Leaderboard/ac.tandem/docs-mcp
MCP ServerScored via MCP protocol probing: initialize handshake, tools/list conformance, and ping + tool invocation performance.

ac.tandem/docs-mcp

Remote MCP server for Tandem docs, install guides, SDKs, workflows, and agent setup help.

77/100
Operational Score
Score Breakdown
Availability30/30
Conformance30/30
Performance17/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
892.5ms
Conformance
Pass
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 200 in 584ms
Conformance
MCP initialize handshake + tools/list
Valid MCP server info returned, tools/list responded
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 892ms, task completion: 0%
Skills
search_docs

Search the published Tandem docs index for relevant pages.

get_doc

Fetch and normalize a published Tandem docs page by path or URL.

get_start_path

Recommend the best Tandem docs starting path for a desktop user, server admin, or developer.

recommend_next_docs

Recommend the next Tandem docs to read after a current page, optionally biased toward a goal.

answer_how_to

Answer how to install or use Tandem, build workflows, or use the SDKs by synthesizing relevant published docs.

get_tandem_guide

Return a structured Tandem learning guide for install-engine, python-sdk, typescript-sdk, build-workflows, or headless-deploy.

warmup_docs_cache

Refresh the docs index and preload the most important Tandem docs pages into cache.

get_docs_cache_status

Inspect the current docs cache state for index sources and warmed pages.

refresh_docs_index

Force-refresh docs indexes and report whether data came from the network, cache, or stale fallback.

refresh_doc_page

Force-refresh a docs page and report whether content came from the network, cache, or stale fallback.

invalidate_docs_cache

Invalidate docs cache entries for index data, all pages, or a specific page path.

compare_docs_index_refresh

Force-refresh the docs indexes and return before/after hashes so content changes can be proven.

compare_doc_page_refresh

Force-refresh a docs page and return before/after hashes so page content changes can be proven.

Tools
13 tools verified via live probe
verified 2m ago
Server: ac.tandem/docs-mcpVersion: 0.3.1Protocol: 2025-06-18
Recent Probe Results
TimestampStatusLatencyConformance
Apr 5, 2026success584.1msPass
Apr 5, 2026success486.5msPass
Apr 5, 2026success603msPass
Apr 5, 2026success746.7msPass
Apr 5, 2026success724.1msPass
Apr 5, 2026success535.1msPass
Apr 5, 2026success703.6msPass
Apr 5, 2026success603.8msPass
Apr 5, 2026success597.1msPass
Apr 5, 2026success513.3msPass
Source Registries
mcp-registry
First Seen
Apr 3, 2026
Last Seen
Apr 4, 2026
Last Probed
Apr 5, 2026
ac.tandem/docs-mcp — Chiark Agent Quality Index