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.

54/100
Operational Score
Score Breakdown
Availability10/30
Conformance30/30
Performance14/40
Key Metrics
Uptime 30d
94.1%
P95 Latency
529.2ms
Conformance
Pass
Trend
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 405 in 529ms
Conformance
MCP initialize handshake + tools/list
Valid MCP server info returned, tools/list responded
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 529ms, task completion: 0%
Improvement Tips
  • -Improve uptime (currently 94.1%, target 99%+)
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, formula diagnostics, 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.

set_cell_contents_and_readback

Write raw content to one cell, recalculate dependents, read a dependent range in the same tool call, and return persistence proof. Use this for stateless MCP clients such as hosted Open WebUI integrations.

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
8 tools verified via live probe
verified 2d ago
Server: bilig-workpaper-remote-demoVersion: 0.164.11Protocol: 2025-03-26
Recent Probe Results
TimestampStatusLatencyConformance
Jul 3, 2026success529.2msPass
Jun 30, 2026success341.1msPass
Jun 27, 2026success301msPass
Jun 25, 2026success328.9msPass
Jun 24, 2026success303.1msPass
Jun 17, 2026success319.4msPass
Jun 16, 2026error102.7msFail
Jun 16, 2026success377.4msPass
Jun 15, 2026success339.1msPass
Jun 12, 2026success322.2msPass
Source Registries
mcp-registry
First Seen
May 19, 2026
Last Seen
Jul 3, 2026
Last Probed
Jul 3, 2026