailable. Use the shell commands and task CLIs documented below; do not probe for or attempt to install other runtimes.

Standard Unix commands, among them:

cat  head  tail  ls  find  grep  wc  sort  uniq  cut  tr  sed  awk
diff  tee  xargs  jq  unzip

with pipes, > redirection, $(...) substitution and $'...'.

The task CLIs below are registered with this shell rather than installed as files; do not inspect them with which, file or /usr/bin.

Use gh --help for the registered GitHub commands. Repository, issue, pull-request, release and API operations use the same GitHub service as upstream MCP. Use gh <command> --help for arguments and output options.

memory

Use memory <command> '<JSON arguments>'. Run memory <command> --help to get more information.

Command	Arguments	Description
`memory create-entities`	`{entities: list[{name: str, entityType: str, observations: list[str]}]}`	Create multiple new entities in the knowledge graph — `entities.name`: The name of the entity; `entities.entityType`: The type of the entity; `entities.observations`: An array of observation contents associated with the entity
`memory create-relations`	`{relations: list[{from: str, to: str, relationType: str}]}`	Create multiple new relations between entities in the knowledge graph. Relations should be in active voice — `relations.from`: The name of the entity where the relation starts; `relations.to`: The name of the entity where the relation ends; `relations.relationType`: The type of the relation
`memory add-observations`	`{observations: list[{entityName: str, contents: list[str]}]}`	Add new observations to existing entities in the knowledge graph — `observations.entityName`: The name of the entity to add the observations to; `observations.contents`: An array of observation contents to add
`memory delete-entities`	`{entityNames: list[str]}`	Delete multiple entities and their associated relations from the knowledge graph — `entityNames`: An array of entity names to delete
`memory delete-observations`	`{deletions: list[{entityName: str, observations: list[str]}]}`	Delete specific observations from entities in the knowledge graph — `deletions.entityName`: The name of the entity containing the observations; `deletions.observations`: An array of observations to delete
`memory delete-relations`	`{relations: list[{from: str, to: str, relationType: str}]}`	Delete multiple relations from the knowledge graph — `relations`: An array of relations to delete; `relations.from`: The name of the entity where the relation starts; `relations.to`: The name of the entity where the relation ends; `relations.relationType`: The type of the relation
`memory read-graph`	`{}`	Read the entire knowledge graph
`memory search-nodes`	`{query: str}`	Search for nodes in the knowledge graph based on a query — `query`: The search query to match against entity names, types, and observation content
`memory open-nodes`	`{names: list[str]}`	Open specific nodes in the knowledge graph by their names — `names`: An array of entity names to retrieve

Model	VFS	MCP	VFS Tokens	MCP Tokens	Token Reduction Rate
Claude Opus 5.5	1/1	1/1	280k	866k	68%
GPT-6.1 Sol	0/1	0/1	121k	277k	56%
GPT-5.6 Luna	1/1	1/1	3.39M	1.92M	−76%
Claude Haiku 5.5	0/1	0/1	6.25M	13.3M	53%
Gemini 3.8 Flash	0/1	1/1	5.99M	3.59M	−67%

personal-website-construct

Task Prompt

VFS.md

SKILL.md