Leaderboard/Bilig WorkPaper
MCP ServerScored via MCP protocol probing: initialize handshake, tools/list conformance, and ping + tool invocation performance.

Bilig WorkPaper

Formula-backed WorkPaper tools for workbook readback, input edits, and JSON persistence.

80/100
Operational Score
Score Breakdown
Availability30/30
Conformance30/30
Performance20/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
295.6ms
Conformance
Pass
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 405 in 269ms
Conformance
MCP initialize handshake + tools/list
Valid MCP server info returned, tools/list responded
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 295ms, task completion: 0%
Skills
list_sheets

Discover sheet names and used dimensions before reading or editing a WorkPaper. Returns metadata only; use read_range or read_cell for values.

read_range

Read calculated values plus serialized formulas/inputs for an A1 range. Use for audit readback after edits; use read_cell for one address.

read_cell

Read one cell with calculated value, display text, formula text, and serialized content. Use after set_cell_contents to verify readback.

set_cell_contents

Write raw content to one cell and recalculate dependents in memory only. Start with --writable when the edit should persist to JSON.

get_cell_display_value

Return the formatted display string for one cell. Use when an agent needs what a user would see, not the raw numeric value.

export_workpaper_document

Export the current WorkPaper JSON document for persistence, review, or handoff to another agent. Does not write files by itself.

validate_formula

Validate formula syntax with the WorkPaper parser before writing it to a cell. This checks syntax only; use set_cell_contents plus readback to evaluate.

Tools
7 tools verified via live probe
verified 5h ago
Server: bilig-workpaper-remote-demoVersion: 0.40.43Protocol: 2025-03-26
Recent Probe Results
TimestampStatusLatencyConformance
May 21, 2026success269.8msPass
May 20, 2026success295.6msPass
Source Registries
mcp-registry
First Seen
May 19, 2026
Last Seen
May 20, 2026
Last Probed
May 21, 2026
Bilig WorkPaper — Chiark Agent Quality Index